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Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records
BACKGROUND: It is estimated that a majority of intimate partner violence (IPV) victims suffer from blunt force to the head, neck and the face area. Injuries to head and neck are among the major causes for traumatic brain injury (TBI). METHODS: In this interdisciplinary study, we aimed to characteriz...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7720451/ https://www.ncbi.nlm.nih.gov/pubmed/33287806 http://dx.doi.org/10.1186/s12905-020-01104-4 |
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author | Liu, Larry Y. Bush, William S. Koyutürk, Mehmet Karakurt, Günnur |
author_facet | Liu, Larry Y. Bush, William S. Koyutürk, Mehmet Karakurt, Günnur |
author_sort | Liu, Larry Y. |
collection | PubMed |
description | BACKGROUND: It is estimated that a majority of intimate partner violence (IPV) victims suffer from blunt force to the head, neck and the face area. Injuries to head and neck are among the major causes for traumatic brain injury (TBI). METHODS: In this interdisciplinary study, we aimed to characterize the key associations between IPV and TBI by mining de-identified electronic health records data with more than 12 M records between 1999 to 2017 from the IBM Explorys platform. For this purpose, we formulated a data-driven analytical framework to identify significant health correlates among IPV, TBI and six control cohorts. Using this framework, we assessed the co-morbidity, shared prevalence, and synergy between pairs of conditions. RESULTS: Our findings suggested that health effects attributed to malnutrition, acquired thrombocytopenia, post-traumatic wound infection, local infection of wound, poisoning by cardiovascular drug, alcoholic cirrhosis, alcoholic fatty liver, and drug-induced cirrhosis were highly significant at the joint presence of IPV and TBI. CONCLUSION: To develop a better understanding of how IPV is related to negative health effects, it is potentially useful to determine the interactions and relationships between symptom categories. Our results can potentially improve the accuracy and confidence of existing clinical screening techniques on determining IPV-induced TBI diagnoses. |
format | Online Article Text |
id | pubmed-7720451 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-77204512020-12-07 Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records Liu, Larry Y. Bush, William S. Koyutürk, Mehmet Karakurt, Günnur BMC Womens Health Research Article BACKGROUND: It is estimated that a majority of intimate partner violence (IPV) victims suffer from blunt force to the head, neck and the face area. Injuries to head and neck are among the major causes for traumatic brain injury (TBI). METHODS: In this interdisciplinary study, we aimed to characterize the key associations between IPV and TBI by mining de-identified electronic health records data with more than 12 M records between 1999 to 2017 from the IBM Explorys platform. For this purpose, we formulated a data-driven analytical framework to identify significant health correlates among IPV, TBI and six control cohorts. Using this framework, we assessed the co-morbidity, shared prevalence, and synergy between pairs of conditions. RESULTS: Our findings suggested that health effects attributed to malnutrition, acquired thrombocytopenia, post-traumatic wound infection, local infection of wound, poisoning by cardiovascular drug, alcoholic cirrhosis, alcoholic fatty liver, and drug-induced cirrhosis were highly significant at the joint presence of IPV and TBI. CONCLUSION: To develop a better understanding of how IPV is related to negative health effects, it is potentially useful to determine the interactions and relationships between symptom categories. Our results can potentially improve the accuracy and confidence of existing clinical screening techniques on determining IPV-induced TBI diagnoses. BioMed Central 2020-12-07 /pmc/articles/PMC7720451/ /pubmed/33287806 http://dx.doi.org/10.1186/s12905-020-01104-4 Text en © The Author(s) 2020 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/. The Creative Commons Public Domain Dedication waiver (http://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 Article Liu, Larry Y. Bush, William S. Koyutürk, Mehmet Karakurt, Günnur Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
title | Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
title_full | Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
title_fullStr | Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
title_full_unstemmed | Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
title_short | Interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
title_sort | interplay between traumatic brain injury and intimate partner violence: data driven analysis utilizing electronic health records |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7720451/ https://www.ncbi.nlm.nih.gov/pubmed/33287806 http://dx.doi.org/10.1186/s12905-020-01104-4 |
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