Highlights
- •SARS-CoV-2 activity is difficult to assess with conventional PCR assays.
- •Subgenomic RNA (sgRNA) may be a better proxy for infectivity.
- •Over 10% of COVID-19 patients were sgRNA positive beyond a 10-day period.
- •Long-duration sgRNA-positive patients were clinically unremarkable.
- •Vulnerable settings may require additional measures to minimize transmission.
Abstract
Objectives
Methods
Results
Conclusions
Keywords
Introduction
- VOLZ E.
- MISHRA S.
- CHAND M.
- BARRETT J.C.
- JOHNSON R.
- GEIDELBERG L.
- HINSLEY W.R.
- LAYDON D.J.
- DABRERA G.
- O'TOOLE A.
- AMATO R.
- RAGONNET-CRONIN M.
- HARRISON I.
- JACKSON B.
- ARIANI C.V.
- BOYD O.
- LOMAN N.J.
- MCCRONE J.T.
- GONCALVES S.
- JORGENSEN D.
- MYERS R.
- HILL V.
- JACKSON D.K.
- GAYTHORPE K.
- GROVES N.
- SILLITOE J.
- KWIATKOWSKI D.P.
- CONSORTIUM C.-G.U.
- FLAXMAN S.
- RATMANN O.
- BHATT S.
- HOPKINS S.
- GANDY A.
- RAMBAUT A.
- FERGUSON N.M.
SABINO, E. C., BUSS, L. F., CARVALHO, M. P. S., PRETE, C. A., JR., CRISPIM, M. A. E., FRAIJI, N. A., PEREIRA, R. H. M., PARAG, K. V., DA SILVA PEIXOTO, P., KRAEMER, M. U. G., OIKAWA, M. K., SALOMON, T., CUCUNUBA, Z. M., CASTRO, M. C., DE SOUZA SANTOS, A. A., NASCIMENTO, V. H., PEREIRA, H. S., FERGUSON, N. M., PYBUS, O. G., KUCHARSKI, A., BUSCH, M. P., DYE, C. & FARIA, N. R. Resurgence of COVID-19 in Manaus, Brazil, despite high seroprevalence. 2021.
HE, X., LAU, E. A.-O., WU, P., DENG, X., WANG, J., HAO, X., LAU, Y. C., WONG, J. Y., GUAN, Y., TAN, X., MO, X., CHEN, Y., LIAO, B., CHEN, W., HU, F., ZHANG, Q., ZHONG, M., WU, Y., ZHAO, L., ZHANG, F., COWLING, B. A.-O., LI, F. & LEUNG, G. A.-O. Temporal dynamics in viral shedding and transmissibility of COVID-19. 2020.
- XU K.
- CHEN Y.
- YUAN J.
- YI P.
- DING C.
- WU W.
- LI Y.
- NI Q.
- ZOU R.
- LI X.
- XU M.
- ZHANG Y.
- ZHAO H.
- ZHANG X.
- YU L.
- SU J.
- LANG G.
- LIU J.
- WU X.
- GUO Y.
- TAO J.
- SHI D.
- YU L.
- CAO Q.
- RUAN B.
- LIU L.
- WANG Z.
- XU Y.
- LIU Y.
- SHENG J.
- LI L.
- ARONS M.M.
- HATFIELD K.M.
- REDDY S.C.
- KIMBALL A.
- JAMES A.
- JACOBS J.R.
- TAYLOR J.
- SPICER K.
- BARDOSSY A.C.
- OAKLEY L.P.
- TANWAR S.
- DYAL J.W.
- HARNEY J.
- CHISTY Z.
- BELL J.M.
- METHNER M.
- PAUL P.
- CARLSON C.M.
- MCLAUGHLIN H.P.
- THORNBURG N.
- TONG S.
- TAMIN A.
- TAO Y.
- UEHARA A.
- HARCOURT J.
- CLARK S.
- BROSTROM-SMITH C.
- PAGE L.C.
- KAY M.
- LEWIS J.
- MONTGOMERY P.
- STONE N.D.
- CLARK T.A.
- HONEIN M.A.
- DUCHIN J.S.
- JERNIGAN J.A.
- BULLARD J.
- DUST K.
- FUNK D.
- STRONG J.E.
- ALEXANDER D.
- GARNETT L.
- BOODMAN C.
- BELLO A.
