https://www.science.org/doi/10.1126/science.abm4454 Advertisement * * news * careers * commentary * Journals * Covid-19 Science Science * * * Log in * Become A Member [science] science [sciadv] science advances [sciimmunol] science immunology [scirobotic] science robotics [signaling] science signaling [stm] science translational medicine [spj-cover] science partner journals Quick Search anywhere Enter Search Term[ ] Quick Search in Journals Enter Search Term[ ] Quick Search in Journals Enter Search Term[ ] Quick Search in Journals Enter Search Term[ ] Quick Search in Journals Enter Search Term[ ] Quick Search in Journals Enter Search Term[ ] Quick Search in Journals Enter Search Term[ ] Searching: Anywhere AnywhereScienceScience AdvancesScience ImmunologyScience Robotics Science SignalingScience Translational Medicine Advanced Search Search Trending Terms: * covid-19 * climate * science policy * genome editing * batteries Log In Become A Member Quick Search anywhere Enter Search Term[ ] science.org * Custom publishing * collections * videos * podcasts * blogs * visualizations * prizes and awards * authors & reviewers * librarians * advertisers * about * help * * * * * * AAAS Logo * Terms of Service * Privacy Policy * Accessibility [science-lo] * Current Issue * First release papers * Archive * About About Science Mission & Scope Editors & Advisory Boards Editorial Policies Information for Authors Information for Reviewers Journal Metrics Staff Contact Us * Submit manuscript * More GET OUR E-ALERTS HomeScienceFirst ReleaseDissecting the early COVID-19 cases in Wuhan Back To First Release OPEN ACCESS Perspective Share on * * * * * * Dissecting the early COVID-19 cases in Wuhan Michael Worobey Science * 18 Nov 2021 * First Release * DOI: 10.1126/science.abm4454 PREVIOUS ARTICLE Structural basis of synergistic neutralization of Crimean-Congo hemorrhagic fever virus by human antibodies Previous NEXT ARTICLE Nuclear pores dilate and constrict in cellulo Next * Abstract * Acknowledgments * Supplementary Material * References and notes Abstract Elucidating the origin of the pandemic requires understanding of the Wuhan outbreak Some key questions lie at the heart of investigations into the origin of the COVID-19 pandemic, including what is known about the earliest COVID-19 cases in Wuhan, China, and what can be learned from them? Despite assertions to the contrary (1), it is now clear that live mammals susceptible to coronaviruses, including raccoon dogs ( Nyctereutes procyonoides), were sold at Huanan Market and three other live-animal markets in Wuhan before the pandemic (2, 3). Severe acute respiratory syndrome-related coronaviruses (SARSr-CoVs) were found in raccoon dogs during the SARS outbreak, which was facilitated by animal-to-human contact in live-animal markets in China. However, because of the early public health focus on Huanan Market, it remains unclear whether the apparent preponderance of hospitalized COVID-19 cases associated with this market was truly reflective of the initial outbreak. Answering these questions requires resolving several crucial events that took place in December 2019 and early January 2020. On 30 December 2019, the Wuhan Municipal Health Commission (WHC) issued two emergency notices for internal circulation to local hospitals alerting them to patients with unexplained pneumonia--several of whom worked at Huanan Market--and laying out a treatment and response plan (see fig. S1). The first official public report was WHC's announcement the next day that they had carried out case searches and retrospective investigations related to Huanan Market and found 27 patients. Forty-one of the first known patients formed the basis of an influential study that reported that 66%--i.e., not all early cases--had a link to Huanan Market (4). They had been transferred between 29 December and 2 January from other hospitals to Jinyintan Hospital, Wuhan's premier infectious disease center. Notably, individuals were enrolled according to clinical presentation, not epidemiologic information, such as connections to Huanan Market (4). China's Viral Pneumonia of Unknown Etiology (VPUE) mechanism was set up in the wake of SARS to be an early warning reporting system for detecting unknown viral diseases and is overseen by the China Center for Disease Control and Prevention (CCDC) (5). PUE cases are supposed to be rapidly reported by clinicians to the national notifiable disease reporting system through an internet-based platform. Evidently, that did not happen in Wuhan in December. The system