Zijian Feng’s research while affiliated with The Chinese Medical Association and other places

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Publications (159)


Selection of studies for inclusion in the review.
Adverse events after vaccination among three populations (all age, adults, elderly). (a) Solicited local adverse events. (b) Solicited systematic adverse events. (c) Unsolicited adverse events.
Neutralizing antibodies for the ancestral strain of the live SARS-CoV-2 virus after the primary series and boosters. The bar graphs indicate the trend of the seroconversion rate after two doses of inactivated vaccinations or booster immunization. The line graph connected by yellow dots indicates the trend of GMT after receiving two doses of the inactivated vaccine; the dots for booster immunization are not connected, just displayed.
Duration of the vaccine’s effectiveness conferred by the primary series. (a) People ≥16 years of age; (b) people ≥16 and <60 years of age. The dots in the bar chart show the effectiveness of the vaccine against death and severe infection/hospitalization in the studies in the real word we collected at different periods after completion of the primary series.
Characteristics of studies included in the meta-analysis.

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Safety, Immunogenicity, and Effectiveness of Chinese-Made COVID-19 Vaccines in the Real World: An Interim Report of a Living Systematic Review
  • Literature Review
  • Full-text available

July 2024

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21 Reads

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2 Citations

Yangyang Qi

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Hui Zheng

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Jinxia Wang

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Zijian Feng

Background: Several COVID-19 vaccines were developed and approved in China. Of these, the BIBB-CorV and CoronaVac inactivated whole-virion vaccines were widely distributed in China and developing countries. However, the performance of the two vaccines in the real world has not been summarized. Methods: A living systematic review based on findings from ongoing post-licensure studies was conducted, applying standardized algorithms. Articles published between 1 May 2020 and 31 May 2022 in English and Chinese were searched for in Medline, Embase, WanFang Data, medRxiv, bioRxiv, arXiv, SSRN, and Research Square, using SARS-CoV-2, COVID-19, and vaccine as the MeSH terms. Studies with estimates of safety, immunogenicity, and effectiveness from receiving the BIBB-CorV or CoronaVac vaccine that met the predefined screening criteria underwent a full-text review. The Joanna Briggs Institute’s Critical Appraisal Checklist and the Cochrane risk of bias were used for assessment of the quality. A random-effects meta-regression model was applied to identify the potential impact factors on the vaccines’ effectiveness. Results: In total, 32578 articles were identified, of these, 770 studies underwent a full-text review. Eventually, 213 studies were included. The pooled occurrence of solicited and unsolicited adverse events after any dose of either vaccine varied between 10% and 40%. The top five commonly reported rare adverse events were immunization stress-related responses (211 cases, 50.0%), cutaneous responses (43 cases, 10.2%), acute neurological syndrome (39 cases, 9.2%), anaphylaxis (17 cases, 4.0%), and acute stroke (16 cases, 3.8%). The majority (83.3%) recovered or were relieved within several days. The peak neutralization titers against the ancestral strain was found within 1 month after the completion of the primary series of either vaccine, with a GMT (geometric mean titer) of 43.7 (95% CI: 23.2–82.4), followed by a dramatic decrease within 3 months. At Month 12, the GMT was 4.1 (95% CI: 3.8–4.4). Homologous boosting could restore humoral immunity, while heterologous boosting elicited around sixfold higher neutralization titers in comparison with homologous boosting. The effectiveness of receiving either vaccine against death and severe disease was around 85% for both shortly after the primary series. At Month 12, the protection against death did not decline, while the protection against severe disease decreased to ~75%. Conclusions: Both the BIBP-CorV and CoronaVac inactivated vaccines are safe. Sustained vaccine effectiveness against death was determined 12 months after the primary series, although protection against severe disease decreased slightly over time. A booster dose could strengthen the waning effectiveness; however, the duration of the incremental effectiveness and the additional benefit provided by a heterologous booster need to be studied.