- HEDLEY A.
- SCHIFFMAN Z.
- DOAN K.
- BASTIEN N.
- LI Y.
- VAN CAESEELE P.G.
- POLIQUIN G.
- VAN KAMPEN J.J.A.
- VAN DE VIJVER D.
- FRAAIJ P.L.A.
- HAAGMANS B.L.
- LAMERS M.M.
- OKBA N.
- VAN DEN AKKER J.P.C.
- ENDEMAN H.
- GOMMERS D.
- CORNELISSEN J.J.
- HOEK R.A.S.
- VAN DER EERDEN M.M.
- HESSELINK D.A.
- METSELAAR H.J.
- VERBON A.
- DE STEENWINKEL J.E.M.
- ARON G.I.
- VAN GORP E.C.M.
- VAN BOHEEMEN S.
- VOERMANS J.C.
- BOUCHER C.A.B.
- MOLENKAMP R.
- KOOPMANS M.P.G.
- GEURTSVANKESSEL C.
- VAN DER EIJK A.A.
- AYDILLO T.
- GONZALEZ-REICHE A.S.
- ASLAM S.
- VAN DE GUCHTE A.
- KHAN Z.
- OBLA A.
- DUTTA J.
- VAN BAKEL H.
- ABERG J.
- GARCIA-SASTRE A.
- SHAH G.
- HOHL T.
- PAPANICOLAOU G.
- PERALES M.A.
- SEPKOWITZ K.
- BABADY N.E.
- KAMBOJ M.
- AVANZATO V.A.
- MATSON M.J.
- SEIFERT S.N.
- PRYCE R.
- WILLIAMSON B.N.
- ANZICK S.L.
- BARBIAN K.
- JUDSON S.D.
- FISCHER E.R.
- MARTENS C.
- BOWDEN T.A.
- DE WIT E.
- RIEDO F.X.
- MUNSTER V.J.
- CHOI B.
- CHOUDHARY M.C.
- REGAN J.
- SPARKS J.A.
- PADERA R.F.
- QIU X.
- SOLOMON I.H.
- KUO H.H.
- BOUCAU J.
- BOWMAN K.
- ADHIKARI U.D.
- WINKLER M.L.
- MUELLER A.A.
- HSU T.Y.
- DESJARDINS M.
- BADEN L.R.
- CHAN B.T.
- WALKER B.D.
- LICHTERFELD M.
- BRIGL M.
- KWON D.S.
- KANJILAL S.
- RICHARDSON E.T.
- JONSSON A.H.
- ALTER G.
- BARCZAK A.K.
- HANAGE W.P.
- YU X.G.
- GAIHA G.D.
- SEAMAN M.S.
- CERNADAS M.
- LI J.Z.
- ARONS M.M.
- HATFIELD K.M.
- REDDY S.C.
- KIMBALL A.
- JAMES A.
- JACOBS J.R.
- TAYLOR J.
- SPICER K.
- BARDOSSY A.C.
- OAKLEY L.P.
- TANWAR S.
- DYAL J.W.
- HARNEY J.
- CHISTY Z.
- BELL J.M.
- METHNER M.
- PAUL P.
- CARLSON C.M.
- MCLAUGHLIN H.P.
- THORNBURG N.
- TONG S.
- TAMIN A.
- TAO Y.
- UEHARA A.
- HARCOURT J.
- CLARK S.
- BROSTROM-SMITH C.
- PAGE L.C.
- KAY M.
- LEWIS J.
- MONTGOMERY P.
- STONE N.D.
- CLARK T.A.
- HONEIN M.A.
- DUCHIN J.S.
- JERNIGAN J.A.
- BULLARD J.
- DUST K.
- FUNK D.
- STRONG J.E.
- ALEXANDER D.
- GARNETT L.
- BOODMAN C.
- BELLO A.
- HEDLEY A.
- SCHIFFMAN Z.
- DOAN K.
- BASTIEN N.
- LI Y.
- VAN CAESEELE P.G.
- POLIQUIN G.
- VAN KAMPEN J.J.A.
- VAN DE VIJVER D.
- FRAAIJ P.L.A.
- HAAGMANS B.L.
- LAMERS M.M.
- OKBA N.
- VAN DEN AKKER J.P.C.
- ENDEMAN H.
- GOMMERS D.
- CORNELISSEN J.J.
