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Research Article| Volume 102, P397-411, January 2021

Effect of convalescent blood products for patients with severe acute respiratory infections of viral etiology: A systematic review and meta-analysis

  • Shuai Shao
    Affiliations
    Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
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  • Yishan Wang
    Affiliations
    Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
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  • Hanyujie Kang
    Affiliations
    Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
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  • Zhaohui Tong
    Correspondence
    Corresponding author at: Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine, Beijing Chaoyang Hospital, Capital Medical University, No. 8, Gong Ti South Road, Chaoyang District, Beijing 100020, China.
    Affiliations
    Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
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Open AccessPublished:September 28, 2020DOI:https://doi.org/10.1016/j.ijid.2020.09.1443

      Highlights

      • Convalescent blood product therapy has been one of the central interventions against COVID-19.
      • CBP therapy might not decrease the all-cause mortality among patients with respiratory infections of viral etiology.
      • CBP therapy did not increase the risk of adverse events.
      • Earlier initiation of convalescent blood products could decrease the all-cause mortality compared with later initiation.
      • High-quality randomized controlled trials are urgently needed to evaluate the roles of CBP therapy in patients with COVID-19.

      Abstract

      Objectives

      The aim of this study was to determine whether convalescent blood products (CBPs) offer a survival advantage for patients with severe acute respiratory infections of viral etiology.

      Methods

      Up-to-date trials were identified by the authors through searches of the MEDLINE, Embase, Cochrane Library, Web of Science, ClinicalTrials.gov, and medRxiv databases from inception up to September 14, 2020. Meta-analyses were performed using a random-effects model.

      Results

      According to the observational studies, patients who received CBPs showed a decline in all-cause mortality compared with patients who did not receive CBPs (odds ratio (OR) 0.36, 95% confidence interval (CI) 0.23–0.56; p < 0.00001). However, the randomized controlled trials (RCTs) showed no difference between the intervention group and the control group regarding all-cause mortality (OR 0.82, 95% CI 0.57–1.19; p = 0.30). The use of CBPs did not increase the risk of adverse events (OR 0.88, 95% CI 0.60–1.29; p = 0.51). Using CBPs earlier compared with using CBPs later was associated with a significant reduction in all-cause mortality (OR 0.18, 95% CI 0.08–0.40; p < 0.0001).

      Conclusions

      Based on the outcomes of RCTs, CBPs may not decrease all-cause mortality. Furthermore, compared with later initiation of CBP therapy, earlier initiation of this therapy may decrease the rate of mortality.

      Keywords

      Introduction

      At the time of writing, more than 29 million people had been diagnosed with coronavirus disease 2019 (COVID-19) worldwide in the ongoing pandemic, which started in December 2019, and the overall mortality was 3.1% (

      Maps & Trends - Johns Hopkins Coronavirus Resource Center. https://coronavirus.jhu.edu/data#charts. (Accessed 17 September 2020).

      ). The disease progresses rapidly in patients infected with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), and affected patients may suffer from acute respiratory distress syndrome (ARDS), acute respiratory failure, multi-organ dysfunction, and even death within a short period (
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      ).
      To date, only dexamethasone has been indicated to decrease the mortality of patients with COVID-19 (
      • Horby P.
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      • Poston J.T.
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      ). Despite these treatments, hospitalized patients with COVID-19 are still at a high risk of mortality, with rates ranging from 10% to 80% (
      • Guan W.J.
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      Clinical characteristics of coronavirus disease 2019 in China.
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      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
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      • Zhou F.
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      • Fan G.
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      • Liu Z.
      • et al.
      Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study.
      ).
      Convalescent plasma (CP) therapy is currently a treatment option proposed for severely affected COVID-19 patients who are experiencing a more rapid and concerning disease progression. This therapy has been one of the central interventions against COVID-19 in the absence of a vaccine and pharmacological interventions (
      • Roback J.D.
      • Guarner J.
      Convalescent plasma to treat COVID-19: possibilities and challenges.
      ,
      • Piechotta V.
      • Chai K.L.
      • Valk S.J.
      • Doree C.
      • Monsef I.
      • Wood E.M.
      • et al.
      Convalescent plasma or hyperimmune immunoglobulin for people with COVID-19: a living systematic review.
      ). The transfusion of convalescent blood products (CBPs) is a type of passive antibody therapy that has been used among patients since the time of the Spanish flu (1917–1918) (
      • Bloch E.M.
      • Shoham S.
      • Casadevall A.
      • Sachais B.S.
      • Shaz B.
      • Winters J.L.
      • et al.
      Deployment of convalescent plasma for the prevention and treatment of COVID-19.
      ). Antibody-rich CBPs represent the only treatment that can be applied immediately among patients with infections of viral etiology, allowing them to obtain antibodies and generate passive immunity. The antibodies from CBPs can bind to the virus directly and neutralize it. At the same time, the antibodies can also clear the virus through opsonization or antibody-dependent cell-mediated cytotoxicity (ADCC).
      Recently, several observational studies have suggested that CP could decrease the risk of mortality among patients with COVID-19 (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ). However, this clinical benefit was not found in a randomized controlled trial (RCT) (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ). Many previous studies have tested the safety and clinical treatment effect of CP among patients with other viral diseases, such as severe acute respiratory syndrome (SARS), influenza, and Ebola hemorrhagic fever (EBHF) (
      INSIGHT FLU005: An anti-influenza virus hyperimmune intravenous immunoglobulin pilot study.
      ).
      Due to the urgency of the epidemic, people urgently want to know whether CBPs are effective for patients with severe acute respiratory infections (SARI) of viral etiology, especially for patients with COVID-19. However, in order to develop suggestions for doctors regarding the transfusion of CBPs in patients with COVID-19, there is a need to collect and pool the results of eligible studies comprehensively. Therefore, a series of systematic reviews was performed. There is currently little direct evidence to assess the efficacy and safety of CBPs among patients with COVID-19. As the route of disease transmission and clinical features are similar in COVID-19, SARS, Middle East respiratory syndrome (MERS), and influenza, related eligible studies on these SARI were comprehensively included to provide new evidence for the clinical treatment of COVID-19 patients.

      Methods

      This study is reported in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, developed by the Equator Network (Supplementary Material File S1). This work was registered in the International Prospective Register of Systematic Reviews (CRD42020172940). Ethical approval was not required.

      Search strategy

      A systematic search for relevant studies published between January 1, 1918 and September 14, 2020 was performed in the MEDLINE, Embase, Cochrane Library, Web of Science, ClinicalTrials.gov, and medRxiv databases. The search strategy combined concepts related to respiratory diseases of viral etiology (i.e., MERS coronavirus (MERS-CoV), SARS coronavirus (SARS-CoV), and SARS-CoV-2, influenza, human) and CBPs (i.e., CP, convalescent serum, convalescent blood, and immunization, passive) (Supplementary Material File S2). No filter was applied for the type of study or language.

      Eligibility criteria

      The inclusion criteria were as follows: (1) RCTs or observational studies; (2) patients of any age and sex who had a laboratory-confirmed or clinically suspected SARI (the definitions of influenza-like illness and severe acute respiratory infection issued by the World Health Organization (WHO) (
      • Fitzner J.
      • Qasmieh S.
      • Mounts A.W.
      • Alexander B.
      • Besselaar T.
      • Briand S.
      • et al.
      Revision of clinical case definitions: influenza-like illness and severe acute respiratory infection.
      ); (3) intravenous CP or convalescent serum or convalescent blood or hyperimmune intravenous immunoglobulin (H-IVIG) or a mixture was used in the intervention group; (4) a control group was included, with placebo, no treatment, other treatment, or later initiation of CBPs applied; (5) the donors had to have been diagnosed previously with the corresponding disease.

      Study selection

      First, the search results were manually screened by two authors (SS, YSW) independently to identify eligible studies for further analysis. The citations of each included study were also reviewed carefully. Any disagreement was resolved by discussion with a third author (ZHT).

      Data extraction and quality assessment

      The data extraction was performed by two authors using a double-entry procedure (SS, HYJK). In addition, the results of the data extraction were verified by a third author (YSW). The following data were extracted: author, publication year, country, the number of centers, study method, viral etiology, diagnostic criteria, type of CBP, treatment strategy with CBP, transfusion-related adverse events, number of patients in each group, quality score, outcome data, and treatment strategy in the intervention and control groups. The risk of bias in eligible RCTs was examined using the Cochrane Collaboration risk of bias tool (
      • Higgins J.P.
      • Altman D.G.
      • Gøtzsche P.C.
      • Jüni P.
      • Moher D.
      • Oxman A.D.
      • et al.
      The Cochrane Collaboration’s tool for assessing risk of bias in randomised trials.
      ,

      Cochrane training chapter 8: assessing risk of bias in a randomized trial | Cochrane Training. https://training.cochrane.org/handbook/current/chapter-08. (Accessed 17 September 2020).

