Cargando…
Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort
The global increase in Diabetes Mellitus (DM) has led to an increase in DM-Chronic Kidney Disease (DM-CKD). In this cross-sectional observational study we aimed to define phenotypes for patients with DM-CKD that in future may be used to individualise treatment We report 4 DM-CKD phenotypes in 220 pa...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5758706/ https://www.ncbi.nlm.nih.gov/pubmed/29311660 http://dx.doi.org/10.1038/s41598-017-18595-1 |
_version_ | 1783291044383686656 |
---|---|
author | Montero, Rosa M. Herath, Athula Qureshi, Ashfaq Esfandiari, Ehsanollah Pusey, Charles D. Frankel, Andrew H. Tam, Frederick W. K. |
author_facet | Montero, Rosa M. Herath, Athula Qureshi, Ashfaq Esfandiari, Ehsanollah Pusey, Charles D. Frankel, Andrew H. Tam, Frederick W. K. |
author_sort | Montero, Rosa M. |
collection | PubMed |
description | The global increase in Diabetes Mellitus (DM) has led to an increase in DM-Chronic Kidney Disease (DM-CKD). In this cross-sectional observational study we aimed to define phenotypes for patients with DM-CKD that in future may be used to individualise treatment We report 4 DM-CKD phenotypes in 220 patients recruited from Imperial College NHS Trust clinics from 2004–2012. A robust principal component analysis (PCA) was used to statistically determine clusters with phenotypically different patients. 163 patients with complete data sets were analysed: 77 with CKD and 86 with DM-CKD. Four different clusters were identified. Phenotypes 1 and 2 are entirely composed of patients with DM-CKD and phenotypes 3 and 4 are predominantly CKD (non-DM-CKD). Phenotype 1 depicts a cardiovascular phenotype; phenotype 2: microvascular complications with advanced DM-CKD; phenotype 3: advanced CKD with less anaemia, lower weight and HbA1c; phenotype 4: hypercholesteraemic, younger, less severe CKD. We are the first group to describe different phenotypes in DM-CKD using a PCA approach. Identification of phenotypic groups illustrates the differences and similarities that occur under the umbrella term of DM-CKD providing an opportunity to study phenotypes within these groups thereby facilitating development of precision/personalised targeted medicine. |
format | Online Article Text |
id | pubmed-5758706 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-57587062018-01-10 Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort Montero, Rosa M. Herath, Athula Qureshi, Ashfaq Esfandiari, Ehsanollah Pusey, Charles D. Frankel, Andrew H. Tam, Frederick W. K. Sci Rep Article The global increase in Diabetes Mellitus (DM) has led to an increase in DM-Chronic Kidney Disease (DM-CKD). In this cross-sectional observational study we aimed to define phenotypes for patients with DM-CKD that in future may be used to individualise treatment We report 4 DM-CKD phenotypes in 220 patients recruited from Imperial College NHS Trust clinics from 2004–2012. A robust principal component analysis (PCA) was used to statistically determine clusters with phenotypically different patients. 163 patients with complete data sets were analysed: 77 with CKD and 86 with DM-CKD. Four different clusters were identified. Phenotypes 1 and 2 are entirely composed of patients with DM-CKD and phenotypes 3 and 4 are predominantly CKD (non-DM-CKD). Phenotype 1 depicts a cardiovascular phenotype; phenotype 2: microvascular complications with advanced DM-CKD; phenotype 3: advanced CKD with less anaemia, lower weight and HbA1c; phenotype 4: hypercholesteraemic, younger, less severe CKD. We are the first group to describe different phenotypes in DM-CKD using a PCA approach. Identification of phenotypic groups illustrates the differences and similarities that occur under the umbrella term of DM-CKD providing an opportunity to study phenotypes within these groups thereby facilitating development of precision/personalised targeted medicine. Nature Publishing Group UK 2018-01-08 /pmc/articles/PMC5758706/ /pubmed/29311660 http://dx.doi.org/10.1038/s41598-017-18595-1 Text en © The Author(s) 2017 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Montero, Rosa M. Herath, Athula Qureshi, Ashfaq Esfandiari, Ehsanollah Pusey, Charles D. Frankel, Andrew H. Tam, Frederick W. K. Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
title | Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
title_full | Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
title_fullStr | Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
title_full_unstemmed | Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
title_short | Defining Phenotypes in Diabetic Nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
title_sort | defining phenotypes in diabetic nephropathy: a novel approach using a cross-sectional analysis of a single centre cohort |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5758706/ https://www.ncbi.nlm.nih.gov/pubmed/29311660 http://dx.doi.org/10.1038/s41598-017-18595-1 |
work_keys_str_mv | AT monterorosam definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort AT herathathula definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort AT qureshiashfaq definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort AT esfandiariehsanollah definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort AT puseycharlesd definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort AT frankelandrewh definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort AT tamfrederickwk definingphenotypesindiabeticnephropathyanovelapproachusingacrosssectionalanalysisofasinglecentrecohort |