appears to have been in active use only from 3 January. Although it favored cases having a connection to Huanan Market (6-8), the VPUE mechanism could not have improperly inflated the proportion of Huanan Market-linked cases in December (1). Moreover, reporting began only after the 41 patients were transferred from other hospitals to Jinyintan Hospital. Nevertheless, it is possible that a disproportionate number of cases linked to Huanan Market were transferred to Jinyintan Hospital because of public health officials' early focus there. There is, however, a way to step back to a period before any such bias could have crept in, by considering what happened in the hospitals that first pieced together that a new viral outbreak was underway. Although not mentioned by name in scientific publications ( 9), media reports reveal that Hubei Provincial Hospital of Integrated Chinese and Western Medicine (HPHICWM) was the first hospital to alert district, municipal, and provincial public health authorities about the mysterious pneumonia cases (see fig. S1). Zhang Jixian, director of respiratory and critical care medicine, noticed on 27 December that an elderly couple had large "ground glass" opacities in computed tomography (CT) images of their lungs, distinct from those she had seen in other cases of viral pneumonia. Zhang insisted that the couple's son, who was not a patient and had no symptoms, undergo a CT scan, and the same unusual lesions were observed. The husband and wife evidently are "cluster 1" in the World Health Organization (WHO)-China report (1): They are the earliest known case cluster and the only cluster admitted by 26 December. They had no known connection to Huanan Market. Another patient with similar CT imaging, a worker at Huanan Market, was admitted on 27 December. Zhang, concerned about a new, probably infectious viral disease, reported the four cases to hospital officials, who alerted the Jianghan District CDC that same day. Over 28 and 29 December, three more patients, all of whom worked at Huanan Market, were admitted and recognized to have the same unknown respiratory disease. A vice president of HPHICWM, Xia Wenguang, brought together 10 experts from the hospital, including Zhang, for an emergency meeting on 29 December, and they concluded that the situation was extraordinary. Upon learning of similar patients, also linked to Huanan Market, at Tongji and Union (Xiehe) Hospitals, Xia alerted the Wuhan and Hubei CDCs on 29 December. A notably similar situation unfolded at Wuhan Central Hospital. On 18 December, Ai Fen, director of the emergency department, encountered her first unexplained pneumonia patient, a 65-year-old man who had become ill on either 13 or 15 December. Unbeknownst to Ai at the time, the patient was a deliveryman at Huanan Market. A CT scan revealed infection in both lungs, and he did not respond to antibiotics or anti-influenza drugs. On 24 December, a bronchoalveolar lavage specimen collected from him was sent to Vision Medicals, a metagenomics sequencing company. They identified a new SARSr-CoV on 26 December and relayed the finding by telephone to the hospital on 27 December. By 28 December, Wuhan Central Hospital had identified seven cases, of which four turned out to be linked to Huanan Market. Notably, these seven cases, like those at HPHICWM, were ascertained before epidemiologic investigations concerning Huanan Market commenced on 29 December. At Zhongnan Hospital in the Wuchang District of Wuhan, 15 km away from Huanan Market and on the opposite bank of the Yangtze River, Vice President Yuan Yufeng asked units on 31 December to search for unexplained pneumonia cases, and the Respiratory Medicine Department reported two. The first lived in Wuchang District but worked at Huanan Market (in Jianghan District). The second did not work at Huanan Market but had friends who did and who had visited his home. On 3 January, three more cases were identified--a family cluster unlinked to Huanan Market. Clearly, hospitals in the first weeks of the outbreak were identifying cases both with and without a known connection to Huanan Market. And Wuhan hospitals were not swamped with unexplained pneumonia cases at the end of December--that would come later. Thus, 10 of these hospitals' 19 earliest COVID-19 cases were linked to Huanan Market (~53%), comparable both to Jinyintan's 66% (of 41 cases) (4) and to the WHO-China report's 33% of 168 retrospectively identified cases across December 2019 (1). Regarding cases at the Wuhan Central Hospital and HPHICWM, patients