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Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia
Metformin, a diabetes drug with anti-aging cellular responses, has complex actions that may alter dementia onset. Mixed results are emerging from prior observational studies. To address this complexity, we deploy a causal inference approach accounting for the competing risk of death in emulated clin...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9741618/ https://www.ncbi.nlm.nih.gov/pubmed/36496454 http://dx.doi.org/10.1038/s41467-022-35157-w |
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author | Charpignon, Marie-Laure Vakulenko-Lagun, Bella Zheng, Bang Magdamo, Colin Su, Bowen Evans, Kyle Rodriguez, Steve Sokolov, Artem Boswell, Sarah Sheu, Yi-Han Somai, Melek Middleton, Lefkos Hyman, Bradley T. Betensky, Rebecca A. Finkelstein, Stan N. Welsch, Roy E. Tzoulaki, Ioanna Blacker, Deborah Das, Sudeshna Albers, Mark W. |
author_facet | Charpignon, Marie-Laure Vakulenko-Lagun, Bella Zheng, Bang Magdamo, Colin Su, Bowen Evans, Kyle Rodriguez, Steve Sokolov, Artem Boswell, Sarah Sheu, Yi-Han Somai, Melek Middleton, Lefkos Hyman, Bradley T. Betensky, Rebecca A. Finkelstein, Stan N. Welsch, Roy E. Tzoulaki, Ioanna Blacker, Deborah Das, Sudeshna Albers, Mark W. |
author_sort | Charpignon, Marie-Laure |
collection | PubMed |
description | Metformin, a diabetes drug with anti-aging cellular responses, has complex actions that may alter dementia onset. Mixed results are emerging from prior observational studies. To address this complexity, we deploy a causal inference approach accounting for the competing risk of death in emulated clinical trials using two distinct electronic health record systems. In intention-to-treat analyses, metformin use associates with lower hazard of all-cause mortality and lower cause-specific hazard of dementia onset, after accounting for prolonged survival, relative to sulfonylureas. In parallel systems pharmacology studies, the expression of two AD-related proteins, APOE and SPP1, was suppressed by pharmacologic concentrations of metformin in differentiated human neural cells, relative to a sulfonylurea. Together, our findings suggest that metformin might reduce the risk of dementia in diabetes patients through mechanisms beyond glycemic control, and that SPP1 is a candidate biomarker for metformin’s action in the brain. |
format | Online Article Text |
id | pubmed-9741618 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97416182022-12-12 Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia Charpignon, Marie-Laure Vakulenko-Lagun, Bella Zheng, Bang Magdamo, Colin Su, Bowen Evans, Kyle Rodriguez, Steve Sokolov, Artem Boswell, Sarah Sheu, Yi-Han Somai, Melek Middleton, Lefkos Hyman, Bradley T. Betensky, Rebecca A. Finkelstein, Stan N. Welsch, Roy E. Tzoulaki, Ioanna Blacker, Deborah Das, Sudeshna Albers, Mark W. Nat Commun Article Metformin, a diabetes drug with anti-aging cellular responses, has complex actions that may alter dementia onset. Mixed results are emerging from prior observational studies. To address this complexity, we deploy a causal inference approach accounting for the competing risk of death in emulated clinical trials using two distinct electronic health record systems. In intention-to-treat analyses, metformin use associates with lower hazard of all-cause mortality and lower cause-specific hazard of dementia onset, after accounting for prolonged survival, relative to sulfonylureas. In parallel systems pharmacology studies, the expression of two AD-related proteins, APOE and SPP1, was suppressed by pharmacologic concentrations of metformin in differentiated human neural cells, relative to a sulfonylurea. Together, our findings suggest that metformin might reduce the risk of dementia in diabetes patients through mechanisms beyond glycemic control, and that SPP1 is a candidate biomarker for metformin’s action in the brain. Nature Publishing Group UK 2022-12-10 /pmc/articles/PMC9741618/ /pubmed/36496454 http://dx.doi.org/10.1038/s41467-022-35157-w Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Charpignon, Marie-Laure Vakulenko-Lagun, Bella Zheng, Bang Magdamo, Colin Su, Bowen Evans, Kyle Rodriguez, Steve Sokolov, Artem Boswell, Sarah Sheu, Yi-Han Somai, Melek Middleton, Lefkos Hyman, Bradley T. Betensky, Rebecca A. Finkelstein, Stan N. Welsch, Roy E. Tzoulaki, Ioanna Blacker, Deborah Das, Sudeshna Albers, Mark W. Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
title | Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
title_full | Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
title_fullStr | Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
title_full_unstemmed | Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
title_short | Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
title_sort | causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9741618/ https://www.ncbi.nlm.nih.gov/pubmed/36496454 http://dx.doi.org/10.1038/s41467-022-35157-w |
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