Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching

Abstract Background Previous studies have demonstrated that nonalcoholic fatty liver disease (NAFLD) is a significant risk factor for diabetes mellitus (DM). However, these studies did not completely determine the relationship between NAFLD and DM due to unbalanced confounding factors. The propensit...

Full description

Bibliographic Details
Main Authors: Xiaodan Zheng, Changchun Cao, Yongcheng He, Xinyu Wang, Jun Wu, Haofei Hu
Format: Article
Language:English
Published: BMC 2021-06-01
Series:Lipids in Health and Disease
Subjects:
Online Access:https://doi.org/10.1186/s12944-021-01485-x
id doaj-4ebf37fbb96142089f0cf1d66cad3157
record_format Article
spelling doaj-4ebf37fbb96142089f0cf1d66cad31572021-06-20T11:49:06ZengBMCLipids in Health and Disease1476-511X2021-06-0120111110.1186/s12944-021-01485-xAssociation between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matchingXiaodan Zheng0Changchun Cao1Yongcheng He2Xinyu Wang3Jun Wu4Haofei Hu5Department of Neurology, Peking University Shenzhen HospitalDepartment of Rehabilitation, Shenzhen Dapeng New District Nan’ao People’s HospitalDepartment of Nephrology, Shenzhen Hengsheng HospitalDepartment of Endocrinology, The First Affiliated Hospital of Shenzhen UniversityDepartment of Neurology, Peking University Shenzhen HospitalDepartment of Nephrology, The First Affiliated Hospital of Shenzhen UniversityAbstract Background Previous studies have demonstrated that nonalcoholic fatty liver disease (NAFLD) is a significant risk factor for diabetes mellitus (DM). However, these studies did not completely determine the relationship between NAFLD and DM due to unbalanced confounding factors. The propensity score (PS) is the conditional probability of having a particular exposure, given a set of baseline measured covariates. Propensity score matching (PSM) analysis could minimise the effects of potential confounders. Thus, this study aimed to use PSM analysis to explore the association between NAFLD and DM in a large Japanese cohort. Methods This retrospective PSM cohort study was performed on 14,280 Japanese participants without DM at baseline in Murakami Memorial Hospital between 2004 and 2015. The independent variable was NAFLD at baseline, and the outcome was the incidence of DM during follow-up. One-to-one PSM revealed 1671 participants with and without NAFLD. A doubly robust estimation method was applied to verify the correlation between NAFLD and DM. Results The risk of developing DM in participants with NAFLD increased by 98% according to the PSM analysis (HR = 1.98, 95% confidence interval [CI]: 1.41–2.80, P < 0.0001). The risk of developing DM in the NAFLD participants was 2.33 times that of the non-NAFLD participants in the PSM cohort after adjusting for the demographic and laboratory biochemical variables (HR = 2.33, 95% CI: 1.63–3.32, P < 0.0001). The participants with NAFLD had a 95% increased risk of DM after adjusting for PS (HR = 1.95, 95% CI: 1.39–2.75, P = 0.0001). All potential confounding variables were not significantly associated with NAFLD and DM after PSM in the subgroup analysis. In the sensitivity analysis, the participants with NAFLD had a 2.17-fold higher risk of developing DM in the original cohort (HR = 2.17, 95% CI: 1.63–2.88, P < 0.0001) and were 2.27-fold more likely to develop DM in the weighted cohort (HR = 2.27, 95% CI: 1.91–2.69, P < 0.00001). Conclusions NAFLD was an independent risk factor for the development of DM. The risk of developing DM in the NAFLD participants was 2.33 times that of the non-NAFLD participants in the PSM cohort after adjusting for the demographic and laboratory biochemical variables. The participants with NAFLD had a 95% increased risk of DM after adjusting for PS.https://doi.org/10.1186/s12944-021-01485-xNonalcoholic fatty liver diseaseDiabetes mellitusPropensity-score matchingInverse probability of treatment weightsCox proportional hazards regressionSensitivity analysis
collection DOAJ
language English
format Article
sources DOAJ
author Xiaodan Zheng
Changchun Cao
Yongcheng He
Xinyu Wang
Jun Wu
Haofei Hu
spellingShingle Xiaodan Zheng
Changchun Cao
Yongcheng He
Xinyu Wang
Jun Wu
Haofei Hu
Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching
Lipids in Health and Disease
Nonalcoholic fatty liver disease
Diabetes mellitus
Propensity-score matching
Inverse probability of treatment weights