- HOEK R.A.S.
- VAN DER EERDEN M.M.
- HESSELINK D.A.
- METSELAAR H.J.
- VERBON A.
- DE STEENWINKEL J.E.M.
- ARON G.I.
- VAN GORP E.C.M.
- VAN BOHEEMEN S.
- VOERMANS J.C.
- BOUCHER C.A.B.
- MOLENKAMP R.
- KOOPMANS M.P.G.
- GEURTSVANKESSEL C.
- VAN DER EIJK A.A.
Methods
Patient samples
- LADHANI S.N.
- CHOW J.Y.
- JANARTHANAN R.
- FOK J.
- CRAWLEY-BOEVEY E.
- VUSIRIKALA A.
- FERNANDEZ E.
- PEREZ M.S.
- TANG S.
- DUN-CAMPBELL K.
- WYNNE-EVANS E.
- BELL A.
- PATEL B.
- AMIN-CHOWDHURY Z.
- AIANO F.
- PARANTHAMAN K.
- MA T.
- SAAVEDRA-CAMPOS M.
- MYERS R.
- ELLIS J.
- LACKENBY A.
- GOPAL R.
- PATEL M.
- CHAND M.
- BROWN K.
- HOPKINS S.
- CONSORTIUM C.
- SHETTY N.
- ZAMBON M.
- RAMSAY M.E.
Patient characteristics (N = 265) | |
Number E-gene positive | 176 |
Number E-sgRNA positive | 72 |
% male | 44.9 |
Mean age (SD) | 53.9 (SD = 17.7) |
Median age (IQR) | 55 (IQR = 21.75) |
Number of asymptomatic patients | 42.0% |
Number of patients categorized as having mild disease | 20.0% |
Number of patients categorized as having moderate disease | 12.5% |
Number of patients categorized as having severe disease | 18.75% |
Number of patients categorized as having critical disease | 6.25% |
Mean duration of disease (days, SD) | 7.3 (8.58) |
Median duration of disease (days, IQR) | 7 (8) |
Assessment of E-gene and E-sgRNA viral load
Association of E-gene and E-sgRNA viral load in relation to disease severity
Analysis of serial samples
Assessment of duration of ‘replicative’ virus
ZHENG, S., FAN, J., YU, F., FENG, B., LOU, B., ZOU, Q., XIE, G., LIN, S., WANG, R., YANG, X., CHEN, W., WANG, Q., ZHANG, D., LIU, Y., GONG, R., MA, Z., LU, S., XIAO, Y., GU, Y., ZHANG, J., YAO, H., XU, K., LU, X., WEI, G., ZHOU, J., FANG, Q., CAI, H., QIU, Y., SHENG, J., CHEN, Y. & LIANG, T. A.-O. Viral load dynamics and disease severity in patients infected with SARS-CoV-2 in Zhejiang province, China, January–March 2020: retrospective cohort study. 2020.
Results
SARS-CoV-2 patient samples
RT-qPCR detection of SARS-CoV-2 E sgRNAs
Both E-gene and E-sgRNA viral loads correlate with the presence of symptoms


Persistence of clinically relevant levels of SARS-CoV-2 E-sgRNAs in some individuals more than 10 days after symptom onset


E-gene positive | ||||||
---|---|---|---|---|---|---|
All samples | Samples > 103 copies/ml | |||||
Duration < 10 days (n = 46) | Duration > 10 days (n = 20) | p-value | Duration < 10 days (n = 39) | Duration > 10 days (n = 16) | p-value | |
Age; mean (SD) | 58.48 (21.7) | 59.89 (13.9) | 0.71 | 59.2 (21.4) | 59.4 (13.5) | 0.91 |
Viral load; copies/mL (SD) | 3.4 × 107 (1.76 × 108) | 2.3 × 107(8.48 × 107) | 0.81 | 4.1 × 107(1.91 × 108) | 2.8 × 107(9.22 × 107) | 0.94 |
Sex (% male) | 50% | 47.4% | 0.84 | 48.7% | 50% | 0.94 |
Severity (% hospitalised) | 70% | 65% | 0.99 | 74% | 75% | 0.82 |
No. immunocompromised (%) | 7% | 0% | 0.29 | 8% | 0% | 0.30 |
No. immunosuppressants (%) | 15% | 10% | 0.35 | 15% | 13% | 0.52 |
Comorbidities (> 3; %) | 59% | 45% | 0.42 | 64% | 50% | 0.38 |
E-sgRNA positive | ||||||
Duration < 10 days (n = 23) | Duration > 10 days (n = 9) | p-value | Duration < 10 days (n = 14) | Duration > 10 days (n = 4) | p-value | |
Age; mean (SD) | 57.1 (23.3) | 58.4(13.6) | 0.30 | 56.6 (20.0) | 57.8 (6.4) | 0.91 |
Viral load; copies/mL (SD) | 3.5 × 106(1.65 × 107) | 1.5 × 106(4.20 × 106) | 0.44 | 5.7 × 106(2.12 × 107) | 3.3 × 106(6.23 × 106) | 0.61 |
Sex (% male) | 52% | 33% | 0.33 | 50% | 42.9% | 0.80 |
Severity (% hospitalised) | 70% | 78% | 0.64 | 71% | 75% | 0.89 |
No. immunocompromised (%) | 9% | 0% | 0.36 | 0 | 0 | 0.58 |
No. immunosuppressants (%) | 17% | 33% | 0.61 | 14% | 25% | 0.16 |
Comorbidities (> 3; %) | 61% | 33% | 0.16 | 71% | 50% | 0.42 |
Discussion
- KWON J.-S.
