Clinical diagnostic phenotypes in hospitalizations due to self-inflicted firearm injury
•There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted non-fatal firearm injuries.•The largest clinical phenotype had depression, hypertension, acute post hemorrhagic anemia, tobacco and alcohol use.•The second phenotype were mainly children and peripartum women.•...
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Veröffentlicht in: | Journal of affective disorders 2021-01, Vol.278, p.172-180 |
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creator | Janeway, Megan G Zhao, Xiang Rosenthaler, Max Zuo, Yi Balasubramaniyan, Kumar Poulson, Michael Neufeld, Miriam Siracuse, Jeffrey J. Takahashi, Courtney E. Allee, Lisa Dechert, Tracey Burke, Peter A Li, Feng Kalesan, Bindu |
description | •There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted non-fatal firearm injuries.•The largest clinical phenotype had depression, hypertension, acute post hemorrhagic anemia, tobacco and alcohol use.•The second phenotype were mainly children and peripartum women.•Patients isolated as third phenotype were all depressed and had fewer chest and abdomen injuries
. Hospitalized self-inflicted firearm injuries have not been extensively studied, particularly regarding clinical diagnoses at the index admission. The objective of this study was to discover the diagnostic phenotypes (DPs) or clusters of hospitalized self-inflicted firearm injuries.
. Using Nationwide Inpatient Sample data in the US from 1993 to 2014, we used International Classification of Diseases, Ninth Revision codes to identify self-inflicted firearm injuries among those ≥18 years of age. The 25 most frequent diagnostic codes were used to compute a dissimilarity matrix and the optimal number of clusters. We used hierarchical clustering to identify the main DPs.
. The overall cohort included 14072 hospitalizations, with self-inflicted firearm injuries occurring mainly in those between 16 to 45 years of age, black, with co-occurring tobacco and alcohol use, and mental illness. Out of the three identified DPs, DP1 was the largest (n=10,110), and included most common diagnoses similar to overall cohort, including major depressive disorders (27.7%), hypertension (16.8%), acute post hemorrhagic anemia (16.7%), tobacco (15.7%) and alcohol use (12.6%). DP2 (n=3,725) was not characterized by any of the top 25 ICD-9 diagnoses codes, and included children and peripartum women. DP3, the smallest phenotype (n=237), had high prevalence of depression similar to DP1, and defined by fewer fatal injuries of chest and abdomen.
. Claims data.
. There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted firearm injuries. Further research is needed to determine how DPs can be used to tailor clinical care and prevention efforts. |
doi_str_mv | 10.1016/j.jad.2020.09.067 |
format | Article |
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. Hospitalized self-inflicted firearm injuries have not been extensively studied, particularly regarding clinical diagnoses at the index admission. The objective of this study was to discover the diagnostic phenotypes (DPs) or clusters of hospitalized self-inflicted firearm injuries.
. Using Nationwide Inpatient Sample data in the US from 1993 to 2014, we used International Classification of Diseases, Ninth Revision codes to identify self-inflicted firearm injuries among those ≥18 years of age. The 25 most frequent diagnostic codes were used to compute a dissimilarity matrix and the optimal number of clusters. We used hierarchical clustering to identify the main DPs.
. The overall cohort included 14072 hospitalizations, with self-inflicted firearm injuries occurring mainly in those between 16 to 45 years of age, black, with co-occurring tobacco and alcohol use, and mental illness. Out of the three identified DPs, DP1 was the largest (n=10,110), and included most common diagnoses similar to overall cohort, including major depressive disorders (27.7%), hypertension (16.8%), acute post hemorrhagic anemia (16.7%), tobacco (15.7%) and alcohol use (12.6%). DP2 (n=3,725) was not characterized by any of the top 25 ICD-9 diagnoses codes, and included children and peripartum women. DP3, the smallest phenotype (n=237), had high prevalence of depression similar to DP1, and defined by fewer fatal injuries of chest and abdomen.
. Claims data.
