Fengchao Liang’s research while affiliated with Southern University of Science and Technology and other places

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Publications (13)


AS-0326 Proteomic Biomarker Discovery and Machine Learning–Based Prediction of Acute Coronary Syndrome in Young Adults: A Multi-Marker Study
  • Article

November 2024

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10 Reads

Journal of the American College of Cardiology

Tangzhiming Li

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Fengchao Liang

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Xin Sun

Flow‐chart of the excluding criteria. BMI, body mass index; CKD, chronic kidney disease; CVD, cardiovascular disease; GLP‐1 RA, glucagon‐like peptide‐1 receptor agonists.
Incidence risks of potential glucagon‐like peptide‐1 receptor agonists (GLP‐1 RAs) adverse effects in comparison to insulin subcutaneous injections after propensity score matching (PSM), GLP‐RAs group stratified by 12 months usage. The final results of competing risks model were presented as sub‐distribution hazard ratios (sHRs) with 95% confidence intervals (CIs) for each corresponding GLP‐1 RAs group which was stratified by the duration of usage.
Incidence risks of potential glucagon‐like peptide‐1 receptor agonists (GLP‐1 RAs) adverse effects in comparison to metformin use after propensity score matching (PSM), GLP‐RAs group stratified by 12 months. The final results of competing risks model were presented as sub‐distribution hazard ratios (sHRs) with 95% confidence intervals (CIs) for each corresponding GLP‐1 RAs group which was stratified by the duration of usage.
The potential adverse effects of hypodermic glucagon‐like peptide ‐1 receptor agonist on patients with type 2 diabetes: A population‐based study
  • Article
  • Full-text available

October 2024

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50 Reads

Background Glucagon‐like peptide‐1 receptor agonists (GLP‐1 RAs), a class of injectable antidiabetic drugs, have shown significant efficacies in improving glycemic and weight control in patients with type 2 diabetes (T2D). However, the long‐term safety of GLP‐1 RAs remains insufficiently studied. This study aimed to provide real‐world evidence on potential adverse outcomes associated with GLP‐1 RAs use in T2D patients without major chronic diseases including impaired cardiac or renal function. Methods We conducted a retrospective cohort study involving 7746 T2D patients on GLP‐1 RAs in Shenzhen, China. They were compared with 124 371 metformin‐only users and 36 146 insulin‐only users, forming two therapy control groups. GLP‐1 RAs users were also further 1:2 paired with the control groups. Competing risk survival analyses were conducted to assess the incidence risks, presenting subdistributional hazard ratios (sHRs) with 95% confidence intervals (CIs) for various adverse outcomes associated with GLP‐1 RAs use. Results Compared with metformin‐only users, GLP‐1 RAs use was associated with increased risks of various adverse outcomes (sHRs with 95% CIs), including pancreatitis (2.01, 1.24–3.24), acute nephritis (3.20, 2.17–4.70), kidney failure (3.73, 2.74–5.08), thyroid cancer (2.25, 1.23–4.10), and thyroid dysfunction (1.27, 1.00–1.63), respectively; Similar results were also found when compared with insulin‐only users. Importantly, long‐term (≥12 months) GLP‐1 RAs use may further elevate the incidence risks of pancreatitis, acute nephritis, thyroid cancer, and thyroid dysfunction. Conclusion Compared with traditional T2D treatments, GLP‐1 RAs use may be associated with increased risks of various adverse outcomes in a Chinese population. Cautions were strongly warranted in the use of GLP‐1 RAs. Further validation is crucial across diverse populations. image