- KIM J.Y.
- KIM M.-C.
- PARK S.Y.
- KIM B.-N.
- BAE S.
- CHA H.H.
- JUNG J.
- KIM M.-J.
- LEE M.J.
- CHOI S.-H.
- CHUNG J.-W.
- SHIN E.-C.
- KIM S.-H.
ZHENG, S., FAN, J., YU, F., FENG, B., LOU, B., ZOU, Q., XIE, G., LIN, S., WANG, R., YANG, X., CHEN, W., WANG, Q., ZHANG, D., LIU, Y., GONG, R., MA, Z., LU, S., XIAO, Y., GU, Y., ZHANG, J., YAO, H., XU, K., LU, X., WEI, G., ZHOU, J., FANG, Q., CAI, H., QIU, Y., SHENG, J., CHEN, Y. & LIANG, T. A.-O. Viral load dynamics and disease severity in patients infected with SARS-CoV-2 in Zhejiang province, China, January–March 2020: retrospective cohort study. 2020.
- XU K.
- CHEN Y.
- YUAN J.
- YI P.
- DING C.
- WU W.
- LI Y.
- NI Q.
- ZOU R.
- LI X.
- XU M.
- ZHANG Y.
- ZHAO H.
- ZHANG X.
- YU L.
- SU J.
- LANG G.
- LIU J.
- WU X.
- GUO Y.
- TAO J.
- SHI D.
- YU L.
- CAO Q.
- RUAN B.
- LIU L.
- WANG Z.
- XU Y.
- LIU Y.
- SHENG J.
- LI L.
- VAN KAMPEN J.J.A.
- VAN DE VIJVER D.
- FRAAIJ P.L.A.
- HAAGMANS B.L.
- LAMERS M.M.
- OKBA N.
- VAN DEN AKKER J.P.C.
- ENDEMAN H.
- GOMMERS D.
- CORNELISSEN J.J.
- HOEK R.A.S.
- VAN DER EERDEN M.M.
- HESSELINK D.A.
- METSELAAR H.J.
- VERBON A.
- DE STEENWINKEL J.E.M.
- ARON G.I.
- VAN GORP E.C.M.
- VAN BOHEEMEN S.
- VOERMANS J.C.
- BOUCHER C.A.B.
- MOLENKAMP R.
- KOOPMANS M.P.G.
- GEURTSVANKESSEL C.
- VAN DER EIJK A.A.
- DAO THI V.L.
- HERBST K.
- BOERNER K.
- MEURER M.
- KREMER L.P.
- KIRRMAIER D.
- FREISTAEDTER A.
- PAPAGIANNIDIS D.
- GALMOZZI C.
- STANIFER M.L.
- BOULANT S.
- KLEIN S.
- CHLANDA P.
- KHALID D.
- BARRETO MIRANDA I.
- SCHNITZLER P.
- KRAUSSLICH H.G.
- KNOP M.
- ANDERS S.
Conclusion
Conflicts of Interest
Funding source
Ethical approval
Acknowledgements
Appendix. Supplementary materials
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