      ). The quality of observational studies was assessed using the Newcastle–Ottawa Scale (NOS) (range 0 − 9 stars) ().

      Outcomes

      The primary outcome was all-cause mortality. Secondary outcomes included the timing of initiation of CBPs (earlier versus later), adverse events, length of intensive care unit (ICU) stay, length of hospital stay, and days on mechanical ventilation (MV).

      Statistical synthesis and analysis

      Continuous variables were recorded as the mean ± standard deviation (SD). Values for categorical variables were recorded as the odds ratio (OR) with 95% confidence interval (CI). The meta-analyses were performed using random-effects models. A two-tailed p-value of less than 0.05 was considered statistically significant for all results. A correction factor (1.0) was applied to zero-event trials to enforce the effect of the OR (
      • Sweeting M.J.
      • Sutton A.J.
      • Lambert P.C.
      What to add to nothing? Use and avoidance of continuity corrections in meta-analysis of sparse data.
      ). The I2 derived from Chi-square tests was applied to assess the heterogeneity between trials, with a value of >50% regarded as indicating high heterogeneity. Univariate meta-regression using a random-effects model analysis was used to reveal the potential sources of heterogeneity. The publication bias for the outcome, in analyses that included more than five studies, was judged by funnel plot and Egger’s test (
      • Song F.
      • Gilbody S.
      Bias in meta-analysis detected by a simple, graphical test. Increase in studies of publication bias coincided with increasing use of meta-analysis.
      ). The quality of evidence for the outcomes was further assessed according to the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) framework. A trial sequential analysis (TSA) was also performed, in which it was chosen to calculate the required information size by using an 18% relative risk reduction (RRR) for falls (calculated from the eight RCTs (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      )). The control group rate was assumed to be 10.3%. The TSA was performed with a two-sided alpha of 0.05 and a beta of 0.20 (power 80%) to limit type I errors and type II errors. The statistical analyses were completed using Review Manager version 5.3, Stata version 15.1, GRADE Profiler version 3.6, and TSA 0.9.5.10 Beta.

      Subgroup and sensitivity analysis

      The following variables were selected before the subgroup analysis was undertaken to explore the potential sources of heterogeneity: the type of CBP, the different types of viral disease, and the study quality score. A test of interaction was performed to judge the differences in treatment effect across these subgroups (
      • Sun X.
      • Ioannidis J.P.
      • Agoritsas T.
      • et al.
      How to use a subgroup analysis: users’ guide to the medical literature.
      ,
      • Lee C.K.
      • Man J.
      • Lord S.
      • Cooper W.
      • Links M.
      • Gebski V.
      • et al.
      Clinical and molecular characteristics associated with survival among patients treated with checkpoint inhibitors for advanced non-small cell lung carcinoma: a systematic review and meta-analysis.
      ,
      • Udell J.A.
      • Zawi R.
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      • Keshtkar-Jahromi M.
      • Gaughran F.
      • Phrommintikul A.
      • et al.
      Association between influenza vaccination and cardiovascular outcomes in high-risk patients: a meta-analysis.
      ). When I2 ≥50%, sensitivity analyses were performed by sequentially removing one study at a time to identify the studies that influenced the results significantly.

      Results

      Study selection and characteristics

      A flow chart of the literature search and selection process is shown in Figure 1. The Insight Flu 005 trial was not included in the present exploratory meta-analysis due to the lack of sufficient data for the outcomes that were required (
      INSIGHT FLU005: An anti-influenza virus hyperimmune intravenous immunoglobulin pilot study.
      ).
      Figure 1
      Figure 1Flow chart of the search and study selection process.

      Characteristics of eligible studies

      The characteristics of the included studies are shown in Table 1. The viral diseases that were studied included Spanish influenza A(H1N1) (
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sanborn George P.
      The use of the serum of convalescents in the treatment of influenza pneumonia: a summary of the results in a series of one hundred and one cases.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ), SARS (
      • Cheng Y.
      • Wong R.
      • Soo Y.O.
      • Wong W.S.
      • Lee C.K.
      • Ng M.H.
      • et al.
      Use of convalescent plasma therapy in SARS patients in Hong Kong.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ), EBHF (
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      ), influenza A (H1NI) pdm09 (
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ), avian influenza A(H5N1) (
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ), multiple viral etiologies (
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ) (e.g., patients with influenza A(H1N1) and patients with influenza A(H3N2) at the same time (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      )), and COVID-19 (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ). The median age of the patients in all studies was 53.0 years (interquartile range (IQR) 44.3–60.2 years) (
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      ,
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ) (Table 2a, Table 2b) .
      Table 1Characteristics of the included studies.
      Source

      Year
      CountryCenter(s)MethodViral etiologyDiagnostic criteriaType of CBPTreatment strategySample size I/CIntervention groupControl groupTransfusion-related adverse eventsQuality score
      Beigel

      2017
      USA29 ICUsRCTInfluenza A(H1N1), A(H3N2), or B virusRapid antigen or PCRPlasmaIV; two units of ABO-compatible plasma (volume range 225–350 ml/unit or 8 ml/kg pediatric equivalent) on study day 0 (HI titer of at least 1:40)42/45Anti-influenza plasma plus standard care (included a NAI)Standard care alone (included a NAI)ARDS, stroke, hyperglycemia, increased AST, diarrhea, anemia, and feverHigh risk of bias
      Beigel

      2019
      USA41 ICUsRCTInfluenza A(H1N1), A(H3N2) virusRapid antigen or PCRPlasmaIV; infusion rate ≤500 ml/h; pediatric patients weighing <30 kg received 8 ml/kg plasma in one infusion, and those weighing ≥30 kg received two infusions of 4 ml/kg91/47High-titer anti-influenza plasma (antibody titer ≥1:80) plus standard care (a licensed anti-influenza antiviral drug)Low-titer anti-influenza plasma (antibody titer ≤1:10) plus standard care (a licensed anti-influenza antiviral drug)ARDS, allergic transfusion reactions, anemia, and respiratory distressUnclear risk of bias
      Davey

      2019
      USA34 ICUsRCTInfluenza A (i.e., A(H1N1) pdm09, A(H3N2)) or B virusNucleic acid testing or by rapid antigen testH-IVIGIV; 500 ml; one dose of 0.4 g/kg of H-IVIG was given after randomization over a period of approximately 2 h156/152Received 500 ml H-IVIG and standard care (95% patients received oseltamivir)Received 500 ml saline and standard care (95% patients received oseltamivir)Adverse events always found in respiratory system and mediastinumHigh risk of bias
      Insight Flu 005

      2015
      USA8 ICUsRCTInfluenza A or BRT-PCR or rapid antigen testing of upper respiratory tract specimensH-IVIGIV; 500 ml; one dose of 0.25 g/kg of H-IVIG16/15Received 500 ml H-IVIG and standard careReceived 500 ml placebo and standard careOne patient had elevated bilirubin level, elevated platelet count, and renal failure; the other two experienced hyperkalemia and worsened dysthymic disorder, respectivelyUnclear risk of bias
      Li

      2020
      China7 ICUsRCTSARS-CoV-2RT-PCRPlasmaIV; approximately 4–13 ml/kg of recipient body weight; plasma units with an S-RBD-specific IgG titer of ≥1:640; the median plasma infusion volume was 200 ml (IQR 200–300 ml), and 96% of patients received a single dose of plasma infusion51/50CP plus standard care (antiviral drug, antibacterial drug, steroids, human Ig, Chinese herbal medicines)Standard care alone (antiviral drug, antibacterial drug, steroids, human Ig, Chinese herbal medicines)One patient in the severe COVID-19 group had chills and rashes within 2 h of transfusion; the other one in the life-threatening group presented with shortness of breath, cyanosis, and severe dyspnea within 6 h of transfusionHigh risk of bias
      Hung

      2013
      China (Hong Kong)5 ICUsRCTInfluenza A(H1N1) pdm09 virusRT-PCRH-IVIGIV; one dose of 0.4 g/kg of H-IVIG17/17Received 0.4 g/kg H-IVIG (NAT >1:40) plus oseltamivirReceived 0.4 g/kg normal IV Ig (NAT <1:10) plus oseltamivirNoneHigh risk of bias
      12/5Received 0.4 g/kg H-IVIG within 5 days of symptom onsetReceived 0.4 g/kg H-IVIG after 5 days of symptom onset
      Gharbharan