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Fig. 1. Data source utilized in Shenzhen Health Information Platform. Figure legend: Electronic Health Records from multiple databases were extracted and analyzed in the present analyses, including the Medical Records, the Resident Records, and the Death Records.
Fig. 2. Flowchart of study population selection. Figure legend: The study population was selected from adult individuals who were diagnosed with pneumonia in the inpatient setting, had pneumonia diagnosed in the outpatient setting, and underwent health checkups as eligible pneumonia inpatients, pneumonia outpatients, and healthy controls, respectively, by employing a set of inclusion and exclusion criteria. Further, we performed propensity score matching to select up to 5 healthy controls for each pneumonia patient, to balance baseline characteristics between patients and controls, including age, sex, marital status, ethnicity group, education, history of hypertension, and history of diabetes.
Fig. 4. Associations of cardiovascular diseases with pneumonia diagnosis among inpatients by age groups. Figure legend: Associations between pneumonia and cardiovascular diseases were estimated by age groups. All models adjusted for age, sex, education, marital status, and ethnic group, the season of the index date, and disease histories (hypertension, diabetes, and COPD), and Cox regression models were stratified by the "pneumonia patient -healthy control" pairs. Points and horizontal lines denote the point estimates and confidence intervals of HRs, respectively, where color groups represent estimates among different age groups.
Baseline characteristics of the study population.
Time-dependent cardiovascular risks following pneumonia in inpatient and outpatient settings: A register-based cohort study

September 2024

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47 Reads

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1 Citation

International Journal of Cardiology Cardiovascular Risk and Prevention

Background The elevated long-term cardiovascular disease (CVD) risks associated with pneumonia have been observed among inpatients, yet the risks associated with outpatients are less understood. Methods We used register-based data and a matched cohort design, including 98,354 pneumonia inpatients and 44,486 outpatients, as well as a 5-fold number of matched healthy controls. Associations between pneumonia presentation (in inpatient and outpatient settings) and long-term CVD risks were measured by rate difference and hazard ratio (HR) using Poisson and Cox regressions in a time-dependent manner. Results During a maximum follow-up period of 5.7 years of ischemic heart disease (IHD), heart failure (HF), and stroke were documented among pneumonia inpatients. Relative to healthy controls, pneumonia patients showed increased risks of IHD, HF, and stroke. Women and young inpatients demonstrated stronger associations of CVD with pneumonia; inpatients aged 60 years or older showed the highest excessive CVD risks. Conclusions Pneumonia demanding outpatient and inpatient cares are intermediate-term and long-term risk factors of incident CVDs respectively, underscoring the need to plan setting-specific and time-dependent CVD-preventive cares following pneumonia presentation.


Impact of some antiviral drugs on health care utilization for patients with COVID-19: a systematic review and meta-analysis

September 2023

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166 Reads

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3 Citations

Background: We aimed to assess the impact of antiviral drugs (fluvoxamine,remdesivir, lopinavir/ritonavir (LPV/r), molnupiravir, andnirmatrelvir/ritonavir (NRV/r)) on health care utilization (HCU) inCOVID-19 patients. We summarized findings from randomized controlledtrials (RCTs) and observational studies. Methods: We systematically searched four medical databases (PubMed, Web of Science, Embase, Cochrane Library) for COVID-19 studies up to February 15, 2023. A comprehensive review, meta-analysis, sensitivity analysis, and subgroup analysis were conducted. Pooled effects with 95% confidence intervals (CIs) were calculated for antiviral drugs' impact on hospitalization, mechanical ventilation (MV), and intensive care unit (ICU) outcomes. Results: Our analysis included 34 studies (584,978 patients). Meta-analysisindicated potential benefits: remdesivir and molnupiravir potentiallyreduced MV risk, and NRV/r correlated with lower hospitalizationrates. However, LPV/r did not notably curb HCU. Remdesivir waspreferable for high-risk COVID-19 patients, while molnupiravir andNRV/r were recommended for those aged 60 and above. Conclusion: Remdesivir, molnupiravir, and NRV/r may reduce HCU during the COVID-19 pandemic. However, due to limited study details and significant heterogeneity in effect estimates, further precise evidence is crucial, especially concerning emerging variants.


