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Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis

BACKGROUND: A novel classification has been introduced to promote precision medicine in diabetes. The current study aimed to investigate the relationship between leptin and resistin levels with novel refined subgroups in patients with type 2 diabetes mellitus (T2DM). METHODS: The k-means analysis wa...

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Autores principales: Peng, Xuemin, Huang, Jiaojiao, Zou, Huajie, Peng, Bei, Xia, Sanshan, Dong, Kun, Sun, Nan, Tao, Jing, Yang, Yan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742314/
https://www.ncbi.nlm.nih.gov/pubmed/34996484
http://dx.doi.org/10.1186/s12944-022-01623-z
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author Peng, Xuemin
Huang, Jiaojiao
Zou, Huajie
Peng, Bei
Xia, Sanshan
Dong, Kun
Sun, Nan
Tao, Jing
Yang, Yan
author_facet Peng, Xuemin
Huang, Jiaojiao
Zou, Huajie
Peng, Bei
Xia, Sanshan
Dong, Kun
Sun, Nan
Tao, Jing
Yang, Yan
author_sort Peng, Xuemin
collection PubMed
description BACKGROUND: A novel classification has been introduced to promote precision medicine in diabetes. The current study aimed to investigate the relationship between leptin and resistin levels with novel refined subgroups in patients with type 2 diabetes mellitus (T2DM). METHODS: The k-means analysis was conducted to cluster 541 T2DM patients into the following four subgroups: mild obesity-related diabetes (MOD), severe insulin-deficient diabetes (SIDD), severe insulin-resistant diabetes (SIRD) and mild age-related diabetes (MARD). Individuals meeting the exclusion criteria were eliminated, the data for 285 patients were analyzed. Characteristics were determined using various clinical parameters. Both the leptin and resistin levels were determined using enzyme-linked immunosorbent assay. RESULTS: The highest levels of plasma leptin were in the MOD group with relatively lower levels in the SIDD and SIRD groups (P < 0.001). The SIRD group had a higher resistin concentration than the MARD group (P = 0.024) while no statistical significance in resistin levels was found between the SIDD and MOD groups. Logistic regression demonstrated that plasma resistin was associated with a higher risk of diabetic nephropathy (odds ratios (OR) = 2.255, P = 0.001). According to receiver operating characteristic (ROC) curves, the area under the curve (AUC) of resistin (0.748, 95% CI 0.610–0.887) was significantly greater than that of HOMA2-IR (0.447, 95% CI 0.280–0.614) (P < 0.05) for diabetic nephropathy in the SIRD group. CONCLUSIONS: Leptin levels were different in four subgroups of T2DM and were highest in the MOD group. Resistin was elevated in the SIRD group and was closely related to diabetic nephropathy. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12944-022-01623-z.
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spelling pubmed-87423142022-01-10 Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis Peng, Xuemin Huang, Jiaojiao Zou, Huajie Peng, Bei Xia, Sanshan Dong, Kun Sun, Nan Tao, Jing Yang, Yan Lipids Health Dis Research BACKGROUND: A novel classification has been introduced to promote precision medicine in diabetes. The current study aimed to investigate the relationship between leptin and resistin levels with novel refined subgroups in patients with type 2 diabetes mellitus (T2DM). METHODS: The k-means analysis was conducted to cluster 541 T2DM patients into the following four subgroups: mild obesity-related diabetes (MOD), severe insulin-deficient diabetes (SIDD), severe insulin-resistant diabetes (SIRD) and mild age-related diabetes (MARD). Individuals meeting the exclusion criteria were eliminated, the data for 285 patients were analyzed. Characteristics were determined using various clinical parameters. Both the leptin and resistin levels were determined using enzyme-linked immunosorbent assay. RESULTS: The highest levels of plasma leptin were in the MOD group with relatively lower levels in the SIDD and SIRD groups (P < 0.001). The SIRD group had a higher resistin concentration than the MARD group (P = 0.024) while no statistical significance in resistin levels was found between the SIDD and MOD groups. Logistic regression demonstrated that plasma resistin was associated with a higher risk of diabetic nephropathy (odds ratios (OR) = 2.255, P = 0.001). According to receiver operating characteristic (ROC) curves, the area under the curve (AUC) of resistin (0.748, 95% CI 0.610–0.887) was significantly greater than that of HOMA2-IR (0.447, 95% CI 0.280–0.614) (P < 0.05) for diabetic nephropathy in the SIRD group. CONCLUSIONS: Leptin levels were different in four subgroups of T2DM and were highest in the MOD group. Resistin was elevated in the SIRD group and was closely related to diabetic nephropathy. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12944-022-01623-z. BioMed Central 2022-01-07 /pmc/articles/PMC8742314/ /pubmed/34996484 http://dx.doi.org/10.1186/s12944-022-01623-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Peng, Xuemin
Huang, Jiaojiao
Zou, Huajie
Peng, Bei
Xia, Sanshan
Dong, Kun
Sun, Nan
Tao, Jing
Yang, Yan
Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
title Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
title_full Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
title_fullStr Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
title_full_unstemmed Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
title_short Roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
title_sort roles of plasma leptin and resistin in novel subgroups of type 2 diabetes driven by cluster analysis
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742314/
https://www.ncbi.nlm.nih.gov/pubmed/34996484
http://dx.doi.org/10.1186/s12944-022-01623-z
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