with a history of exposure at Huanan Market could not have been "cherry picked" before anyone had identified the market as an epidemiologic risk factor. Hence, there was a genuine preponderance of early COVID-19 cases associated with Huanan Market. How can this knowledge inform our understanding of the pandemic? If Huanan Market was the source, why were only one- to two-thirds of early cases linked to the market? Perhaps a better question is why would one expect all cases ascertained weeks into the outbreak to be confined to one market? Given the high transmissibility of SARS-CoV-2 and the high rate of asymptomatic spread, many symptomatic cases would inevitably soon lack a direct link to the location of the pandemic's origin. And some cases counted as "unlinked" may have been only one or two transmissions away, as exemplified by the second patient identified at Zhongnan Hospital. That so many of the >100 COVID-19 cases from December (1) with no identified epidemiologic link to Huanan Market nonetheless lived in its direct vicinity is notable (see the figure) and provides compelling evidence that community transmission started at the market. Additionally, the earliest known cases should not necessarily be expected to be the first infected or linked to Huanan Market: They probably postdated the outbreak's index case by a considerable period (10) because only ~7% of SARS-CoV-2 infections lead to hospitalization (11); most fly under the radar. Similarly, it is entirely expected that early, ascertained cases from a seafood market would be workers who were not necessarily directly associated with wildlife sales because the outbreak spread from human to human. The index case was most likely one of the ~93% who never required hospitalization and indeed could have been any of hundreds of workers who had even brief contact with infected live mammals. Crucially, however, the now famous "earliest" COVID-19 case (1), a 41-year-old male accountant, who lived 30 km south of Huanan Market and had no connection to it--illness onset reported as 8 December--appears to have become ill with COVID-19 considerably later (12). When interviewed, he reported that his COVID-19 symptoms started with a fever on 16 December; the 8 December illness was a dental problem related to baby teeth retained into adulthood (12). This is corroborated by hospital records and a scientific paper that reports his COVID-19 onset date as 16 December and date of hospitalization as 22 December (13). This indicates that he was infected through community transmission after the virus had begun spreading from Huanan Market. He believed that he may have been infected in a hospital (presumably during his dental emergency) or on the subway during his commute; he had also traveled north of Huanan Market shortly before his symptoms began (12). His symptom onset came after multiple cases in workers at Huanan Market, making a female seafood vendor there the earliest known case, with illness onset 11 December (12). Notably, she reported knowledge of several possible COVID-19 cases in clinics and hospitals that were near Huanan Market from 11 December, and Huanan Market patients were hospitalized at Union Hospital as early as 10 December (see fig. S1). Although a widely cited report (7) credits the VPUE mechanism with uncovering the pandemic, it was HPHICWM that identified both the outbreak and the Huanan Market connection and passed on these fully formed discoveries to district, municipal, and provincial public health officials by 29 December (9). National officials reportedly did not learn about the outbreak until CCDC Director George Gao encountered online group chats about the WHC emergency notices on the evening of 30 December. Concerned that so many cases had not been reported to the VPUE system, he quickly notified the National Health Commission (14) (see fig. S1). Therefore, the preponderance of early cases connected to Huanan Market could not have been an artifact of ascertainment bias introduced by case definitions in the VPUE system. Although mechanisms like China's VPUE system are potentially invaluable, they will fail without both widespread buy-in from health care providers and rapid data sharing from local to central authorities. Key problems with the VPUE system were known before the pandemic, including that most clinicians in China had little awareness of the VPUE system and were not reporting cases to it--for example, 0 of 335 PUE cases in one study from 2019 (5). China should be commended, however, for having such a system, which is