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FIGURE 1. Estimated levels of protection against various Omicron variants based on the time elapsed since primary infection. Note: The shaded areas represent the 95% confidence intervals (CIs). The size of each bubble is proportional to the reciprocal of the standard error (SE).
Protection (%) against reinfection by different Omicron sub-lineages.
Estimates of protection (%) against various Omicron variants based on the time elapsed since primary infection.
Protection of Omicron Sub-Lineage Infection Against Reinfection with Another Omicron Sub-Lineage: Systematic Review, Meta-Analysis, and Meta-Regression — Worldwide, 2022–2023

June 2024

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14 Reads

China CDC Weekly

What is already known about this topic? Both the decline in immunity over time and the evolution of the virus play a role in the level of protection offered by a prior infection. What is added by this report? Point estimates indicated variations in protection levels based on the initial infecting variant and the reinfecting variant. There was a consistent correlation between real-world protection, antigenic distance, and humoral immunity levels. Specifically, shorter antigenic distances and higher humoral immunity levels corresponded to enhanced real-world protection. What are the implications for public health practice? Our findings suggest that virological and immunological studies could help identify and assess the epidemic risk posed by new variants before they become dominant. Prompt incorporation of the latest variants into the antigen components of the coronavirus disease 2019 (COVID-19) vaccines can significantly contribute to effective epidemic prevention and control measures.


FIGURE 1. Structure and responsibilities of COVEP. Abbreviation: COVID-19=coronavirus disease 2019; COVEP=COVID-19 Vaccines Evaluation Program.
Abbreviation: COVEP=COVID-19 Vaccines Evaluation Program.
The COVID-19 Vaccines Evaluation Program: Implementation, Management, and Experiences, 2021–2023

June 2024

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2 Reads

China CDC Weekly

In 2021, China’s domestically produced coronavirus disease 2019 (COVID-19) vaccines received approval from regulatory bodies and were administered worldwide. Due to a low number of infections within China during that period, it became imperative to evaluate the vaccines’ real-world effectiveness through international studies. To facilitate this, China CDC launched the COVID-19 Vaccines Evaluation Program (COVEP). This program formed research collaboration agreements with health institutes across five World Health Organization regions, addressing key questions about vaccine performance through ten cooperative agreements. The findings from COVEP projects reinforced confidence, both domestically and globally, in the effectiveness of the vaccines produced in China. Moreover, the outcomes observed internationally were frequently mirrored by later studies conducted within China. COVEP thus pioneered a novel approach for fostering cross-national research collaborations, addressing significant public health issues and exemplifying a framework for international cooperation. This approach is in line with the strategic objectives and other development efforts of China CDC’s national disease control and prevention initiatives.


Analysis and forecasting of syphilis trends in mainland China based on hybrid time series models

May 2024

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265 Reads

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1 Citation

Syphilis remains a serious public health problem in mainland China that requires attention, modelling to describe and predict its prevalence patterns can help the government to develop more scientific interventions. The seasonal autoregressive integrated moving average (SARIMA) model, long short-term memory network (LSTM) model, hybrid SARIMA-LSTM model, and hybrid SARIMA-nonlinear auto-regressive models with exogenous inputs (SARIMA-NARX) model were used to simulate the time series data of the syphilis incidence from January 2004 to November 2023 respectively. Compared to the SARIMA, LSTM, and SARIMA-LSTM models, the median absolute deviation (MAD) value of the SARIMA-NARX model decreases by 352.69%, 4.98%, and 3.73%, respectively. The mean absolute percentage error (MAPE) value decreases by 73.7%, 23.46%, and 13.06%, respectively. The root mean square error (RMSE) value decreases by 68.02%, 26.68%, and 23.78%, respectively. The mean absolute error (MAE) value decreases by 70.90%, 23.00%, and 21.80%, respectively. The hybrid SARIMA-NARX and SARIMA-LSTM methods predict syphilis cases more accurately than the basic SARIMA and LSTM methods, so that can be used for governments to develop long-term syphilis prevention and control programs. In addition, the predicted cases still maintain a fairly high level of incidence, so there is an urgent need to develop more comprehensive prevention strategies.


