Cargando…
Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
Sudden Unexpected Death in Epilepsy (SUDEP) remains a leading cause of death in people with epilepsy. Despite the constant risk for patients and bereavement to family members, to date the physiological mechanisms of SUDEP remain unknown. Here we explore the potential to identify putative predictive...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582639/ https://www.ncbi.nlm.nih.gov/pubmed/35151186 http://dx.doi.org/10.1016/j.yebeh.2022.108580 |
_version_ | 1785122375708180480 |
---|---|
author | Wood, Ian B. Correia, Rion Brattig Miller, Wendy R. Rocha, Luis M. |
author_facet | Wood, Ian B. Correia, Rion Brattig Miller, Wendy R. Rocha, Luis M. |
author_sort | Wood, Ian B. |
collection | PubMed |
description | Sudden Unexpected Death in Epilepsy (SUDEP) remains a leading cause of death in people with epilepsy. Despite the constant risk for patients and bereavement to family members, to date the physiological mechanisms of SUDEP remain unknown. Here we explore the potential to identify putative predictive signals of SUDEP from online digital behavioral data using text and sentiment analysis tools. Specifically, we analyze Facebook timelines of six patients with epilepsy deceased due to SUDEP, donated by surviving family members. We find preliminary evidence for behavioral changes detectable by text and sentiment analysis tools. Namely, in the months preceding their SUDEP event patient social media timelines show: i) increase in verbosity; ii) increased use of functional words; and iii) sentiment shifts as measured by different sentiment analysis tools. Combined, these results suggest that social media engagement, as well as its sentiment, may serve as possible early-warning signals for SUDEP in people with epilepsy. While the small sample of patient timelines analyzed in this study prevents generalization, our preliminary investigation demonstrates the potential of social media data as complementary data in larger studies of SUDEP and epilepsy. |
format | Online Article Text |
id | pubmed-10582639 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
record_format | MEDLINE/PubMed |
spelling | pubmed-105826392023-10-18 Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death Wood, Ian B. Correia, Rion Brattig Miller, Wendy R. Rocha, Luis M. Epilepsy Behav Article Sudden Unexpected Death in Epilepsy (SUDEP) remains a leading cause of death in people with epilepsy. Despite the constant risk for patients and bereavement to family members, to date the physiological mechanisms of SUDEP remain unknown. Here we explore the potential to identify putative predictive signals of SUDEP from online digital behavioral data using text and sentiment analysis tools. Specifically, we analyze Facebook timelines of six patients with epilepsy deceased due to SUDEP, donated by surviving family members. We find preliminary evidence for behavioral changes detectable by text and sentiment analysis tools. Namely, in the months preceding their SUDEP event patient social media timelines show: i) increase in verbosity; ii) increased use of functional words; and iii) sentiment shifts as measured by different sentiment analysis tools. Combined, these results suggest that social media engagement, as well as its sentiment, may serve as possible early-warning signals for SUDEP in people with epilepsy. While the small sample of patient timelines analyzed in this study prevents generalization, our preliminary investigation demonstrates the potential of social media data as complementary data in larger studies of SUDEP and epilepsy. 2022-03 2022-02-09 /pmc/articles/PMC10582639/ /pubmed/35151186 http://dx.doi.org/10.1016/j.yebeh.2022.108580 Text en https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ). |
spellingShingle | Article Wood, Ian B. Correia, Rion Brattig Miller, Wendy R. Rocha, Luis M. Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death |
title | Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death |
title_full | Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death |
title_fullStr | Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death |
title_full_unstemmed | Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death |
title_short | Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death |
title_sort | small cohort of patients with epilepsy showed increased activity on facebook before sudden unexpected death |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582639/ https://www.ncbi.nlm.nih.gov/pubmed/35151186 http://dx.doi.org/10.1016/j.yebeh.2022.108580 |
work_keys_str_mv | AT woodianb smallcohortofpatientswithepilepsyshowedincreasedactivityonfacebookbeforesuddenunexpecteddeath AT correiarionbrattig smallcohortofpatientswithepilepsyshowedincreasedactivityonfacebookbeforesuddenunexpecteddeath AT millerwendyr smallcohortofpatientswithepilepsyshowedincreasedactivityonfacebookbeforesuddenunexpecteddeath AT rochaluism smallcohortofpatientswithepilepsyshowedincreasedactivityonfacebookbeforesuddenunexpecteddeath |