Zhihui Jia

Ms. Zhihui Jia


Research Focus & Metrics

Academic Career Length

4Years (2023-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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3 June 2024 in JMIR Public Health and Surveillance
Verified
Journal Article
Open access
HCHui Cheng
Hui Cheng
ZJZhihui Jia
Zhihui Jia
YLYu Ting Li
Yu Ting Li
XYXiao Yu
Xiao Yu
JWJia Ji WANG
Jia Ji WANG
Harry H.X. WangHarry H.X. Wang
Harry H.X. Wang
Background: The metabolic score for insulin resistance (METS-IR) has emerged as a noninsulin-based index for the approximation of insulin resistance (IR), yet longitudinal evidence supporting the utility of METS-IR in the primary prevention of type 2 diabetes mellitus (T2DM) remains limited. Objective: We aimed to investigate the longitudinal association between METS-IR, which combines fasting plasma glucose (FPG), lipid profiles, and anthropometrics that can be routinely obtained in resource-limited primary care settings, and the incidence of new-onset T2DM. Methods: We conducted a closed-cohort analysis of a nationwide, prospective cohort of 7583 Chinese middle-aged and older adults who were free of T2DM at baseline, sampled from 28 out of 31 provinces in China. We examined the characteristics of participants stratified by elevated blood pressure (BP) at baseline and new-onset T2DM at follow-up. We performed Cox proportional hazard regression analysis to explore associations of baseline METS-IR with incident T2DM in participants overall and in participants stratified by baseline BP. We also applied net reclassification improvement and integrated discrimination improvement to examine the incremental value of METS-IR. Results: During a mean follow-up period of 6.3 years, T2DM occurred in 527 participants, among which two-thirds (332/527, 62.9%; 95% CI 58.7%-67.1%) had baseline FPG<110 mg/dL. A SD unit increase in baseline METS-IR was associated with the first incidence of T2DM (adjusted hazard ratio [aHR] 1.33, 95% CI 1.22-1.45; P<.001) in all participants. We obtained similar results in participants with normal baseline BP (aHR 1.41, 95% CI 1.22-1.62; P<.001) and elevated baseline BP (aHR 1.29, 95% CI 1.16-1.44; P<.001). The predictive capability for incident T2DM was improved by adding METS-IR to FPG. In study participants with new-onset T2DM whose baseline FPG was <126 mg/dL and <110 mg/dL, 62.9% (332/527; 95% CI 60%-65.9%) and 58.1% (193/332; 95% CI 54.3%-61.9%) of participants had baseline METS-IR above the cutoff values, respectively. Conclusions: METS-IR was significantly associated with new-onset T2DM, regardless of baseline BP level. Regular monitoring of METS-IR on top of routine blood glucose in clinical practice may add to the ability to enhance the early identification of primary care populations at risk for T2DM.

HCHui Cheng
Hui Cheng
XYXiao Yu
Xiao Yu
YLYu Ting Li
Yu Ting Li
ZJZhihui Jia
Zhihui Jia
JWJia Ji WANG
Jia Ji WANG
HWHua-Feng Wu
Hua-Feng Wu
The metabolic score for insulin resistance (METS-IR) was recently proposed as a non-insulin-based, novel index for assessing insulin resistance (IR) in the Western population. However, evidence for the link between METS-IR and prediabetes or type 2 diabetes mellitus (T2DM) among the elderly Chinese population was still limited. We aimed to investigate the associations between METS-IR and prediabetes or T2DM based on large-scale, cross-sectional, routine physical examination data. In a total of 18,112 primary care service users, an increased METS-IR was independently associated with a higher prevalence of prediabetes (adjusted odds ratio [aOR] = 1.457, 95% confidence interval [CI]: 1.343 to 1.581, p < 0.001) and T2DM (aOR = 1.804, 95%CI: 1.720 to 1.891, p < 0.001), respectively. The aOR for prediabetes in subjects with the highest quartile of METS-IR was 3.060-fold higher than that in those with the lowest quartile of METS-IR. The aOR for T2DM in subjects with the highest quartile of METS-IR was 6.226-fold higher than that in those with the lowest quartile of METS-IR. Consistent results were obtained in subgroup analyses. Our results suggested that METS-IR was significantly associated with both prediabetes and T2DM. The monitoring of METS-IR may add value to early identification of individuals at risk for glucose metabolism disorders in primary care.