Comparison of simulation and predictive efficacy for hemorrhagic fever with renal syndrome incidence in mainland China based on five time series models

February 2024

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45 Reads

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2 Citations

Background Hemorrhagic fever with renal syndrome (HFRS) is a zoonotic infectious disease commonly found in Asia and Europe, characterized by fever, hemorrhage, shock, and renal failure. China is the most severely affected region, necessitating an analysis of the temporal incidence patterns in the country. Methods We employed Autoregressive Integrated Moving Average (ARIMA), Long Short-Term Memory (LSTM), Convolutional Neural Network (CNN), Nonlinear AutoRegressive with eXogenous inputs (NARX), and a hybrid CNN-LSTM model to model and forecast time series data spanning from January 2009 to November 2023 in the mainland China. By comparing the simulated performance of these models on training and testing sets, we determined the most suitable model. Results Overall, the CNN-LSTM model demonstrated optimal fitting performance (with Root Mean Square Error (RMSE), Mean Absolute Percentage Error (MAPE), and Mean Absolute Error (MAE) of 93.77/270.66, 7.59%/38.96%, and 64.37/189.73 for the training and testing sets, respectively, lower than those of individual CNN or LSTM models). Conclusion The hybrid CNN-LSTM model seamlessly integrates CNN’s data feature extraction and LSTM’s recurrent prediction capabilities, rendering it theoretically applicable for simulating diverse distributed time series data. We recommend that the CNN-LSTM model be considered as a valuable time series analysis tool for disease prediction by policy-makers.


Trend analysis and prediction of gonorrhea in mainland China based on a hybrid time series model

January 2024

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239 Reads

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4 Citations

BMC Infectious Diseases

Background Gonorrhea has long been a serious public health problem in mainland China that requires attention, modeling to describe and predict its prevalence patterns can help the government to develop more scientific interventions. Methods Time series (TS) data of the gonorrhea incidence in China from January 2004 to August 2022 were collected, with the incidence data from September 2021 to August 2022 as the validation. The seasonal autoregressive integrated moving average (SARIMA) model, long short-term memory network (LSTM) model, and hybrid SARIMA-LSTM model were used to simulate the data respectively, the model performance were evaluated by calculating the mean absolute percentage error (MAPE), root mean square error (RMSE), and mean absolute error (MAE) of the training and validation sets of the models. Results The Seasonal components after data decomposition showed an approximate bimodal distribution with a period of 12 months. The three models identified were SARIMA(1,1,1) (2,1,2)12, LSTM with 150 hidden units, and SARIMA-LSTM with 150 hidden units, the SARIMA-LSTM model fitted best in the training and validation sets, for the smallest MAPE, RMSE, and MPE. Conclusions The overall incidence trend of gonorrhea in mainland China has been on the decline since 2004, with some periods exhibiting an upward trend. The incidence of gonorrhea displays a seasonal distribution, typically peaking in July and December each year. The SARIMA model, LSTM model, and SARIMA-LSTM model can all fit the monthly incidence time series data of gonorrhea in mainland China. However, in terms of predictive performance, the SARIMA-LSTM model outperforms the SARIMA and LSTM models, with the LSTM model surpassing the SARIMA model. This suggests that the SARIMA-LSTM model can serve as a preferred tool for time series analysis, providing evidence for the government to predict trends in gonorrhea incidence. The model's predictions indicate that the incidence of gonorrhea in mainland China will remain at a high level in 2024, necessitating that policymakers implement public health measures in advance to prevent the spread of the disease.


Attitudes Regarding Influenza Vaccination Among Public Health Workers during COVID-19 Pandemic — China, September 2022

February 2023

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7 Reads

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1 Citation

China CDC Weekly

What is already known about this topic?: Public health workers (PHWs) were listed as a priority group recommended for influenza vaccination during the coronavirus disease 2019 (COVID-19) pandemic. Understanding the drivers of influenza vaccine hesitancy among PHWs can promote influenza vaccination in the COVID-19 pandemic. What is added by this report?: The study found that 10.7% of PHWs were hesitant to get an influenza vaccination. Drivers associated with vaccine hesitancy were assessed based on "3Cs model." The absence of a government or workplace requirement and concerns about vaccine safety were the biggest obstacles for PHWs to recommend influenza vaccination. What are the implications for public health practice?: Interventions are needed to improve PHWs' influenza vaccine coverage to prevent the co-circulation of influenza and COVID-19.


