Cargando…
Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus
BACKGROUND: Most studies of systematic drug repositioning have used drug-oriented data such as chemical structures, gene expression patterns, and adverse effect profiles. As it is often difficult to prove repositioning candidates’ effectiveness in real-world clinical settings, we used patient-center...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Korean Endocrine Society
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8901955/ https://www.ncbi.nlm.nih.gov/pubmed/35144331 http://dx.doi.org/10.3803/EnM.2021.1275 |
_version_ | 1784664484152868864 |
---|---|
author | Park, Namgi Jeon, Ja Young Jeong, Eugene Kim, Soyeon Yoon, Dukyong |
author_facet | Park, Namgi Jeon, Ja Young Jeong, Eugene Kim, Soyeon Yoon, Dukyong |
author_sort | Park, Namgi |
collection | PubMed |
description | BACKGROUND: Most studies of systematic drug repositioning have used drug-oriented data such as chemical structures, gene expression patterns, and adverse effect profiles. As it is often difficult to prove repositioning candidates’ effectiveness in real-world clinical settings, we used patient-centered real-world data for screening repositioning candidate drugs for multiple diseases simultaneously, especially for diabetic complications. METHODS: Using the National Health Insurance Service-National Sample Cohort (2002 to 2013), we analyzed claims data of 43,048 patients with type 2 diabetes mellitus (age ≥40 years). To find repositioning candidate disease-drug pairs, a nested case-control study was used for 29 pairs of diabetic complications and the drugs that met our criteria. To validate this study design, we conducted an external validation for a selected candidate pair using electronic health records. RESULTS: We found 24 repositioning candidate disease-drug pairs. In the external validation study for the candidate pair cerebral infarction and glycopyrrolate, we found that glycopyrrolate was associated with decreased risk of cerebral infarction (hazard ratio, 0.10; 95% confidence interval, 0.02 to 0.44). CONCLUSION: To reduce risks of diabetic complications, it would be possible to consider these candidate drugs instead of other drugs, given the same indications. Moreover, this methodology could be applied to diseases other than diabetes to discover their repositioning candidates, thereby offering a new approach to drug repositioning. |
format | Online Article Text |
id | pubmed-8901955 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Korean Endocrine Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-89019552022-03-14 Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus Park, Namgi Jeon, Ja Young Jeong, Eugene Kim, Soyeon Yoon, Dukyong Endocrinol Metab (Seoul) Original Article BACKGROUND: Most studies of systematic drug repositioning have used drug-oriented data such as chemical structures, gene expression patterns, and adverse effect profiles. As it is often difficult to prove repositioning candidates’ effectiveness in real-world clinical settings, we used patient-centered real-world data for screening repositioning candidate drugs for multiple diseases simultaneously, especially for diabetic complications. METHODS: Using the National Health Insurance Service-National Sample Cohort (2002 to 2013), we analyzed claims data of 43,048 patients with type 2 diabetes mellitus (age ≥40 years). To find repositioning candidate disease-drug pairs, a nested case-control study was used for 29 pairs of diabetic complications and the drugs that met our criteria. To validate this study design, we conducted an external validation for a selected candidate pair using electronic health records. RESULTS: We found 24 repositioning candidate disease-drug pairs. In the external validation study for the candidate pair cerebral infarction and glycopyrrolate, we found that glycopyrrolate was associated with decreased risk of cerebral infarction (hazard ratio, 0.10; 95% confidence interval, 0.02 to 0.44). CONCLUSION: To reduce risks of diabetic complications, it would be possible to consider these candidate drugs instead of other drugs, given the same indications. Moreover, this methodology could be applied to diseases other than diabetes to discover their repositioning candidates, thereby offering a new approach to drug repositioning. Korean Endocrine Society 2022-02 2022-02-08 /pmc/articles/PMC8901955/ /pubmed/35144331 http://dx.doi.org/10.3803/EnM.2021.1275 Text en Copyright © 2022 Korean Endocrine Society https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Park, Namgi Jeon, Ja Young Jeong, Eugene Kim, Soyeon Yoon, Dukyong Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus |
title | Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus |
title_full | Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus |
title_fullStr | Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus |
title_full_unstemmed | Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus |
title_short | Drug Repositioning Using Temporal Trajectories of Accompanying Comorbidities in Diabetes Mellitus |
title_sort | drug repositioning using temporal trajectories of accompanying comorbidities in diabetes mellitus |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8901955/ https://www.ncbi.nlm.nih.gov/pubmed/35144331 http://dx.doi.org/10.3803/EnM.2021.1275 |
work_keys_str_mv | AT parknamgi drugrepositioningusingtemporaltrajectoriesofaccompanyingcomorbiditiesindiabetesmellitus AT jeonjayoung drugrepositioningusingtemporaltrajectoriesofaccompanyingcomorbiditiesindiabetesmellitus AT jeongeugene drugrepositioningusingtemporaltrajectoriesofaccompanyingcomorbiditiesindiabetesmellitus AT kimsoyeon drugrepositioningusingtemporaltrajectoriesofaccompanyingcomorbiditiesindiabetesmellitus AT yoondukyong drugrepositioningusingtemporaltrajectoriesofaccompanyingcomorbiditiesindiabetesmellitus |