Infectious epidemics are one of the main causes of global mortality. COVID-19, the most prominent epidemic in recent years, has not only caused a large number of deaths worldwide, but also caused serious economic, social and political turmoil [11]. The causative virus of COVID-19 is severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) [12], which was first reported by Chinese mainland in the world. Worldwide, COVID-19 epidemic has first brought severe challenges to the life safety and economic development of Chinese mainland. It is of great significance to carefully study the development of the epidemic itself here and its harm to the people of Chinese mainland.
From COVID-19 outbreak to April 14, 2020
From the outbreak of COVID-19 to April 14, 2020, area I had the most average daily deaths, while the least in area III (Supplementary Material 1, Fig. 2). During the outbreak phase, area I had the highest death ratio, while the lowest in area III (Supplementary Material 2, Fig. 3). As of April 14, 2020, due to 1290 previously unreported deaths [10], the cumulative deaths' number in area I reached 3869, while only 823 and 120 respectively in area II and III (Fig. 1 and Supplementary Material 3). These differences should be caused by the distribution of severe COVID-19 cases in the three areas, where area I has the most and highest proportion of severe cases per day, while area III has the least and lowest proportion of severe cases per day (Fig. 4A, B; Fig. 5A, B). In addition, the peak time of daily new deaths in area I was later than that in area II and III (Supplementary Material 3; Fig. 2A; Supplementary Material 5A). These all indicate that the epidemic in area I is the most severe and poses the greatest threat to people's health, while the epidemic in area III is relatively mild. As far as we know, Wuhan (area I) was the first place in the world to face this completely unknown virus, SARS-CoV-2. COVID-19 rapid spreading had greatly exceeded the capacity of medical facilities, and there was a lack of treatment experience, effective drugs, ventilators, and vaccines, which had led to inadequate treatment, high proportion of severe cases, and high death ratio in Wuhan in a short period of time. With the establishment of a large number of quarantine and medical facilities [10], the implementation of continuous strict quarantine policies [1, 13–15], the improvement of treatment level, the timely supply of medical devices such as respirators, and the strong supervision of the Chinese government on epidemic prevention and control, the spread of the epidemic was finally contained in Wuhan. The earliest traceable onset of symptoms among confirmed COVID-19 cases in Wuhan was on December 8, 2019 [1]. From this time until March 17, 2020, the end of outbreak phase of the epidemic, and then entering containment phase in Wuhan (Supplementary Material 3), it went through a total of 100 days. Since then, the daily increase in deaths in Wuhan has dropped to below 10 (Fig. 2), and there have been no further reports of deaths after 28 days (after April 14, 2020) (Supplementary Material 3).
Whether in area I, II or III, the peak time of daily new deaths was 5–16 days later than the peak time of daily new COVID-19 cases (Fig. 2A, Supplementary Material 3), and the average daily death toll in phase III was significantly higher than that in phase II (Supplementary Material 1). This may be due to the fact that the peak time of daily COVID-19 inpatients is also 8 to 11 days later than the peak time of daily newly increased COVID-19 cases (Supplementary Material 3), and the peak time of daily severe COVID-19 cases basically coincides with the peak time of daily hospitalized COVID-19 cases (Supplementary Material 5A, B). In addition, some of these severe COVID-19 cases died after some days of sufficient rescue. In area II and III, the death ratio in phase III was significantly higher than that in phase II (Supplementary Material 2), which was related to the peaks of both severe and deceased patients being in phase III (Supplementary Material 3, Figs. 2 and 4). However, there was no significant difference in death ratios between phase III and II in Wuhan (Supplementary Material 2), which may be caused to the fact that most of the early underreported deaths in Wuhan [10] might occur in phase III, and the inadequate treatment of COVID-19 in phase II was more prominent in Wuhan. In phase III, the death ratios in area I, II and III showed troughs on February 12, 6 and 4, 2020, respectively, and gradually increased thereafter (Fig. 3). These troughs occurred between the peak time of patient increase and the peak time of death increase (Supplementary Material 3). The reason was that cumulative patients' number was large at that time, while daily deaths’ peak had not yet arrived (Figs. 2 and 3). In area I, II, and III, the peaks of severe case ratios all occurred after the outbreak phases (Fig. 5A, B), mainly due to the rapid reduction of COVID-19 inpatients at this time [1], while severe patients were still hospitalized for treatment after a period of time.
In outbreak phase, the death ratios of area I, II and III were 0.0442 ± 0.0015, 0.0212 ± 0.0012, 0.0053 ± 0.0004 respectively (Supplementary Material 2). However, on April 17, 2020, the death ratio in Wuhan suddenly rose to 0.0769 (Fig. 3B), due to the reporting of 1290 deaths missed in the early epidemic [10] on that day. This also caused that cumulative deaths' number increased from 2579 to 3869 that day (Fig. 1B), which is a 0.5-fold increase. Therefore, we speculate that the death ratio of area I in the outbreak phase is between 0.0442 and 0.0769, which is closer to 0.0769.