The selection criteria of study population.
Shift work and risk of incident gastroesophageal reflux disease: the association and mediation

August 2023

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64 Reads

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1 Citation

Introduction Shift work has become an increasingly common work mode globally. This study aimed to investigate the association between shift work and the risk of incident gastroesophageal reflux disease (GORD), an upward gastrointestinal disorder disease worldwide, and to explore the mediating factors. Method A total of 262,722 participants from the UK Biobank free of GORD and related gastrointestinal diseases were included to investigate the association and potential mediators between shift work and incident GORD. Multivariate-adjusted Cox models were used to evaluate the association between shift work status and GORD incidence. Results Compared to non-shift workers, shift workers had a 1.10-fold greater risk of incident GORD [95% confidence intervals (CIs): 1.03, 1.18], after adjusting for a range of potential confounders. However, the excess risk of GORD attenuated to the null after further adjusting for selected mediators. Specifically, the association was mediated by sleep patterns (25.7%), healthy behaviors (16.8%), depressive symptoms (20.2%), chronic conditions (13.3%), and biological factors (17.6%). After adjustment for all the mediators together, the association was attenuated by 71.5%. Discussion Our findings indicated that long-term shift workers may have a higher risk of incident GORD, yet the excess risk may be explained by poor sleep quality, unhealthy behaviors, depressive symptoms, etc. This has positive implications for protecting the health of shift workers.



Spatial Accessibility Evaluation and Location Optimization of Primary Healthcare in China: A Case Study of Shenzhen

May 2023

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685 Reads

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15 Citations

The unbalanced allocation of healthcare resources is a major challenge that hinders access to healthcare. Taking Shenzhen as an example, this study aimed to enhance equity in obtaining healthcare services, through measuring and visualizing the spatial accessibility of community healthcare centers (CHC), and optimizing CHC geospatial allocation. We used the number of health technicians per 10,000 to represent the CHC's service capacity, combined with resident points and census data to calculate the population the CHC needs to carry, and then analyzed the accessibility based on the Gaussian two-step floating catchment area method. In 2020, five regions in Shenzhen had better spatial accessibility scores: Nanshan (0.250), Luohu (0.246), Futian (0.244), Dapeng (0.226), and Yantian (0.196). The spatial accessibility of CHCs shows a gradual decrease from the city center to the edge, which is affected by economic and topographic factors. With the support of the maximal covering location problem model, we selected up to 567 candidate locations for the new CHC, which could improve Shenzhen's accessibility score from 0.189 to 0.361 and increase the coverage population by 63.46% within a 15-min impedance. By introducing spatial techniques and maps, this study provides (a) new evidence for promoting equitable access to primary healthcare services in Shenzhen and (b) a foundation for improving the accessibility of public service facilities in other areas.


Spatiotemporal and Seasonal Trends of Class A and B Notifiable Infectious Diseases in China: Retrospective Analysis

April 2023

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161 Reads

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20 Citations

JMIR Public Health and Surveillance

Background China is the most populous country globally and has made significant achievements in the control of infectious diseases over the last decades. The 2003 SARS epidemic triggered the initiation of the China Information System for Disease Control and Prevention (CISDCP). Since then, numerous studies have investigated the epidemiological features and trends of individual infectious diseases in China; however, few considered the changing spatiotemporal trends and seasonality of these infectious diseases over time. Objective This study aims to systematically review the spatiotemporal trends and seasonal characteristics of class A and class B notifiable infectious diseases in China during 2005-2020. Methods We extracted the incidence and mortality data of 8 types (27 diseases) of notifiable infectious diseases from the CISDCP. We used the Mann-Kendall and Sen’s methods to investigate the diseases’ temporal trends, Moran I statistic for their geographical distribution, and circular distribution analysis for their seasonality. ResultsBetween January 2005 and December 2020, 51,028,733 incident cases and 261,851 attributable deaths were recorded. Pertussis (P=.03), dengue fever (P=.01), brucellosis (P=.001), scarlet fever (P=.02), AIDS (P