Analysis of a Sabin-Strain Inactivated Poliovirus Vaccine Response to a Circulating Type 2 Vaccine-Derived Poliovirus Event in Sichuan Province, China 2019-2021

January 2023

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82 Reads

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10 Citations

JAMA Network Open

Importance: The Sabin-strain inactivated poliovirus vaccine (IPV) may be a tool for polio outbreak response in certain situations. Objective: To investigate the response to a type 2 vaccine-derived poliovirus (VDPV2) outbreak. Design, setting, and participants: This case series was conducted in China after a VDPV2 was detected in stool specimens from a child with acute flaccid paralysis (AFP) in Sichuan Province in 2019, 3 years after the global withdrawal of live, attenuated type 2 oral poliovirus vaccine (OPV). Investigation followed National Health Commission and World Health Organization guidance and included searching hospitals for unreported AFP cases; testing stool specimens from the child, his contacts, and local children; enhanced environmental surveillance for VDPV2s in wastewater; and measuring vaccination coverage. Sabin-strain IPV campaigns were conducted in a wide geographic area. Main outcomes and measures: Any VDPV2 detection after completion of the supplementary immunization activities. Results: A 28-nucleotide-change VDPV2 was isolated from a young boy. Three VDPV2s were detected in healthy children; 2 were contacts of the original child, and none had paralysis. A search of 31 million hospital records found 10 unreported AFP cases; none were polio. No type 2 polioviruses were found in wastewater. Prior to the event, polio vaccine coverage was 65% among children younger than 5 years. Sabin-strain IPV campaigns reached more than 97% of targeted children, administering 1.4 million doses. No transmission source was identified. More than 1 year of enhanced poliovirus environmental and AFP surveillance detected no additional VDPVs. Conclusions and relevance: These findings suggest that the circulating VPDV2 outbreak in 2019 was associated with low vaccine coverage. An investigation discovered 3 infected but otherwise healthy children and no evidence of the virus in wastewater. Following Sabin-strain IPV-only campaigns expanding from county to prefecture, the poliovirus was not detected, and the outbreak response was considered by an expert panel and the World Health Organization to have been successful. This success suggests that the Sabin-strain IPV may be a useful tool for responding to circulating VDPV2 outbreaks when high-quality supplementary immunization activities can be conducted and carefully monitored in settings with good sanitation.




Citations (81)


... The conditional licensed inactivated, subunit, and non-replicable adenovirusvector vaccines, together with the Zero-Covid policy were implemented to prevent the transmission of COVID-19 in China. 1 Since December 7, 2022, the Omicron lineages BA.5 and BF.7 accounted for 67.0% and 29.5% of the SARS-CoV-2 infections in China, respectively, 2 with the increasing prevalence of less pathogenic COVID-19 strains China started to lift the draconian Zero-Covid restriction policies. During this transition period, a China-made mRNA chimera vaccine (RQ3013) developed by RNACure Inc. and Walvax Inc. 3 was evaluated. ...

Reference:

Efficacy, immunogenicity, and safety of heterologous boosting with a novel chimera Chinese mRNA (RQ3013) SARS-CoV-2 vaccine: A randomized, double-blind, active-controlled trial
Safety, Immunogenicity, and Effectiveness of Chinese-Made COVID-19 Vaccines in the Real World: An Interim Report of a Living Systematic Review

... However, the application of the SARIMA model is not without limitations. It is essential that the data used for modeling are relatively smooth, as the model may struggle with complex nonlinear data, potentially leading to a loss of information during the transformation process [68]. Additionally, while SARIMA is effective for many types of seasonal data, it may not always outperform hybrid models that combine SARIMA with other techniques, such as ANN or GA [69,70]. ...

Analysis and forecasting of syphilis trends in mainland China based on hybrid time series models

... Convolutional neural network (CNN) has high performance in predicting grid structured data, but PPD datasets come from a wide range of sources, and PPD data is generally not grid structured, making it difficult for CNN to fully explore the important information related to PPD dataset. Long Short-Term Memory (LSTM) has high performance in processing time series information, but PPD datasets are often non time series data, which limits the accuracy of LSTM in predicting PPD (52). The combination of FCNN and DNN is of great necessity and rationality in predicting PPD. ...

Comparison of simulation and predictive efficacy for hemorrhagic fever with renal syndrome incidence in mainland China based on five time series models

... In this study, the trend of occurrence decreased since 2018, but exhibited an increasing trend once again in 2023. Alongside scrub typhus, other infectious diseases, such as gonorrhea and hepatitis, displayed similar patterns (Wang et al., 2024;Zheng et al., 2023). This may be attributed to the Chinese government's embargo strategy in response to the novel coronavirus outbreak, which involved strict control of population movement. ...