      2020 (medRxiv)
      Holland14 ICUsRCTSARS-CoV-2RT-PCRPlasmaIV; 300 ml of plasma with anti-SARS-CoV-2 NAT of ≥1:8043/43CP plus standard care (e.g. chloroquine, azithromycin, LPV/r, tocilizumab, anakinra)Standard care alone (e.g. chloroquine, azithromycin, LPV/r, tocilizumab, anakinra)NoneHigh risk of bias
      Avendaño-Solà

      2020 (medRxiv)
      Spain14 ICUsRCTSARS-CoV-2RT-PCRPlasmaIV; received one dose (250–300 ml) of plasma from donors with IgG anti-SARS-CoV-238/43CP plus standard care (e.g. chloroquine, azithromycin, LPV/r, tocilizumab, anakinra)Standard care alone (e.g. chloroquine, azithromycin, LPV/r, tocilizumab, anakinra)Sixteen serious or grade 3–4 adverse events were reported in 13 patients, 6 in the intervention group and 7 in the control groupHigh risk of bias
      Agarwal

      2020 (medRxiv)
      India39 ICUsRCTSARS-CoV-2RT-PCRPlasmaIV; two doses of 200 ml CP was transfused 24 h apart in the intervention arm235/229CP plus standard care (including antiviral drug, broad-spectrum antibiotics, immuno-modulators and supportive management)Standard care alone (including antiviral drug, broad-spectrum antibiotics, immuno-modulators and supportive management)Chills, nausea, bradycardia, dizziness, fever, tachycardia, dyspnea, and intravenous catheter blockageHigh risk of bias
      Hung IF

      2010
      China (Hong Kong)7 ICUsOSInfluenza A(H1N1) pdm09 virusRT-PCRPlasmaIV; infused 500 ml of CP with NAT of >1:160 or >1:32020/73Received CP plus standard care alone (including antiviral drug, stress steroid treatment)Standard care alone (included antiviral drug, stress steroid treatment)None6
      Soo

      2004
      China (Hong Kong)1 ICUOSSARS-CoVCDC case definitionPlasmaIV; CP 200–400 ml at 11–42 days after onset19/21Received CP (including antiviral drug, stress steroid treatment)Standard care alone (included antiviral drug, stress steroid treatment)None7
      Zhou XZ

      2003
      China1 ICUOSSARS-CoVDiagnostic standard for SARS issued by the Ministry of HealthPlasmaIV; CP 1 × 50 ml (single dose) at 17 days after onset1/28Received CP plus standard care (antibiotic treatment, glucocorticoid, and oxygen support)Standard care alone (antibiotic treatment, glucocorticoid, and oxygen support)NA5
      Griensven

      2016
      Belgium1 ETUOSEbola virusRT-PCRPlasmaIV; received two consecutive transfusions of 200–250 ml of ABO-compatible CP84/418Anti-influenza plasma plus standard careStandard care aloneTemporary increase, itching or skin rash, nausea, reaction requiring reduction in infusion rate7
      Kahn

      1919
      USA1 ICUOSSpanish influenza A(H1N1) virusPoor prognosisCBPs (serum, plasma, and full blood)IV; convalescent serum 100 ml (1–3 injections given)25/18CBPs plus standard careStandard care aloneNA5
      Chan

      2010
      China (Hong Kong)3 ICUsOSInfluenza A(H1N1) pdm09 virusRT-PCRPlasmaIV; CP 500 ml3/4CP plus standard careStandard care aloneNA5
      Yu

      2008
      ChinaCase reports from 12 provincesOSAvian influenza A(H5N1) virusVirus isolation and RT-PCRPlasmaIV; CP 1 or 3 × 200 ml (last 2 days)2/24CP plus standard care (antibiotic treatment, glucocorticoid, and oxygen support)Standard care alone (antibiotic treatment, glucocorticoid, and oxygen support)NA5
      O’Malley1

      919
      USA1 ICUOSSpanish influenza A(H1N1) virusClinical diagnosisPlasmaIV; CP average 125 ml; 1–4 doses every 12 h46/111CP plus standard careStandard care alone75% of treated patients experienced chills with a temporary increase4
      Stoll

      1919
      USA1 ICUOSSpanish influenza A(H1N1) virusClinical diagnosisSerum, plasma, or bloodIV; convalescent serum, 100–150 ml; convalescent blood, 300–400 ml; 1–6 doses56/379CBPs plus standard careStandard care alone16% of treated patients had chills, shakes, and temporary increase; transfusion reaction may have hastened death in 4 seriously ill patients5
      31/25Treated within 48 h after the development of the pneumoniaTreated at >48 h after the development of the pneumonia
      Gould

      1918
      USA1 ICUOSSpanish influenza A(H1N1) virusClinical diagnosisSerumIV; convalescent serum 100 ml; 1–3 doses every 24 h30/290Convalescent serum plus standard careStandard care aloneNA5
      Ross

      1919
      USA1 ICUOSSpanish influenza A(H1N1) virusClinical diagnosisBloodIV; convalescent blood 250–500 ml; 1–3 doses every 12–24 h28/21Convalescent blood plus standard care (e.g. sodium salicylate)Standard care alone (e.g. sodium salicylate)Slight chills followed by profuse perspiration and drop in temperature; a feeling of constriction in the chest and slight respiratory distress occurred5
      21/7Transfusion within 7 days of symptom onsetTransfusion after 7 days of symptom onset
      Sanborn

      1920
      USANAOSSpanish influenza A(H1N1) virusClinical diagnosisSerumIV; convalescent serum 100 ml for adults, 50 ml for children (8–24-h intervals); 1–6 doses every 24 h55/46Received convalescent serum within the second day of pneumonia onsetReceived convalescent serum after the second day of pneumonia onset10% of the treated patients experienced a mild chill reaction5
      Maclachlan

      1918
      USA1 ICUOSSpanish influenza A(H1N1) virusClinical diagnosisBloodIV; convalescent blood 75–100 ml; 1–4 doses40/7Received convalescent blood within 2.5 days of pneumonia onsetReceived convalescent blood after 2.5 days of pneumonia onsetSome treated patients developed a chill reaction with a body temporary increase5
      Cheng2005China (Hong Kong)1 ICUOSSARS-CoVCDC case definition and serologyPlasmaIV; 200–400 ml (4–5 ml/kg)48/32Received CP before day 14 of illness onsetReceived CP after day 14 of illness onsetNone7
      McGuire and Redden

      1919
      United Kingdom1 ICUOSSpanish influenza A(H1N1) virusClinical diagnosisSerumIV; 100–250 ml; 1–7 doses every 8–16 h151/400Convalescent serum plus standard careStandard care aloneExperienced chills and temporary increase; jaundice and phlebitis5
      Duan

      2020
      China1 ICUOSSARS-CoV-2RT-PCRPlasmaIV; 200 ml; one dose of inactivated plasma with neutralization activity of >1:640 within 4 h10/10CP plus standard care (antibiotic treatment, antifungal treatment, glucocorticoid, and oxygen support)Standard care alone (antibiotic treatment, antifungal treatment, glucocorticoid, and oxygen support)Just one patient showed an evanescent facial red spot7
      Sahra2016Sierra Leone (Freetown)2 ICUsOSEbola virusRT-PCRBloodIV; 450 ml of ABO-compatible blood; transfusion over a period of 1–4 h43/25Convalescent blood plus standard care (multivitamins, antipyretics, analgesics, antibiotics, anthelmintics, and antimalarial drugs)Standard care alone (multivitamins, antipyretics, analgesics, antibiotics, anthelmintics, and antimalarial drugs)None7
      Abolghasemi

      2020
      Iran6 ICUsOSSARS-CoV-2RT-PCRPlasmaIV; 500 ml was infused within 4 h115/74CP plus standard care (antiviral drug)Standard care alone (antiviral drug)Only one patient had transient mild fever and chills after transfusion7
      Zeng

