Cargando…
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...
Autores principales: | , , , , , , , , |
---|---|
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 |
_version_ | 1784629685337980928 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8742314 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT pengxuemin rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT huangjiaojiao rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT zouhuajie rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT pengbei rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT xiasanshan rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT dongkun rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT sunnan rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT taojing rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis AT yangyan rolesofplasmaleptinandresistininnovelsubgroupsoftype2diabetesdrivenbyclusteranalysis |