lacking in most countries. The focus now should be on fixing the problems that COVID-19 has exposed and blanketing the globe with a highly functional PUE early warning system. Samples from the earliest COVID-19 patients in Wuhan have been sequenced, and two distinct SARS-CoV-2 lineages, A and B, have been identified. Given that the elderly couple at HPHICWM was the WHO report's cluster 1, it follows that the husband, illness onset 26 December (1), must be the source of the earliest lineage A sequence, Wuhan/IME-WH01/2019 (GenBank accession number MT291826) (see fig. S1), which he most likely got from his wife, who became ill 15 December. This raises the possibility that the Yangchahu market that they visited may have been a site of a separate animal spillover. The recent discovery that there may be no true lineage A or B intermediates in humans (15) also raises the possibility of separate spillovers of both lineages. However, the earliest known lineage A genomes have close geographical connections to Huanan Market: one from a patient (age and gender not reported) who stayed in a hotel near Huanan Market in the days before illness onset in December (13) and the other from the 62-year-old husband in cluster 1 who visited Yangchahu Market, just a few blocks north of Huanan Market (1), and lived just to the south (see the figure). Therefore, if lineage A had a separate animal origin from lineage B, both most likely occurred at Huanan Market, and the association with Yangchahu Market, which does not appear to have sold live mammals, is likely due to community transmission starting in the neighborhoods surrounding Huanan Market. With SARS, live-animal markets continued to sell infected animals for many months, allowing zoonotic spillover to be established as the origin and revealing multiple independent jumps from animals into humans (3). Unfortunately, no live mammal collected at Huanan Market or any other live-animal market in Wuhan has been screened for SARS-CoV-2-related viruses (1), and Huanan Market was closed and disinfected on 1 January 2020. Nevertheless, that most early symptomatic cases were linked to Huanan Market--specifically to the western section (1) where raccoon dogs were caged (2)--provides strong evidence of a live-animal market origin of the pandemic. This would explain the extraordinary preponderance of early COVID-19 cases at one of the handful of sites in Wuhan--population 11 million--that sell some of the same animals that brought us SARS. Although it may never be possible to recover related viruses from animals if they were not sampled at the time of emergence, conclusive evidence of a Huanan Market origin from infected wildlife may nonetheless be obtainable through analysis of spatial patterns of early cases and from additional genomic data, including SARS-CoV-2-positive samples from Huanan Market, as well as through integration of additional epidemiologic data. Preventing future pandemics depends on this effort. [science] Acknowledgments Thanks to four anonymous reviewers and to A. Crits-Christoph, E. Holmes, D. Robertson, J. Wertheim, J. Pekar, K. Andersen, S. Goldstein, A. Rambaut, H. Mourant, D. Yang, L. Wang, S. Chen, C. Di, and Q. Jiang for assistance and discussions. The author is supported by the David and Lucile Packard Foundation and the Bill and Melinda Gates Foundation. Supplementary Material Summary science.org/doi/10.1126/science.abm4454 Resources File (science.abm4454_sm.pdf) Download References and notes 1 WHO, WHO-convened global study of origins of SARS-CoV-2: China Part (2021); https://bit.ly/3wjUXze. Google Scholar 2 X. Xiao, C. Newman, C. D. Buesching, D. W. Macdonald, Z.-M. Zhou, Animal sales from Wuhan wet markets immediately prior to the COVID-19 pandemic. Sci. Rep. 11, 11898 (2021). Crossref PubMed Google Scholar 3 E. C. Holmes, S. A. Goldstein, A. L. Rasmussen, D. L. Robertson, A. Crits-Christoph, J. O. Wertheim, S. J. Anthony, W. S. Barclay, M. F. Boni, P. C. Doherty, J. Farrar, J. L. Geoghegan, X. Jiang, J. L. Leibowitz, S. J. D. Neil, T. Skern, S. R. Weiss, M. Worobey, K. G. Andersen, R. F. Garry, A. Rambaut, The origins of SARS-CoV-2: A critical review. Cell 184, 4848-4856 (2021). Crossref PubMed Google Scholar 4 C. Huang, Y. Wang, X. Li, L. Ren, J. Zhao, Y. Hu, L. Zhang, G. Fan, J. Xu, X. Gu, Z. Cheng, T. Yu, J. Xia, Y. Wei, W. Wu, X. Xie, W. Yin, H. Li, M. Liu, Y. Xiao, H. Gao, L. Guo, J. Xie, G. Wang, R. Jiang, Z. Gao, Q. Jin, J. Wang, B. Cao, Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet 395, 497-506 (2020). Crossref PubMed Google