      2020
      China2 ICUsOSSARS-CoV-2RT-PCRPlasmaIV; median volume 300 ml6/15CP plus standard care (antiviral drug, antibacterial drug, steroids, human Ig, Chinese herbal medicines)Standard care alone (antiviral drug, antibacterial drug, steroids, human Ig, Chinese herbal medicines)None8
      ARDS, acute respiratory distress syndrome; AST, aspartate aminotransferase; C, control; CBP, convalescent blood product; CDC, US Centers for Disease Control and Prevention; COVID-19, coronavirus disease 2019; CP, convalescent plasma; ETU, Ebola treatment unit; HI, hemagglutination inhibition; H-IVIG, hyperimmune intravenous immunoglobulin; I, intervention; ICU, intensive care unit; Ig, immunoglobulin; IQR, interquartile range; IV, intravenous; LPV/r, lopinavir/ritonavir; NA not available; NAI, neuraminidase inhibitor; NAT, neutralizing antibody titer; OS, observational study; RCT, randomized controlled trial; SARS, severe acute respiratory syndrome; SARS-CoV, severe acute respiratory syndrome coronavirus; SARS-CoV-2, severe acute respiratory syndrome coronavirus 2; S-RBD, USA, .
      Table 2aCharacteristics of patients at inclusion.
      Source/yearMale (%)Mean age (years)Mean APACHE II scoreSample sizePositive pregnancy status (%)Participants <18 years old (%)Hypertension (%)COPD (%)Diabetes (%)Coronary artery disease (%)Mean days of influenza illness before admission
      Beigel/201748531398411.2502415134
      Beigel/201951.459.71380.79.43
      Hung/201355.94912.5340029.42.923.52.9
      Hung IF/201068.852.712.893009.63.1
      Soo/200443.53400010
      Zhou XZ/200337.92900
      Griensven/201648.628.175021.5917.72
      Only participants under the age of 14 years were covered.
      Kahn/19194300
      Chan/201028.642177002914145
      Yu/200842.329267.623
      O’Malley/1919157
      Stoll/1919435
      Gould/1918320
      Ross/19194906.123.6
      Sanborn/ 19201018.91
      Maclachlan/ 191847
      Cheng/200546.34580
      McGuire and Redden/1919551
      Davey/20194557308003.5
      Duan/20206052.752000
      Insight Flu 005/201538.7533100≤6
      Li/202058.369.51030054.420.425.211
      Sahra/201646.430.369020.31.8
      Abolghasemi/202055.055.36189021.722.8
      Zeng/202076.269.7210019.028.64.8
      Gharbharan/2020 (medRxiv)72.162860025.624.423.310
      Avendaño-Solà/2020 (medRxiv)54.360.8810039.512.321.018.55.2
      Agarwal/2020 (medRxiv)51.276.34640037.33.243.16.94.7
      APACHE, Acute Physiology and Chronic Health Evaluation score; COPD, chronic obstructive pulmonary disease; ‘-’, not available.
      a Only participants under the age of 14 years were covered.
      Table 2bCharacteristics of patients at inclusion.
      Source/yearARDS (%)ECMO (%)MV (%)Mean WBC count (×109/l)
      Beigel/20173843
      Beigel/2019130.7228.2
      Hung/201394.1
      Hung IF/201055.912.993.5
      Soo/2004
      Zhou XZ/2003
      Griensven/2016
      Kahn/1919
      Chan/2010100
      Yu/200880.84.3
      O’Malley/1919
      Stoll/1919
      Gould/1918
      Ross/19194.93
      Sanborn/ 1920
      Maclachlan/ 1918
      Cheng/2005
      McGuire and Redden/1919
      Davey/2019
      Duan/2020
      Insight Flu 005/2015
      Li/20207.38
      Sahra/2016
      Abolghasemi/20207.67
      Zeng/202076.285.76.69
      Gharbharan/2020 (medRxiv)36.0
      Avendaño-Solà/2020 (medRxiv)00
      Agarwal/2020 (medRxiv)08.71
      ARDS, acute respiratory distress syndrome; ECMO, extracorporeal membrane oxygenation; MV, mechanical ventilation; WBC, white blood cell; ‘-’, not available.

      Risk of bias and quality assessment

      In terms of the risk of bias of the nine RCTs included, seven RCTs were categorized as having a high risk of bias (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ) and the other two as having an unclear risk of bias (
      INSIGHT FLU005: An anti-influenza virus hyperimmune intravenous immunoglobulin pilot study.
      ,
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ) (Supplementary Material File S3 and File S4). More details are shown in Table 3. The quality of the 19 observational studies was assessed according to the NOS. Seven studies (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Cheng Y.
      • Wong R.
      • Soo Y.O.
      • Wong W.S.
      • Lee C.K.
      • Ng M.H.
      • et al.
      Use of convalescent plasma therapy in SARS patients in Hong Kong.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ) were classified as high quality and 12 studies (
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sanborn George P.
      The use of the serum of convalescents in the treatment of influenza pneumonia: a summary of the results in a series of one hundred and one cases.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ,
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ) were classified as moderate quality (Supplementary Material File S5).
      Table 3Assessment of study quality (RCTs).
      SourceRandom sequence generationAllocation concealmentBlinding of participants and personnelBlinding of outcome assessmentIncomplete outcome dataSelective reportingOther bias
      Beigel/2017LowLowHigh
      Study used an unblinded design.
      LowLowLowHigh
      The losses to follow-up appeared to be higher in the control group compared to the intervention group, although the authors did not think it would affect the outcomes.
      Beigel/2019LowLowLowLowLowLowUnclear
      Insufficient information to judge.
      Davey/2019LowLowLowLowHigh
      Seventeen patients from one site were excluded as their eligibility could not be confirmed. According to the sensitivity analyses, their exclusion had little impact on estimated odds ratios for the primary endpoint.
      LowHigh
      The subgroup with influenza B only included 27% of all participants in the trial (84 patients).
      Hung/2013LowLowLowLowLowLowHigh
      The sample size was small (34 patients).
      Insight Flu 005/2015Unclear
      Insufficient information to judge.
      LowLowUnclear
      Insufficient information to judge.
      LowLowUnclear
      Insufficient information to judge.
      Li/2020LowLowHigh
      Study used an unblinded design.
      LowHigh
      Missing data for secondary outcomes and adverse events were not imputed.
      LowUnclear
      Insufficient information to judge.
      Gharbharan/2020 (medRxiv)LowLowUnclear
      Insufficient information to judge.
      LowLowLowHigh
      The study was stopped prematurely.
      Avendaño-Solà/2020 (medRxiv)LowLowHigh
      Study used an unblinded design.
      LowLowLowHigh
      The study was stopped prematurely.
      Agarwal/2020 (medRxiv)LowLowLowLowLowLowHigh
      The antibody titers in convalescent plasma could not be measured before transfusion.
      a Study used an unblinded design.
      b The losses to follow-up appeared to be higher in the control group compared to the intervention group, although the authors did not think it would affect the outcomes.
      c Insufficient information to judge.
      d Seventeen patients from one site were excluded as their eligibility could not be confirmed. According to the sensitivity analyses, their exclusion had little impact on estimated odds ratios for the primary endpoint.
      e The subgroup with influenza B only included 27% of all participants in the trial (84 patients).
      f The sample size was small (34 patients).
      h Missing data for secondary outcomes and adverse events were not imputed.
      i The study was stopped prematurely.
      j The antibody titers in convalescent plasma could not be measured before transfusion.

      Definition of ‘earlier’ versus ‘later’

      Six studies compared ‘earlier’ treatment with ‘later’ treatment in SARI patients (
      • Cheng Y.
      • Wong R.
      • Soo Y.O.
      • Wong W.S.
      • Lee C.K.
      • Ng M.H.
      • et al.
      Use of convalescent plasma therapy in SARS patients in Hong Kong.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Maclachlan W.W.G.
      • Fetter W.J.
      Citrated blood in treatment of the pneumonia following influenza: results of the use of blood from convalescent influenza patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sanborn George P.
      The use of the serum of convalescents in the treatment of influenza pneumonia: a summary of the results in a series of one hundred and one cases.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ). All of them used a time-point to define ‘earlier’ and ‘later,’ but the specific time-point cut-offs were not the same among the studies. Specifically, the median time-point of ‘earlier’ treatments when patients received CBPs after symptom onset was 3.8 days (IQR 2.1–6.5 days) (
      • Cheng Y.
      • Wong R.
      • Soo Y.O.
      • Wong W.S.
      • Lee C.K.
      • Ng M.H.
      • et al.
      Use of convalescent plasma therapy in SARS patients in Hong Kong.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Maclachlan W.W.G.
      • Fetter W.J.
      Citrated blood in treatment of the pneumonia following influenza: results of the use of blood from convalescent influenza patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sanborn George P.
      The use of the serum of convalescents in the treatment of influenza pneumonia: a summary of the results in a series of one hundred and one cases.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ). As a result, earlier treatment was defined as receiving CBPs within 4 days of illness onset and later treatment was defined as receiving CBPs at ≥4 days following illness onset.