Trend analysis and prediction of gonorrhea in mainland China based on a hybrid time series model

BMC Infectious Diseases

... The study indicated that about 60% of the participants had a history of influenza vaccination in the past three years. In recent years, studies showed that the Chinese public's influenza vaccination rate in a single year was about 20% (54)(55)(56)(57). And the influenza vaccination rates in some high-risk population group including health-care workers, children, and senior citizens were about 50% (58)(59)(60). ...

Attitudes Regarding Influenza Vaccination Among Public Health Workers during COVID-19 Pandemic — China, September 2022

China CDC Weekly

... Specimens with positive cultures or positive RT-PCR results for poliovirus nucleic acid were further characterized by genomic sequencing at the National Polio Reference Laboratory in China CDC, a designated WHO Regional Reference Laboratory for polio. Genomic sequencing was performed to determine the genetic divergence from the Sabin vaccine strains and to identify any potential recombinant events [14]. Blood specimens of the infant patient were obtained for immune function assessment, including immunoglobulin levels (IgG, IgA, IgM), complement components (C3, C4), C-reactive protein (CRP), T-lymphocyte subsets, B-cells, natural killer (NK) cells, and neutrophil CD64 index (N-CD64). ...

Analysis of a Sabin-Strain Inactivated Poliovirus Vaccine Response to a Circulating Type 2 Vaccine-Derived Poliovirus Event in Sichuan Province, China 2019-2021

JAMA Network Open

... 8,18 China is also considering initiating a fourth vaccination at an appropriate time in response to a COVID-19 pandemic. 19 The aim of this study was to assess the relationship between hesitancy and friends of Chinese healthcare workers regarding the fourth booster vaccination in the context of social reopening. We hypothesized friends' attitudes would independently predict one's own vaccine hesitancy even after accounting for demographic, medical history, COVID-19 knowledge and infection variables. ...

Vaccinate with Confidence and Finish Strong

China CDC Weekly

... Mass Spectrometry Immunohistochemistry (MS-IHC) is an increasingly important method for characterising the spatial organisation of proteins in biological samples using metal-tagged antibodies, allowing for the simultaneous detection of up to 40 different protein markers. Current MS-IHC techniques include Multiplexed Ion Beam Imaging (MIBI ™ ) (Keren et al., 2019), developed by IonPath, which utilises a charged primary ion beam, and Imaging Mass Cytometry (IMC), which employs a pulsed laser beam (Giesen et al., 2014;Feng et al., 2022;Kuett et al., 2022), reaching a spatial resolution of 400 nm. In the work of Keren and colleagues, MIBI-TOF technology was used to resolve regional heterogeneity in the tumour-immune microenvironment by analysing the localisation of 36 proteins, including tumour and immune cell phenotypes, and immuno-regulatory proteins, such as vimentin and EpCAM molecules which are highly expressed in metastatic cancer, in single triple negative breast tumours (Spizzo et al., 2011;Keren et al., 2019;Berr et al., 2023). ...

In situ imaging for tumor microbiome interactions via imaging mass cytometry on single‐cell level
  • Citing Article
  • March 2022

Cytometry Part A

... Clinical manifestations of COVID-19 affecting the gastrointestinal system, including symptoms such as anorexia, diarrhea, nausea, vomiting, and abdominal discomfort, generally present with moderate severity and are often self-limiting [10,11]. Currently, despite extensive vaccination campaigns and potential reductions in the virulence of COVID-19, the disease continues to pose a significant global health challenge, evolving from a pandemic to an endemic condition [12][13][14]. ...

Vaccination strategy and challenges for consolidating successful containment of covid-19 with population immunity in China

The BMJ

... Supplementation of stationary-phase cultures of E. coli, Staphylococcus aureus, and Mycobacterium smegmatis with glucose and a suitable terminal electron acceptor to stimulate respiratory metabolism is sufficient to sensitize cells to quinolone killing 50,51 . Recent studies also show that NO-releasing polymeric substrates and silver nanomaterials with petal-like structures promote uptake of aminoglycosides and/or norfloxacin 22,52 . The metabolism of the gut microbiome can also modulate antibiotic efficiency, as noted in high-fat diet-fed mice, such that the tryptophan metabolite indole-3-acetic acid promotes antibiotic efficacy against persisters 53 . ...

Silver nanoflower coupled with low dose antibiotics enables highly effective Drug-resistant bacteria eradication
  • Citing Article
  • December 2021

Journal of Materials Chemistry B