Figure 1. Flow chart of the selection process of participants.
Associations between Household Solid Fuel Use, Obesity, and Cardiometabolic Health in China: A Cohort Study from 2011 to 2018

February 2023

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41 Reads

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1 Citation

This study aims to explore the longitudinal relationship between solid fuel use and CMD incidence based on a nationally representative follow-up cohort study. A total of 6038 participants of the China Health and Retirement Longitudinal Study (CHARLS) were enrolled in the study. CMD is a cluster of diseases that include heart disease, stroke, and type 2 diabetes. Cox proportional-hazards regression models were used to examine the association between solid fuel use and the incidence or multimorbidity of CMD. The interactions between overweight or obesity and household air pollution on CMD incidence were also investigated. In the present study, solid fuel use from cooking or heating, separately or simultaneously, was positively associated with CMD incidence. Elevated solid fuel use was significantly associated with a higher risk of CMD incidence (HR = 1.25, 95% CI: 1.09, 1.43 for cooking; HR = 1.27, 95% CI: 1.11, 1.45 for heating). A statistically significant interaction between household solid fuel and OW/OB on the incidence of CMD and Cardiometabolic multimorbidity was also observed (p < 0.05). Our findings show that household solid fuel is a risk factor for the incidence of CMD. Therefore, reducing household solid fuel use and promoting clean energy may have great public health value for the prevention of CMD.


The number of daily close contacts and infected cases by different epidemic stages during the Omicron epidemic in Shenzhen, China, in the spring of 2022.
Close Contacts, Infected Cases, and the Trends of SARS-CoV-2 Omicron Epidemic in Shenzhen, China

October 2022

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15 Reads

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1 Citation

(1) The overall trends of the number of daily close contacts and infected cases as well as their association during an epidemic of Omicron Variant of SARS-CoV-2 have been poorly described. (2) Methods: This study was to describe the trends during the epidemic of the Omicron variant of SARS-CoV-2 in Shenzhen, China, including the number of close contacts and infected cases as well as their ratios by days and stages (five stages). (3) Results: A total of 1128 infected cases and 80,288 close contacts were identified in Shenzhen from 13 February 2022 to 1 April 2022. Before the citywide lockdown (14 March), the number of daily close contacts and infected cases gradually increased. However, the numbers showed a decrease after the lockdown was imposed. The ratio of daily close contacts to daily infected cases ranged from 20.2:1 to 63.4:1 and reached the lowest during the lockdown period. The growth rate of daily close contacts was consistent with those of infected cases observed 6 days later to some extent. (4) Conclusions: The Omicron variant epidemic was promptly contained by tracing close contacts and taking subsequent quarantine measures.


Citations (8)


... However, those needing high-flow oxygen or IMV did not see the same benefit [49]. Remdesivir also seems to speed up recovery, reduce complications, and might slightly decrease the need for ventilation [32,50,51]. Additionally, a 5-day treatment course appears to provide more benefits with fewer side effects and lower costs for non-ventilated patients compared to a 10-day course [50]. ...

Reference:

Personalized Assessment of Mortality Risk and Hospital Stay Duration in Hospitalized Patients with COVID-19 Treated with Remdesivir: A Machine Learning Approach
Impact of some antiviral drugs on health care utilization for patients with COVID-19: a systematic review and meta-analysis

... These findings align with a recent meta-analysis of longitudinal studies on shift work and poor mental health [42]. and South Korean Samsung employees [36,37], and also in the association with gastroesophageal reflux disease among the UK biobank participants [38]. However, two studies on Canadian and Malaysian workers did not find sufficient evidence to support sleep quality as a mediating factor in the association between night-shift work and hypertension or metabolic syndrome [23,39]. ...

Shift work and risk of incident gastroesophageal reflux disease: the association and mediation

... In healthcare education, AI-driven chatbots have emerged as promising tools to enhance teaching and learning [15][16][17][18][19][20]. While primarily designed for humanlike language interactions, these AI chatbots offer a wide range of functionalities that support both students and faculty [3,15,17,18]. ...