1 July 2025 in International Journal of General Medicine
Verified
Journal Article
Open access
PDF file
ZJZhihui Jia
Zhihui Jia
ZNZimin Niu
Zimin Niu
YXYao Jie Xie
Yao Jie Xie
ZSZhiran Su
Zhiran Su
JWJia Ji Wang
Jia Ji Wang
Harry H.X. WangHarry H.X. Wang
Harry H.X. Wang
Background: Effective blood pressure (BP) control necessitates sustained adherence to self-care regimes; however, adherence can be undermined by excessive treatment burden. The longitudinal dynamics between treatment burden and self-care behaviours remain less understood, with particularly limited understanding of how the temporal relationship may influence BP control. Objective: This study sought to examine the temporal relationship between treatment burden and self-care while investigating their collective longitudinal impact on both systolic BP levels and hypertension control. Methods: We investigated a community-based longitudinal cohort of 1718 hypertensive patients (mean age 54.6 ± 11.9 years; 28.5% with coexisting diabetes). Treatment burden and self-care were measured at two time points (T1 and T2), separated by an approximate 11-month period, with BP measured in the subsequent 14 months (T3). We employed cross-lagged panel modelling and mediation analysis to examine the temporal relationship between treatment burden and self-care (from T1 to T2) and their collective influence on systolic BP and hypertension control (T3). Results: After adjusting for covariates, we observed a significant cross-lagged path coefficient between treatment burden (T1) and self-care (T2) in the total sample (path coefficient = − 0.089, P< 0.001). The association remained consistent across subgroups–including individuals aged less than 60 years (path coefficient = − 0.083), aged 60 years and above (path coefficient = − 0.113), diabetic patients (path coefficient = − 0.103), and non-diabetic patients (path coefficient = − 0.085), with all P< 0.001. The mediation analyses demonstrated that self-care (T2) accounted for 10.7% (P< 0.001) and 11.1% (P< 0.001) of the total effect of treatment burden (T1) on systolic BP and hypertension control (T3), respectively. Conclusion: Our study findings establish a temporal sequence wherein elevated treatment burden precedes suboptimal self-care capacity, which in turn adversely affects subsequent BP control. The nature of such association opens the door for further primary care research on developing more sustainable hypertension management strategies.

3 June 2023 in JMIR Preprints
Verified
Preprint
Open access
HCHui Cheng
Hui Cheng
ZJZhihui Jia
Zhihui Jia
YLYu Ting Li
Yu Ting Li
XYXiao Yu
Xiao Yu
JWJia Ji WANG
Jia Ji WANG
Harry H.X. WangHarry H.X. Wang
Harry H.X. Wang
BACKGROUND The metabolic score for insulin resistance (METS-IR) has emerged as a noninsulin-based index for the approximation of insulin resistance (IR), yet longitudinal evidence supporting the utility of METS-IR in the primary prevention of type 2 diabetes mellitus (T2DM) remains limited. OBJECTIVE We aimed to investigate the longitudinal association between METS-IR, which combines fasting plasma glucose (FPG), lipid profiles, and anthropometrics that can be routinely obtained in resource-limited primary care settings, and the incidence of new-onset T2DM. METHODS We conducted a closed-cohort analysis of a nationwide, prospective cohort of 7583 Chinese middle-aged and older adults who were free of T2DM at baseline, sampled from 28 out of 31 provinces in China. We examined the characteristics of participants stratified by elevated blood pressure (BP) at baseline and new-onset T2DM at follow-up. We performed Cox proportional hazard regression analysis to explore associations of baseline METS-IR with incident T2DM in participants overall and in participants stratified by baseline BP. We also applied net reclassification improvement and integrated discrimination improvement to examine the incremental value of METS-IR. RESULTS During a mean follow-up period of 6.3 years, T2DM occurred in 527 participants, among which two-thirds (332/527, 62.9%; 95% CI 58.7%-67.1%) had baseline FPG<110 mg/dL. A SD unit increase in baseline METS-IR was associated with the first incidence of T2DM (adjusted hazard ratio [aHR] 1.33, 95% CI 1.22-1.45; P<.001) in all participants. We obtained similar results in participants with normal baseline BP (aHR 1.41, 95% CI 1.22-1.62; P<.001) and elevated baseline BP (aHR 1.29, 95% CI 1.16-1.44; P<.001). The predictive capability for incident T2DM was improved by adding METS-IR to FPG. In study participants with new-onset T2DM whose baseline FPG was <126 mg/dL and <110 mg/dL, 62.9% (332/527; 95% CI 60%-65.9%) and 58.1% (193/332; 95% CI 54.3%-61.9%) of participants had baseline METS-IR above the cutoff values, respectively. CONCLUSIONS METS-IR was significantly associated with new-onset T2DM, regardless of baseline BP level. Regular monitoring of METS-IR on top of routine blood glucose in clinical practice may add to the ability to enhance the early identification of primary care populations at risk for T2DM.