      Definition of ‘high dose of CBPs’ versus ‘low dose of CBPs’

      Two studies provided the mean total volume of CBP transfusion (125 ml (
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ) and 400 ml (
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      )). The other six studies described the protocol of CBP transfusion clearly in the methods section (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ,
      • Gharbharan Arvind
      • Jordans Carlijn C.E.
      • GeurtsvanKessel Corine
      • den Hollander Jan G.
      • Karim Faiz
      • Mollema Femke P.N.
      • et al.
      Convalescent plasma for COVID-19. A randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      ). The median volume of CBP was 400 ml (IQR 200–500 ml). A low dose was defined as a total volume of less than 200 ml, because one unit of CBP was almost 200 ml. Greater volumes were considered a high dose.

      Synthesis of results

      Primary outcome

      The pooled data extracted from the RCTs revealed that there was no significant reduction in all-cause mortality in the intervention group when compared with the control group (OR 0.82, 95% CI 0.57–1.19; p = 0.30; I2 = 0%) (Figure 2A ) (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      ). After the eight studies were divided into COVID-19 and influenza subgroups, CBPs did not significantly reduce all-cause mortality either in patients with COVID-19 (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      ) (OR 0.72, 95% CI 0.41–1.25; p = 0.25; I2 = 25%) or in those with influenza (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ) (OR 0.87, 95% CI 0.42–1.80; p = 0.71; I2 = 0%) when compared to the control group (Supplementary Material File S6). However, the data on all-cause mortality extracted from the observational studies revealed a significant decrease in mortality in the intervention group when compared with the control group (OR 0.36, 95% CI 0.23–0.56; p < 0.00001; I2 = 52%) (Figure 2B) (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ).
      Figure 2
      Figure 2Primary outcome: all-cause mortality. (A) All-cause mortality in RCTs. (B) All-cause mortality in observational studies.
      A sensitivity analysis was then performed by sequentially omitting each trial. After excluding the trial of McGuire et al. (
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenza pneumonia by the use of convalescent human serum: preliminary report.
      ), the results revealed that the heterogeneity decreased from 52% to 14% (OR 0.48, 95% CI 0.35–0.66; p < 0.00001; I2 = 14%) (Supplementary Material File S7). This may be because the patients in the intervention group and the patients in the control group did not come from the same time period, although they all came from the same hospital. As a result, it was best to exclude this trial to ensure the robustness of the outcome of all-cause mortality (Table 4).
      Table 4Outcomes or subgroup analysis of included studies [Au?19].
      Outcomes or subgroup analysis or sensitivity analysisStudiesStudy reference numbersPatientsOR/MD (95% CI)I2p-Value
      Primary outcomes
      All-cause mortality in RCTs8(
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Gharbharan Arvind
      • Jordans Carlijn C.E.
      • GeurtsvanKessel Corine
      • den Hollander Jan G.
      • Karim Faiz
      • Mollema Femke P.N.
      • et al.
      Convalescent plasma for COVID-19. A randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      )
      13010.82 (0.57, 1.19)0%0.30
      All-cause mortality in observational studies16(
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenza pneumonia by the use of convalescent human serum: preliminary report.
      ,
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      ,
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      )
      25600.36 (0.23, 0.56)52%<0.00001
      Secondary outcomes
      Earlier versus later6(
      • Cheng Y.
      • Wong R.
      • Soo Y.O.
      • Wong W.S.
      • Lee C.K.
      • Ng M.H.
      • et al.
      Use of convalescent plasma therapy in SARS patients in Hong Kong.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Maclachlan W.W.G.
      • Fetter W.J.
      Citrated blood in treatment of the pneumonia following influenza: results of the use of blood from convalescent influenza patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sanborn George P.
      The use of the serum of convalescents in the treatment of influenza pneumonia: a summary of the results in a series of one hundred and one cases.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      )
      3310.18 (0.08, 0.40)39%<0.0001
      Adverse events7(
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Gharbharan Arvind
      • Jordans Carlijn C.E.
      • GeurtsvanKessel Corine
      • den Hollander Jan G.
      • Karim Faiz
      • Mollema Femke P.N.
      • et al.
      Convalescent plasma for COVID-19. A randomized clinical trial.
      )
      8500.88 (0.60, 1.29)0%0.51
      Length of ICU stay4(
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      )
      7230.35 (−0.70, 1.40)0%0.51
      Length of hospital stay3(
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      )
      259−1.52 (−3.53, 0.49)0%0.14
      Days on mechanical ventilation2(
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      )
      225−4.20 (−7.45, −0.94)19%0.01
      Subgroup analysis of all-cause mortality in RCTs
      COVID-194(
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Gharbharan Arvind
      • Jordans Carlijn C.E.
      • GeurtsvanKessel Corine
      • den Hollander Jan G.
      • Karim Faiz
      • Mollema Femke P.N.
      • et al.
      Convalescent plasma for COVID-19. A randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      )
      7340.72 (0.41, 1.25)25%0.25
      Influenza4(
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      )
      5680.87 (0.42, 1.80)0%0.71
      Subgroup analysis of all-cause mortality in observational studies
      Different types of viral etiologyCOVID-193(
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      )
      2110.48 (0.24, 0.96)0%0.31
      Values of the test of interaction between subgroups.
      Influenza A(H1N1) pdm092(
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      )
      1020.23 (0.08, 0.70)0%
      SARS2(
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      )
      730.97 (0.02, 57.63)79%
      Spanish influenza A(H1N1)6(
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenza pneumonia by the use of convalescent human serum: preliminary report.
      ,
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      )
      15550.28 (0.13, 0.63)72%
      EBHF2(
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      )
      5700.67 (0.42, 1.05)0%
      Avian influenza A(H5N1)1(
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      )
      280.19 (0.02, 2.50)
      Type of convalescent blood productsConvalescent plasma10(
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      ,
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      )
      10940.43 (0.25, 0.71)28%0.002
      Values of the test of interaction between subgroups.
      Convalescent serum2(
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenza pneumonia by the use of convalescent human serum: preliminary report.
      )
      8710.11 (0.05, 0.23)0%
      Convalescent whole blood2(
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      )
      1170.41 (0.18, 0.90)0%
      Mixture2(
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      )
      4780.66 (0.40, 1.11)0%
      The quality of studyModerate quality10(
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenza pneumonia by the use of convalescent human serum: preliminary report.
      ,
      • O’Malley John J.
      • Hartman Frank W.
      Treatment of influenzal pneumonia with plasma of convalescent patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ,
      • Yu H.
      • Gao Z.
      • Feng Z.
      • Shu Y.
      • Xiang N.
      • Zhou L.
      • et al.
      Clinical characteristics of 26 human cases of highly pathogenic avian influenza A (H5N1) virus infection in China.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      )
      17130.31 (0.16, 0.60)61%0.11
      Values of the test of interaction between subgroups.
      High quality6(
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • van Griensven J.
      • Edwards T.
      • de Lamballerie X.
      • Semple M.G.
      • Gallian P.
      • Baize S.
      • et al.
      Evaluation of convalescent plasma for Ebola Virus disease in Guinea.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      )
      8440.58 (0.40, 0.84)0%
      OR, odds ratio; MD, mean difference; CI, confidence interval; RCT, randomized controlled trial; ICU, intensive care unit; COVID-19, coronavirus disease 2019; SARS, severe acute respiratory syndrome; EBHF, Ebola hemorrhagic fever.
      a Values of the test of interaction between subgroups.
      Potential sources of heterogeneity were explored by subgroup analysis (Figure 3). The results of the subgroup analysis revealed that CP (OR 0.43, 95% CI 0.25–0.71; p = 0.001; I2 = 28%), convalescent serum (OR 0.11, 95% CI 0.05–0.23; p < 0.00001; I2 = 0%), and convalescent blood (OR 0.41, 95% CI 0.18–0.90; p = 0.03; I2 = 0%) could decrease all-cause mortality when compared with the control group. The interaction test showed that there might be differences between the subgroups of the various types of CBP compared with control group for this outcome (p = 0.002). The type of viral etiology and the quality of the study were not the source of heterogeneity (Supplementary Material File S8).
      Figure 3
      Figure 3Subgroup analysis of all-cause mortality according to the types of convalescent blood products.
      The meta-regression regarding all-cause mortality of observational studies observed that the treatment effect was not affected by the dose of CBP (high or low dose) (p = 0.697), publication year (p = 0.329), study sample size (p = 0.945), race (p = 0.896), mean age (p = 0.324), proportion of males (%) (p = 0.117), proportion of pregnant women (%) (p = 0.866), or the proportion of patients under 18 years old (%) (p = 0.535). The funnel plot for RCTs, which compared the CBPs with placebo (or no treatment), showed an absence near the bottom right, but the Egger linear regression test did not show any evidence of potential publication bias (p = 0.077) (Figure 4A ). The same situation was found for the results of all-cause mortality in the observational studies, and the Egger linear regression test did not find any evidence of substantial publication bias (p = 0.195) (Figure 4B).
      Figure 4
      Figure 4Funnel plots for all-cause mortality in RCTs and observational studies: (A) funnel plot for all-cause mortality in RCTs; (B) funnel plot for all-cause mortality in observational studies.