Cox proportional hazards regression
Sensitivity analysis
author_facet Xiaodan Zheng
Changchun Cao
Yongcheng He
Xinyu Wang
Jun Wu
Haofei Hu
author_sort Xiaodan Zheng
title Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching
title_short Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching
title_full Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching
title_fullStr Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching
title_full_unstemmed Association between nonalcoholic fatty liver disease and incident diabetes mellitus among Japanese: a retrospective cohort study using propensity score matching
title_sort association between nonalcoholic fatty liver disease and incident diabetes mellitus among japanese: a retrospective cohort study using propensity score matching
publisher BMC
series Lipids in Health and Disease
issn 1476-511X
publishDate 2021-06-01
description Abstract Background Previous studies have demonstrated that nonalcoholic fatty liver disease (NAFLD) is a significant risk factor for diabetes mellitus (DM). However, these studies did not completely determine the relationship between NAFLD and DM due to unbalanced confounding factors. The propensity score (PS) is the conditional probability of having a particular exposure, given a set of baseline measured covariates. Propensity score matching (PSM) analysis could minimise the effects of potential confounders. Thus, this study aimed to use PSM analysis to explore the association between NAFLD and DM in a large Japanese cohort. Methods This retrospective PSM cohort study was performed on 14,280 Japanese participants without DM at baseline in Murakami Memorial Hospital between 2004 and 2015. The independent variable was NAFLD at baseline, and the outcome was the incidence of DM during follow-up. One-to-one PSM revealed 1671 participants with and without NAFLD. A doubly robust estimation method was applied to verify the correlation between NAFLD and DM. Results The risk of developing DM in participants with NAFLD increased by 98% according to the PSM analysis (HR = 1.98, 95% confidence interval [CI]: 1.41–2.80, P < 0.0001). The risk of developing DM in the NAFLD participants was 2.33 times that of the non-NAFLD participants in the PSM cohort after adjusting for the demographic and laboratory biochemical variables (HR = 2.33, 95% CI: 1.63–3.32, P < 0.0001). The participants with NAFLD had a 95% increased risk of DM after adjusting for PS (HR = 1.95, 95% CI: 1.39–2.75, P = 0.0001). All potential confounding variables were not significantly associated with NAFLD and DM after PSM in the subgroup analysis. In the sensitivity analysis, the participants with NAFLD had a 2.17-fold higher risk of developing DM in the original cohort (HR = 2.17, 95% CI: 1.63–2.88, P < 0.0001) and were 2.27-fold more likely to develop DM in the weighted cohort (HR = 2.27, 95% CI: 1.91–2.69, P < 0.00001). Conclusions NAFLD was an independent risk factor for the development of DM. The risk of developing DM in the NAFLD participants was 2.33 times that of the non-NAFLD participants in the PSM cohort after adjusting for the demographic and laboratory biochemical variables. The participants with NAFLD had a 95% increased risk of DM after adjusting for PS.
topic Nonalcoholic fatty liver disease
Diabetes mellitus
Propensity-score matching
Inverse probability of treatment weights
Cox proportional hazards regression
Sensitivity analysis
url https://doi.org/10.1186/s12944-021-01485-x
work_keys_str_mv AT xiaodanzheng associationbetweennonalcoholicfattyliverdiseaseandincidentdiabetesmellitusamongjapanesearetrospectivecohortstudyusingpropensityscorematching
AT changchuncao associationbetweennonalcoholicfattyliverdiseaseandincidentdiabetesmellitusamongjapanesearetrospectivecohortstudyusingpropensityscorematching
AT yongchenghe associationbetweennonalcoholicfattyliverdiseaseandincidentdiabetesmellitusamongjapanesearetrospectivecohortstudyusingpropensityscorematching
AT xinyuwang associationbetweennonalcoholicfattyliverdiseaseandincidentdiabetesmellitusamongjapanesearetrospectivecohortstudyusingpropensityscorematching
AT junwu associationbetweennonalcoholicfattyliverdiseaseandincidentdiabetesmellitusamongjapanesearetrospectivecohortstudyusingpropensityscorematching
AT haofeihu associationbetweennonalcoholicfattyliverdiseaseandincidentdiabetesmellitusamongjapanesearetrospectivecohortstudyusingpropensityscorematching
_version_ 1721369734421676032