Scholar 5 N. Xiang, Y. Song, Y. Wang, J. Wu, A. J. Millman, C. M. Greene, Z. Ding, J. Sun, W. Yang, G. Guo, R. Wang, P. Guo, Z. Ren, L. Gong, P. Xu, S. Zhou, D. Lin, D. Ni, Z. Feng, Q. Li, Lessons from an active surveillance pilot to assess the pneumonia of unknown etiology surveillance system in China, 2016: The need to increase clinician participation in the detection and reporting of emerging respiratory infectious diseases. BMC Infect. Dis. 19, 770 (2019). Crossref PubMed Google Scholar 6 T. K. Tsang, P. Wu, Y. Lin, E. H. Y. Lau, G. M. Leung, B. J. Cowling, Effect of changing case definitions for COVID-19 on the epidemic curve and transmission parameters in mainland China: A modelling study. Lancet Public Health 5, e289-e296 (2020). Crossref PubMed Google Scholar 7 Q. Li, X. Guan, P. Wu, X. Wang, L. Zhou, Y. Tong, R. Ren, K. S. M. Leung, E. H. Y. Lau, J. Y. Wong, X. Xing, N. Xiang, Y. Wu, C. Li, Q. Chen, D. Li, T. Liu, J. Zhao, M. Liu, W. Tu, C. Chen, L. Jin, R. Yang, Q. Wang, S. Zhou, R. Wang, H. Liu, Y. Luo, Y. Liu, G. Shao, H. Li, Z. Tao, Y. Yang, Z. Deng, B. Liu, Z. Ma, Y. Zhang, G. Shi, T. T. Y. Lam, J. T. Wu, G. F. Gao, B. J. Cowling, B. Yang, G. M. Leung, Z. Feng, Early transmission dynamics in Wuhan, China, of novel coronavirus-infected pneumonia. N. Engl. J. Med. 382, 1199-1207 (2020). Crossref PubMed Google Scholar 8 D. L. Yang, "Wuhan officials tried to cover up covid-19--and sent it careening outward," Washington Post, 10 March 2020. Google Scholar 9 The 2019-nCoV Outbreak Joint Field Epidemiology Investigation Team, China CDC Weekly 2, 79 (2020). Crossref PubMed Google Scholar 10 J. Pekar, M. Worobey, N. Moshiri, K. Scheffler, J. O. Wertheim, Timing the SARS-CoV-2 index case in Hubei province. Science 372, 412-417 (2021). Crossref PubMed Google Scholar 11 S. Mahajan, C. Caraballo, S.-X. Li, Y. Dong, L. Chen, S. K. Huston, R. Srinivasan, C. A. Redlich, A. I. Ko, J. S. Faust, H. P. Forman, H. M. Krumholz, SARS-CoV-2 infection hospitalization rate and infection fatality rate among the non-congregate population in Connecticut. Am. J. Med. 134, 812-816.e2 (2021). Crossref PubMed Google Scholar 12 L. Bao, "Looking for the first infected person in the South China Seafood Market," video, The Paper, 25 March 2020; https://bit.ly/ 2YikwEa. Google Scholar 13 R. Lu, X. Zhao, J. Li, P. Niu, B. Yang, H. Wu, W. Wang, H. Song, B. Huang, N. Zhu, Y. Bi, X. Ma, F. Zhan, L. Wang, T. Hu, H. Zhou, Z. Hu, W. Zhou, L. Zhao, J. Chen, Y. Meng, J. Wang, Y. Lin, J. Yuan, Z. Xie, J. Ma, W. J. Liu, D. Wang, W. Xu, E. C. Holmes, G. F. Gao, G. Wu, W. Chen, W. Shi, W. Tan, Genomic characterisation and epidemiology of 2019 novel coronavirus: Implications for virus origins and receptor binding. Lancet 395, 565-574 (2020). Crossref PubMed Google Scholar 14 D. L. Yang, "China's early warning system didn't work on covid-19. Here's the story," Washington Post, 24 February 2020. Google Scholar 15 J. Pekar, E. Parker, J. L. Havens, M. A. Suchard, K. G. Andersen, N. Moshiri, M. Worobey, A. Rambaut, J. O. Wertheim, Virological 754 (2021); https://virological.org/t/ evidence-against-the-veracity-of-sars-cov-2-genomes-intermediate-between-lineages-a-and-b /754. Google Scholar Information & Authors Information Published In Science First Release * 18 November 2021 Copyright Copyright (c) 2021, American Association for the Advancement of Science. History Published online: 18 November 2021 Permissions Request permissions for this article. Request Permissions Acknowledgments Thanks to four anonymous reviewers and to A. Crits-Christoph, E. Holmes, D. Robertson, J. Wertheim, J. Pekar, K. Andersen, S. Goldstein, A. Rambaut, H. Mourant, D. Yang, L. Wang, S. Chen, C. Di, and Q. Jiang for assistance and discussions. The author is supported by the David and Lucile Packard Foundation and the Bill and Melinda Gates Foundation. Authors Affiliations Michael Worobey Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA. View all articles by this author Notes Email: [email protected] Metrics & Citations Metrics Citations View Options Media Figures Other Tables Share Information & Authors InformationAuthors Published In issue cover image Science First Release Submission history Published in print:18 November 2021 Metrics & Citations MetricsCitations Article Usage Altmetrics Export citation Select the format you want to export the citation of this publication. [Please select one from the list ] [*] Direct import [EXPORT CITATION] Share Share article link Copy Link Copied! Copying failed. 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