      Secondary outcomes

      In terms of the optimal timing of initiation of CBPs, the pooled results revealed that there might be an improvement in the ‘earlier’ group when compared with the ‘later’ group (OR 0.18, 95% CI 0.08–0.40; p < 0.0001; I2 = 39%) (Figure 5) (
      • Cheng Y.
      • Wong R.
      • Soo Y.O.
      • Wong W.S.
      • Lee C.K.
      • Ng M.H.
      • et al.
      Use of convalescent plasma therapy in SARS patients in Hong Kong.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Maclachlan W.W.G.
      • Fetter W.J.
      Citrated blood in treatment of the pneumonia following influenza: results of the use of blood from convalescent influenza patients.
      ,
      • Ross C.W.
      • Hund Erwin J.
      Treatment of the pneumonic disturbance complicating influenza: the transfusion of citrated immune blood.
      ,
      • Sanborn George P.
      The use of the serum of convalescents in the treatment of influenza pneumonia: a summary of the results in a series of one hundred and one cases.
      ,
      • Stoll Henry F.
      Value of convalescent blood and serum in treatment of influenzal pneumonia.
      ).
      Figure 5
      Figure 5Secondary outcome: the timing of initiation of convalescent blood products—earlier versus later.
      The pooled analysis revealed no significant difference between the groups in the length of ICU stay (mean difference (MD) 0.35, 95% CI − 0.70 to 1.40; p = 0.51; I2 = 0%) (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      ), length of hospital stay (MD − 1.52, 95% CI − 3.53 to 0.49; p = 0.14; I2 = 0%) (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ) (Supplementary Material File S9), or adverse events (OR 0.88, 95% CI 0.60–1.29; p = 0.51; I2 = 0%) (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ,
      • Hung I.F.N.
      • To K.K.W.
      • Lee C.K.
      • Lee K.L.
      • Yan W.W.
      • Chan K.
      • et al.
      Hyperimmune IV immunoglobulin treatment: a multicenter double-blind randomized controlled trial for patients with severe 2009 influenza A(H1N1) infection.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Gharbharan Arvind
      • Jordans Carlijn C.E.
      • GeurtsvanKessel Corine
      • den Hollander Jan G.
      • Karim Faiz
      • Mollema Femke P.N.
      • et al.
      Convalescent plasma for COVID-19. A randomized clinical trial.
      ) (Figure 6). However, there was a significant improvement in the intervention group versus the control group regarding days on MV (MD − 4.20, 95% CI − 7.45 to −0.94; p = 0.01; I2 = 19%) (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ) (Supplementary Material File S9C) (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ).
      Visual inspection indicated symmetry in the funnel plots of the secondary outcomes of the optimal timing of initiation of CBPs and adverse events, and the p-value of Egger linear regression was 0.768 and 0.679, respectively (Supplementary Material File S10).

      Quality of the evidence in this meta-analysis

      The quality of the evidence for the five outcomes ranged from very low to moderate. The quality of the evidence for all-cause mortality in RCTs was assessed as low (Table 5). Furthermore, the quality of evidence for all-cause mortality in the observational studies was assessed as very low (Table 5). Details for the secondary outcomes can be found in Supplementary Material File S11.
      Table 5Quality of evidence for primary outcomes by GRADE system.
      Mortality following treatment with CBPs for severe acute respiratory infections of viral etiology
      Patient or population: patients with severe acute respiratory infections of viral etiology Intervention: Mortality following treatment with CBPs
      OutcomesIllustrative comparative risk
      The basis for the assumed risk (e.g., the median control group risk across studies) is provided in the footnotes below. The corresponding risk (and its 95% CI) is based on the assumed risk in the comparison group and the relative effect of the intervention (and its 95% CI).
      (95% CI)
      Relative effect (95% CI)Number of participants (studies)Quality of the evidence (GRADE)
      GRADE Working Group grades of evidence: ‘high quality’: further research is very unlikely to change our confidence in the estimate of effect; ‘moderate quality’: further research is likely to have an important impact on our confidence in the estimate of effect and may change the estimate; ‘low quality’: further research is very likely to have an important impact on our confidence in the estimate of effect and is likely to change the estimate; ‘very low quality’: we are very uncertain about the estimate.
      Comments
      Assumed riskCorresponding risk
      ControlMortality following treatment with CBPs
      Mortality following treatment with CBPs – RCTsStudy populationOR 0.82 (0.57–1.19)1301 (8 studies)⊕⊕⊝⊝ low
      Seven RCTs were categorized as having a high risk of bias. The other one was evaluated as having an unclear risk of bias, due to insufficient information to judge whether there was other bias in the RCT.
      Only 34 patients were included in the study of Hung et al., which was published in 2013, and only 21 patients were included in the study of Li et al., which was published in 2020.
      123 per 1000103 per 1000 (74–143)
      Moderate
      111 per 100087 per 1000 (54–146)
      Mortality following treatment with CBPs – observational studiesStudy populationOR 0.36 (0.23–0.56)2560 (16 studies)⊕⊝⊝⊝ very low
      The quality of 16 observational studies was assessed according to the Newcastle–Ottawa Scale; six studies were classified as high quality and 10 studies were classified as moderate quality.
      The experimental results were inconsistent.
      Half of the eligible studies included fewer than 50 participants.
      379 per 1000180 per 1000 (123–255)
      Moderate
      378 per 1000180 per 1000 (123–254)
      CBPs, convalescent blood products; CI, confidence interval; OR, odds ratio; RCT, randomized controlled trial.
      a The basis for the assumed risk (e.g., the median control group risk across studies) is provided in the footnotes below. The corresponding risk (and its 95% CI) is based on the assumed risk in the comparison group and the relative effect of the intervention (and its 95% CI).
      b GRADE Working Group grades of evidence: ‘high quality’: further research is very unlikely to change our confidence in the estimate of effect; ‘moderate quality’: further research is likely to have an important impact on our confidence in the estimate of effect and may change the estimate; ‘low quality’: further research is very likely to have an important impact on our confidence in the estimate of effect and is likely to change the estimate; ‘very low quality’: we are very uncertain about the estimate.
      c Seven RCTs were categorized as having a high risk of bias. The other one was evaluated as having an unclear risk of bias, due to insufficient information to judge whether there was other bias in the RCT.
      d Only 34 patients were included in the study of Hung et al., which was published in 2013, and only 21 patients were included in the study of Li et al., which was published in 2020.
      e The quality of 16 observational studies was assessed according to the Newcastle–Ottawa Scale; six studies were classified as high quality and 10 studies were classified as moderate quality.
      f The experimental results were inconsistent.
      g Half of the eligible studies included fewer than 50 participants.

      TSA for 28-day mortality

      A TSA was performed for all-cause mortality for the eight RCTs. The Z-curve of all-cause mortality between the intervention group and the control group did not cross the trial sequential monitoring boundary, the conventional boundary, or the line of estimated information size, revealing that the result may be a false-negative and that more RCTs are needed to prove it (Figure 7).
      Figure 7
      Figure 7Trial sequential analysis of all-cause mortality.

      Discussion

      Main findings

      In this meta-analysis, a reduction in all-cause mortality associated with CBPs was found for the observational studies but not for the RCTs. Moreover, the results indicate that earlier treatment, when compared with later treatment, might decrease the all-cause mortality of SARI patients. In terms of days on MV, the pooled results revealed that there might be an improvement for patients receiving CBPs when compared to those not receiving this treatment. The pooled estimates of eligible studies indicated that no significant difference could be found between the groups with regard to the length of ICU stay, length of hospital stay, or risk of adverse events.