Chat Generative Pre-Trained Transformer (ChatGPT) usage in healthcare
  • Citing Article
  • July 2023

Gastroenterology & Endoscopy

... Consequently, a comparative analysis of these findings against existing German needs-related planning guidelines remains absent. Secondly, prior research on accessibility to healthcare using the 2SFCA method has often been conducted on larger geographical scales (McGrail & Humphreys, 2015;Gao et al., 2016;Huang et al., 2019;Tao et al., 2020Gao et al., 2021Akakba & Lahmar, 2023;Chen et al., 2023;Guo et al., 2023) or has not included all modes of transportation in their analyses (McGrail & Humphreys, 2015;Langford et al., 2016;Gao et al., 2016;Tang et al., 2017;Huang et al., 2019;Tao et al., 2020Akakba & Lahmar, 2023Chen et al., 2023). ...

Spatial Accessibility Evaluation and Location Optimization of Primary Healthcare in China: A Case Study of Shenzhen

... Cutaneous leishmaniasis is a disease transmitted between humans and animals, underscoring its zoonotic nature (Alemu et al., 2023;Khan et al., 2022;Rafique et al., 2023) Development, optimization, and characterization of trifluralin transfersomal gel to passively target cutaneous leishmaniasis (Castro et al., 2023;de Vries & Schallig, 2022;Khan et al., 2022;Lozano et al., 2023;Madusanka et al., 2022). The World Health Organization has categorized it among the six major infectious diseases in tropical regions globally (WHO, 2023;Díaz et al., 2023;Mboussou et al., 2019;Talisuna et al., 2020;Zheng et al., 2023) Leishmaniasis is prevalent in 88 countries spanning four continents, including 22 countries in Europe and the Americas and 66 countries in Asia and Africa (Mannan et al., 2021;Rocha et al., 2022;Singh et al., 2016;Steverding, 2017;Wamai et al., 2020). It is regarded as one of the most significant diseases in tropical and subtropical regions, ranking second only to malaria (Cowman et al., 2016;Makanjuola & Taylor-Robinson, 2020;Packard, 2021). ...

Spatiotemporal and Seasonal Trends of Class A and B Notifiable Infectious Diseases in China: Retrospective Analysis

JMIR Public Health and Surveillance

... Thus, the odds of developing overweight and obesity were 3.25 times higher among households that used solid fuel than those that used clean fuel for cooking and heating purposes. This is in line with the study conducted in Ghana 38 and China [39][40][41] . A possible justification could be that those who use solid fuels in the home may raise the risk of developing cardiometabolic diseases, such as obesity and overweight, as well as mortality through the aforementioned pathways. ...

Associations between Household Solid Fuel Use, Obesity, and Cardiometabolic Health in China: A Cohort Study from 2011 to 2018

... Numerous studies have established a significant link between PM2.5 exposure and NAFLD, confirming variations in gene expression between NAFLD patients and healthy individuals [26,27]. Moreover, previous studies have demonstrated that exposure to PM2.5 leads to increased hepatic lipid accumulation and have indicated that air pollution is associated with metabolic abnormalities related to NAFLD [28,29]. ...

Long‐term Exposure to Air Pollution and Incident Nonalcoholic Fatty Liver Disease and Cirrhosis: A Cohort Study
  • Citing Article
  • September 2022

Liver international: official journal of the International Association for the Study of the Liver

... In addition, the estimated air pollution concentrations at baseline may not fully capture long-term air pollution exposure over an extended follow-up period; previous studies have indicated the stability of air pollution exposure during prolonged follow-up. Therefore, this exposure estimate is considered consistently reliable [80][81][82][83]. Third, despite adjusting for potential confounding factors as comprehensively as possible in this study, residual confounding bias cannot be completely ruled out. ...

Ambient Air Pollutants and Incident Microvascular Disease: A Cohort Study
  • Citing Article
  • May 2022

Environmental Science and Technology