From April 15, 2020 to March 10, 2022
However, after April 14, 2020, only 0, 0 and 2 deaths occurred in area I, II and III respectively (Supplementary Material 4), which indicates that COVID-19 death ratio in Chinese mainland has significantly decreased to nearly zero, and the change may be caused by the reduction of severe COVID-19 cases. From April 15, 2020 to March 10, 2022, the number of newly increased COVID-19 cases in area I, II and III was 205, 54, and 29964, respectively (Supplementary Material 4). This means that almost all newly increased COVID-19 cases were in area III. And the numbers of severe COVID-19 cases in area IV (Hubei province) and area V (Chinese mainland) significantly decreased after April 14, 2020 (Fig. 4D). As a result, severe COVID-19 case ratio in Chinese mainland (area V) dropped from the peak (33.25%) to almost all below 10%, especially after May 29, 2020, this ratio dropped to 0-4.76% (Fig. 5D). Are the significant reductions of severe cases and mortality determined by the following factors? Firstly, the widespread use of COVID-19 vaccines. There are evidences to suggest that COVID-19 vaccines are effective in preventing severe cases [16, 17]. However, the legal emergency use of COVID-19 vaccine in Chinese mainland began in July 2020 [18]. Secondly, reduced pathogenicity of SARS-CoV-2 variant strains. Virological studies have shown that over time, SARS-CoV-2 undergoes constant mutations during transmission, the variants of concern including alpha, beta, gamma, delta, followed by Omicron [19]. Compared to previous strains, Alpha and Delta variant strains are more likely to cause severe COVID-19 [20], while Omicron strains are less likely to cause severe COVID-19 [21, 22]. However, Omicron mainly became prevalent globally after December 2021 [23, 24], while other variant strains became prevalent in different regions of the world after October 2020, all significantly later than April 14, 2020 [23, 24]. Finally, the improvement of COVID-19 treatment level and the guarantee of high-quality medical conditions. The prevention, diagnosis, and treatment plans for COVID-19 are timely developed and updated. For example, on March 3, 2020, the diagnosis and treatment plan for COVID-19 was updated to the seventh edition [25], and on February 14, 2020, the diagnosis and treatment plan for severe COVID-19 cases was updated to the second edition [26]. China has developed infrastructure technology and manufacturing industry, resulting in rapid construction of medical facilities and rapid production of drugs, medical devices, especially ventilators for the treatment of severe illnesses. This ensured the need to fight against the COVID-19. Traditional Chinese medicine has also played an important role in the prevention and treatment of COVID-19 [27]. In addition, the strict supervision of COVID-19 prevention and control by the Chinese government is a strong guarantee for the early improvement of the epidemic and the reduction of deaths. These factors can not only reduce the conversion of mild COVID-19 to severe COVID-19, but also ensure sufficient treatment for severe COVID-19.
Accordingly, the continuous improvement of treatment level and the strong supervision from Chinese government on COVID-19 have provided adequate treatment for COVID-19 cases and played a vital role in reducing severe cases and mortality. From January 10, 2020 to April 14, 2020, after 95 days, the mortality rate of COVID-19 has been reduced to almost zero.
Three-year strict quarantine and defense policies
Chinese government implemented strict quarantine measures and effectively guaranteed the supply of medical places, facilities, instruments, drugs and medical staff. As a result, the epidemic was controlled as early as possible and deaths were minimized to the greatest extent possible. However, the three-year strict quarantine and defense measures have also hindered national economy development, reduced personal economic income, and disrupted personal daily work and life. When to stop strict quarantine measures is a major test for China. So far, SARS-CoV-2 mutations all increase its infectivity [28–32]. In December 2021, Chinese mainland reported the first case of Omicron [33], and then it spread rapidly. Some studies showed that the infectivity of Omicron was 13 times higher than the original strain [34], and 40.50% of the infected people were asymptomatic carriers [34], [35]. Therefore, the increasing infectivity of COVID-19 and the inevitable frequent contact between people have predicted that COVID-19 will inevitably coexist with humans and lead to the failure of the ‘dynamic zero clearing’ policy. The pathogenicity of COVID-19 determines its lethality, and studies have shown that the alpha and delta variant strains are more pathogenic than previous strains [20]. However, the spread of the Alpha strain did not significantly increase the severe COVID-19 rate and mortality rate [36], and after April 14, 2020, with the increase of COVID-19 cases, there were almost no deaths in Chinese mainland (Supplementary Material 4). All these reminders indicate that after mid-April 2020, although the continuous mutation of SARS-CoV-2 has increased its infectivity and gradually increased the number of infected individuals, it has not posed a threat to individual life safety, and strict quarantine measures cannot completely eliminate the virus. Therefore, we are curious whether replacing strict quarantine with relaxed quarantine measures after mid-April 2020, or at a slightly later time (May 29, 2020), would not only not lead to a significant increase of deaths, but also not affect the national economy and individual life. Of course, this requires scientific experiments on the pathogenicity of viruses as a prerequisite, as well as sufficient medical facilities, medical equipment, drugs, vaccines, and medical staff as guarantees.