      Discussion of the important differences in the results

      Compared with the previous meta-analyses (
      • Luke T.C.
      • Kilbane E.M.
      • Jackson J.L.
      • Hoffman S.L.
      Meta-analysis: convalescent blood products for Spanish influenza pneumonia: a future H5N1 treatment?.
      ,
      • Mair-Jenkins J.
      • Saavedra-Campos M.
      • Baillie J.K.
      • Cleary P.
      • Khaw F.M.
      • Lim W.S.
      • et al.
      The effectiveness of convalescent plasma and hyperimmune immunoglobulin for the treatment of severe acute respiratory infections of viral etiology: a systematic review and exploratory meta-analysis.
      ), we completed an up-to-date and comprehensive meta-analysis by including studies published after 2013, especially RCTs published from 2013 to 2019 (
      • Luke T.C.
      • Kilbane E.M.
      • Jackson J.L.
      • Hoffman S.L.
      Meta-analysis: convalescent blood products for Spanish influenza pneumonia: a future H5N1 treatment?.
      ,
      • Mair-Jenkins J.
      • Saavedra-Campos M.
      • Baillie J.K.
      • Cleary P.
      • Khaw F.M.
      • Lim W.S.
      • et al.
      The effectiveness of convalescent plasma and hyperimmune immunoglobulin for the treatment of severe acute respiratory infections of viral etiology: a systematic review and exploratory meta-analysis.
      ) and seven studies published in 2020 (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ).
      A recent meta-analysis studied the efficacy and safety of CP (
      • Devasenapathy N.
      • Ye Z.
      • Loeb M.
      • Fang F.
      • Najafabadi B.T.
      • Xiao Y.
      • et al.
      Efficacy and safety of convalescent plasma for severe COVID-19 based on evidence in other severe respiratory viral infections: a systematic review and meta-analysis.
      ). Compared with that study, we included an additional 19 observational studies (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ,
      • Chan K.K.
      • Lee K.L.
      • Lam P.K.
      • Law K.I.
      • Joynt G.M.
      • Yan W.W.
      Hong Kong’s experience on the use of extracorporeal membrane oxygenation for the treatment of influenza A (H1N1).
      ,
      • Gould E.W.
      Human serum in the treatment of influenza bronchopneumonia.
      ,
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ,
      • Kahn Morris H.
      Serum treatment of postinfluenzal bronchopneumonia.
      ,
      • McGuire L.W.
      • Redden W.R.
      Treatment of influenzal pneumonia by the use of convalescent human serum: second report.
      ,
      • Sahr F.
      • Ansumana R.
      • Massaquoi T.A.
      • Idriss B.R.
      • Sesay F.R.
      • Lamin J.M.
      • et al.
      Evaluation of convalescent whole blood for treating Ebola Virus Disease in Freetown, Sierra Leone.
      ,
      • Soo Y.O.
      • Cheng Y.
      • Wong R.
      • Hui D.S.
      • Lee C.K.
      • Tsang K.K.
      • et al.
      Retrospective comparison of convalescent plasma with continuing high-dose methylprednisolone treatment in SARS patients.
      ,
      • Zhou X.Z.
      • Zhao M.
      • Wang F.S.
      • Jiang T.J.
      • Li Y.G.
      • Nie W.M.
      • et al.
      the characteristics of the onset and clinical diagnosis and treatment of the first batch of SARS patients in Beijing.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ) and four RCTs focused on patients with SARS-CoV-2 infection (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Agarwal Anup
      • Mukherjee Aparna
      • Kumar Gunjan
      • Chatterjee Pranab
      • Bhatnagar Tarun
      • Malhotra Pankaj
      • et al.
      Convalescent plasma in the management of moderate COVID-19 in India: an open-label parallel-arm phase II multicentre randomized controlled trial (PLACID Trial).
      ); this enabled us to comprehensively evaluate the efficacy of CBPs in patients with SARI of viral etiology. Niveditha et al. (
      • Devasenapathy N.
      • Ye Z.
      • Loeb M.
      • Fang F.
      • Najafabadi B.T.
      • Xiao Y.
      • et al.
      Efficacy and safety of convalescent plasma for severe COVID-19 based on evidence in other severe respiratory viral infections: a systematic review and meta-analysis.
      ) included four RCTs, and the pooled results showed that CP did not decrease mortality in the intervention group compared with the control group, which is similar to the result of the present study. However, this finding differs from that for all-cause mortality derived from observational studies. Possible reasons for this difference are as follows. According to the TSA, the RCT analysis might have led to false-negative results, and more patients are needed to clarify the therapeutic effect of CBPs. In addition, three RCTs used H-IVIG with a high hemagglutination inhibition titer (HAI) in the intervention groups (
      • Beigel J.H.
      • Aga E.
      • Elie-Turenne M.C.
      • Cho J.
      • Tebas P.
      • Clark C.L.
      • et al.
      Anti-influenza immune plasma for the treatment of patients with severe influenza A: a randomised, double-blind, phase 3 trial.
      ,
      • Beigel J.H.
      • Tebas P.
      • Elie-Turenne M.C.
      • Bajwa E.
      • Bell T.E.
      • Cairns C.B.
      • et al.
      Immune plasma for the treatment of severe influenza: an open-label, multicentre, phase 2 randomised study.
      ,
      • Davey Jr., R.T.
      • Fernandez-Cruz E.
      • Markowitz N.
      • Pett S.
      • Babiker A.G.
      • Wentworth D.
      • et al.
      Anti-influenza hyperimmune intravenous immunoglobulin for adults with influenza A or B infection (FLU-IVIG): a double-blind, randomised, placebo-controlled trial.
      ). However, although the HAI can indicate the quantity of antibodies, it cannot determine the quality of antibodies very well. At the same time, the HAI in these three studies might not have been high enough to treat patients with SARI of viral etiology (
      • Kanjilal S.
      • Mina M.J.
      Passive immunity for the treatment of influenza: quality not quantity.
      ). Also, standard care, including neuraminidase inhibitors, antibiotic treatment, antifungal treatment, etc., was used in both groups, but whether these concomitant therapies could have influenced the clinical outcomes was unclear. Although there might be several limitations in these RCTs, the limitations of observational studies, including the lack of randomization to contemporary control groups, is a far greater concern, and this cannot be ignored. As a result, more high quality and large sample size RCTs should be performed in the future.
      In theory, CBPs might improve the clinical outcomes of patients by increasing antibody titers, decreasing the viral load, and reducing the levels of inflammatory factors in the patient’s body. A recent study observed that five COVID-19 patients, after receiving CP, had higher antibody titers than did pre-transfusion patients (range 40–60 before transfusion and 80–320 on day 7 after transfusion) (
      • Shen C.
      • Wang Z.
      • Zhao F.
      • Yang Y.
      • Li J.
      • Yuan J.
      • et al.
      Treatment of 5 critically ill patients with COVID-19 with convalescent plasma.
      ). A study by Zeng et al. observed that all COVID-19 patients had viral clearance by 3 days after they received CP (
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ). A similar outcome was found in another study, which showed that 87.2% of the CP group was negative for viral nucleic acid at 72 hours after transfusion, while this rate was only 37.5% in the control group (
      • Li L.
      • Zhang W.
      • Hu Y.
      • Tong X.
      • Zheng S.
      • Yang J.
      • et al.
      Effect of convalescent plasma therapy on time to clinical improvement in patients with severe and life-threatening COVID-19: a randomized clinical trial.
      ). Moreover, several studies have found that the cytokine storm mediated by interleukin (IL)-2, IL-7, IL-10, G-SCF, IP10, MCP-1, MIP (macrophage inflammatory protein)-1A, and tumor necrosis factor alpha (TNF-α) was the crucial mechanism of disease progression in patients with severe COVID-19 (
      • Huang C.
      • Wang Y.
      • Li X.
      • Ren L.
      • Zhao J.
      • Hu Y.
      • et al.
      Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China.
      ,
      • Vaninov N.
      In the eye of the COVID-19 cytokine storm.
      ,
      • Mehta P.
      • McAuley D.F.
      • Brown M.
      • Sanchez E.
      • Tattersall R.S.
      • Manson J.J.
      • et al.
      COVID-19: consider cytokine storm syndromes and immunosuppression.
      ). In a cohort study that recruited patients with influenza A(H1N1) pdm09, a subgroup analysis of 44 patients revealed that the corresponding day 5 IL-6, day 5 IL-10, day 5 TNF-α, day 7 IL-10, and day 9 IL-10 levels were significantly lower in patients who received CP than in the patients in the control group (
      • Hung I.F.
      • To K.K.
      • Lee C.K.
      • Lee K.L.
      • Chan K.
      • Yan W.W.
      • et al.
      Convalescent plasma treatment reduced mortality in patients with severe pandemic influenza A (H1N1) 2009 virus infection.
      ).
      Additionally, the present study results indicated that the earlier usage of CBPs could offer a greater improvement for patients with SARI when compared with the later usage of CBPs, which is consistent with the results of previous meta-analyses (
      • Luke T.C.
      • Kilbane E.M.
      • Jackson J.L.
      • Hoffman S.L.
      Meta-analysis: convalescent blood products for Spanish influenza pneumonia: a future H5N1 treatment?.
      ,
      • Mair-Jenkins J.
      • Saavedra-Campos M.
      • Baillie J.K.
      • Cleary P.
      • Khaw F.M.
      • Lim W.S.
      • et al.
      The effectiveness of convalescent plasma and hyperimmune immunoglobulin for the treatment of severe acute respiratory infections of viral etiology: a systematic review and exploratory meta-analysis.
      ). The newest study focusing on COVID-19 patients showed that those who received CP before 14 days post-onset of illness had better treatment outcomes than those who received transfusions later (
      • Duan K.
      • Liu B.
      • Li C.
      • Zhang H.
      • Yu T.
      • Qu J.
      • et al.
      Effectiveness of convalescent plasma therapy in severe COVID-19 patients.
      ). This may be because, in the early stage of infection, the body’s immune response is not severe, and the tissues and organs are not severely damaged. At this time, the antibody could neutralize the virus’ infectivity directly and bring clinical benefits to the patient through antibody-mediated pathways like complement activation and ADCC. Using CBPs later might allow the course of the illness to progress too far for the patient to benefit from the treatment. Although the neutralizing antibody could still bind to the pathogen through the mechanisms mentioned above, the tissues and organs of the patient might have been damaged irreversibly due to virus reproduction and a severe inflammatory reaction. Serious complications, such as sepsis and coagulation dysfunction, may have occurred at the same time.
      According to the existing study results, CBPs seem to be safe in treating patients with SARI of viral etiology, and no study has reported life-threatening CBP-related adverse events. Joyner et al. analyzed safety metrics in 5000 hospitalized adults with severe or life-threatening COVID-19 after the transfusion of ABO-compatible CP (
      • Joyner M.J.
      • Wright R.S.
      • Fairweather D.
      • Senefeld J.W.
      • Bruno K.A.
      • Klassen S.A.
      • et al.
      Early safety indicators of COVID-19 convalescent plasma in 5,000 patients.
      ). Thirty-six patients (<1%) reported severe adverse events (SAEs), and half of them were transfusion-associated circulatory overload (TACO) (seven patients) or transfusion related acute lung injury (TRAIL) (11 patients). Simultaneously, according to the judgment of the treating physician, only two of 18 SAEs were directly related to the transfusion of CP. ‘Antibody-dependent enhancement’ (ADE) is another concern for the transfusion of CP in COVID-19 patients. This is largely a theoretical risk of severe COVID-19 patients experiencing ADE after previous exposure to one or more strains of the coronavirus with heterogeneity of the antigenic epitope (
      • Tetro J.A.
      Is COVID-19 receiving ADE from other coronaviruses?.
      ). In theory, if enough neutralizing antibodies are present in the CP from donors, and the patient who receives the CP is infected with the same SARS-CoV-2 strain of virus, the virus may be destroyed (
      • Ulrich H.
      • Pillat M.M.
      • Tárnok A.
      Dengue fever, COVID-19 (SARS-CoV-2), and antibody-dependent enhancement (ADE): a perspective.
      ). However, if the protective neutralizing antibody titer in the CP is low or the recipient is infected with a different SARS-CoV-2 strain (e.g., RBD mutant), low levels of SARS-CoV-2/antibody complexes may be induced (
      • Ulrich H.
      • Pillat M.M.
      • Tárnok A.
      Dengue fever, COVID-19 (SARS-CoV-2), and antibody-dependent enhancement (ADE): a perspective.
      ,
      • Fu Y.
      • Cheng Y.
      • Wu Y.
      Understanding SARS-CoV-2-mediated inflammatory responses: from mechanisms to potential therapeutic tools.
      ). This complex could bind to angiotensin-converting enzyme 2 (ACE2), and ADE can subsequently be observed through internalization of the complex and IgG-induced stimulation (
      • Ulrich H.
      • Pillat M.M.
      • Tárnok A.
      Dengue fever, COVID-19 (SARS-CoV-2), and antibody-dependent enhancement (ADE): a perspective.
      ,
      • Fu Y.
      • Cheng Y.
      • Wu Y.
      Understanding SARS-CoV-2-mediated inflammatory responses: from mechanisms to potential therapeutic tools.
      ). However, most descriptions of ADE have been in relation to experimental settings without strong clinical support (
      • de Alwis R.
      • Chen S.
      • Gan E.S.
      • Ooi E.E.
      Impact of immune enhancement on Covid-19 polyclonal hyperimmune globulin therapy and vaccine development.
      ). The potential threat of ADE needs to be investigated further, especially given the many survivors who have developed immunity.

      Strengths and limitations of this study

      To our knowledge, this meta-analysis recruited the largest number of relevant studies by far, and seven studies on patients with COVID-19 were included (
      • Abolghasemi H.
      • Eshghi P.
      • Cheraghali A.M.
      • Imani Fooladi A.A.
      • Bolouki Moghaddam F.
      • Imanizadeh S.
      • et al.
      Clinical efficacy of convalescent plasma for treatment of COVID-19 infections: results of a multicenter clinical study.
      ,
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ,
      • Zeng Q.L.
      • Yu Z.J.
      • Gou J.J.
      • Li G.M.
      • Ma S.H.
      • Zhang G.F.
      • et al.
      Effect of convalescent plasma therapy on viral shedding and survival in patients with Coronavirus disease 2019.
      ). We updated the outcomes, such as the optimal timing of CBP initiation. TSA software was applied in the present study to assess the robustness of the relevant results. However, there are some limitations. First, several eligible studies involved very few patients, so we cannot ignore the possibility of a ‘small sample effect,’ and their sampling error should be fully considered (
      • Lin L.
      Bias caused by sampling error in meta-analysis with small sample sizes.
      ). In addition, the current results may not be conclusive. The TSA analysis revealed that more patients were required to validate the use of CBPs in patients with SARI. Moreover, three of the RCTs have not been peer-reviewed, which might affect the robustness of the result (
      • Avendano-Sola Cristina
      • Ramos-Martinez Antonio
      • Munez-Rubio Elena
      • Ruiz-Antoran Belen
      • Rosa Malo de Molina
      • Ferran Torres
      • et al.
      Convalescent plasma for COVID-19: a multicenter, randomized clinical trial.
      ). Although this meta-analysis recruited studies including multiple types of viral CBP, which might be non-specific for any viral disease, subgroup analyses were performed to resolve this problem. As we know little about the treatment effects of CP in COVID-19, more high-quality RCTs with a larger sample size are needed to assess the efficacy, safety, optimal time of initiation, and best dose of CP in COVID-19 patients.

      Conclusions

      Taken together, the low-quality evidence in this study shows that the transfusion of CBPs may not reduce all-cause mortality. Although the transfusion of CP is associated with a low rate of adverse events, the widespread use of CP in patients should be based on high-quality RCTs. If clinicians decide to transfuse CP to patients, earlier initiation might be better.

      Author contributions

      Shuai Shao developed the initial idea for this study and conducted a comprehensive search of the databases. Shuai Shao and Yishan Wang were responsible for the study selection. Shuai Shao extracted the data. All authors made contributions to the research design, interpretation of results, and ideas for writing studies. Shuai Shao synthesized and analyzed the data and drafted the manuscript. Yishan Wang, Hanyujie Kang, and Zhaohui Tong reviewed the study and provided suggestions. All authors carefully examined this manuscript and agreed with the ideas presented in the study.

      Funding

      Zhaohui Tong received support for this study from the National Natural Science Foundation of China (grant number 81870004).

      Ethical approval and consent to participate

      Not applicable.

      Consent for publication

      Not applicable.

      Availability of data and materials

      The datasets generated and/or analyzed during the current study are available in the MEDLINE, Embase, Cochrane Library, Web of Science, ClinicalTrials.gov, and medRxiv databases.

      Conflict of interest

      None of the authors has any competing interests.

      Acknowledgement

      Zhaohui Tong received support for this study from the National Natural Science Foundation of China (grant number 81870004).

      Appendix A. Supplementary data