. There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted firearm injuries. Further research is needed to determine how DPs can be used to tailor clinical care and prevention efforts.</description><identifier>ISSN: 0165-0327</identifier><identifier>EISSN: 1573-2517</identifier><identifier>DOI: 10.1016/j.jad.2020.09.067</identifier><identifier>PMID: 32961413</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Child ; Depressive Disorder, Major ; Female ; Firearm ; Firearms ; Hospitalization ; Humans ; Machine learning ; Phenotype ; Suicide ; Wounds, Gunshot - epidemiology</subject><ispartof>Journal of affective disorders, 2021-01, Vol.278, p.172-180</ispartof><rights>2020 Elsevier B.V.</rights><rights>Copyright © 2020 Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c305t-bae1d235be3458d23f306691427e6fe61b35e64c44e639ab66a052eaec10b7a3</cites><orcidid>0000-0003-1720-5996 ; 0000-0002-4302-1691 ; 0000-0002-6643-8326</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.jad.2020.09.067$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3548,27923,27924,45994</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/32961413$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Janeway, Megan G</creatorcontrib><creatorcontrib>Zhao, Xiang</creatorcontrib><creatorcontrib>Rosenthaler, Max</creatorcontrib><creatorcontrib>Zuo, Yi</creatorcontrib><creatorcontrib>Balasubramaniyan, Kumar</creatorcontrib><creatorcontrib>Poulson, Michael</creatorcontrib><creatorcontrib>Neufeld, Miriam</creatorcontrib><creatorcontrib>Siracuse, Jeffrey J.</creatorcontrib><creatorcontrib>Takahashi, Courtney E.</creatorcontrib><creatorcontrib>Allee, Lisa</creatorcontrib><creatorcontrib>Dechert, Tracey</creatorcontrib><creatorcontrib>Burke, Peter A</creatorcontrib><creatorcontrib>Li, Feng</creatorcontrib><creatorcontrib>Kalesan, Bindu</creatorcontrib><title>Clinical diagnostic phenotypes in hospitalizations due to self-inflicted firearm injury</title><title>Journal of affective disorders</title><addtitle>J Affect Disord</addtitle><description>•There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted non-fatal firearm injuries.•The largest clinical phenotype had depression, hypertension, acute post hemorrhagic anemia, tobacco and alcohol use.•The second phenotype were mainly children and peripartum women.•Patients isolated as third phenotype were all depressed and had fewer chest and abdomen injuries
. Hospitalized self-inflicted firearm injuries have not been extensively studied, particularly regarding clinical diagnoses at the index admission. The objective of this study was to discover the diagnostic phenotypes (DPs) or clusters of hospitalized self-inflicted firearm injuries.
. Using Nationwide Inpatient Sample data in the US from 1993 to 2014, we used International Classification of Diseases, Ninth Revision codes to identify self-inflicted firearm injuries among those ≥18 years of age. The 25 most frequent diagnostic codes were used to compute a dissimilarity matrix and the optimal number of clusters. We used hierarchical clustering to identify the main DPs.
. The overall cohort included 14072 hospitalizations, with self-inflicted firearm injuries occurring mainly in those between 16 to 45 years of age, black, with co-occurring tobacco and alcohol use, and mental illness. Out of the three identified DPs, DP1 was the largest (n=10,110), and included most common diagnoses similar to overall cohort, including major depressive disorders (27.7%), hypertension (16.8%), acute post hemorrhagic anemia (16.7%), tobacco (15.7%) and alcohol use (12.6%). DP2 (n=3,725) was not characterized by any of the top 25 ICD-9 diagnoses codes, and included children and peripartum women. DP3, the smallest phenotype (n=237), had high prevalence of depression similar to DP1, and defined by fewer fatal injuries of chest and abdomen.
. Claims data.
. There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted firearm injuries. Further research is needed to determine how DPs can be used to tailor clinical care and prevention efforts.</description><subject>Child</subject><subject>Depressive Disorder, Major</subject><subject>Female</subject><subject>Firearm</subject><subject>Firearms</subject><subject>Hospitalization</subject><subject>Humans</subject><subject>Machine learning</subject><subject>Phenotype</subject><subject>Suicide</subject><subject>Wounds, Gunshot - epidemiology</subject><issn>0165-0327</issn><issn>1573-2517</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kD1P5DAURa0VaBmG_QE0KCVNwvNniKjQCBYkJJqRtrQc52VxlImD7SDN_nqMBrakerc490rvEHJOoaJA1dVQDaarGDCooKlA1T_Iisqal0zS-oisMiNL4Kw-IacxDgCgmhp-khPOGkUF5SvyZzO6yVkzFp0zfycfk7PF_IKTT_sZY-Gm4sXH2SUzun8mOT_FoluwSL6IOPalm_rR2YRd0buAJuxyY1jC_owc92aM-Ovzrsn2_m67eSifnn8_bm6fSstBprI1SDvGZYtcyOuceg5KNVSwGlWPirZcohJWCFS8Ma1SBiRDg5ZCWxu-JpeH2Tn41wVj0jsXLY6jmdAvUTMhpGDXgomM0gNqg48xYK_n4HYm7DUF_aFTDzrr1B86NTQ668ydi8_5pd1h97_x5S8DNwcA849vDoOO1uFkscs2bNKdd9_MvwOR24aN</recordid><startdate>20210101</startdate><enddate>20210101</enddate><creator>Janeway, Megan G</creator><creator>Zhao, Xiang</creator><creator>Rosenthaler, Max</creator><creator>Zuo, Yi</creator><creator>Balasubramaniyan, Kumar</creator><creator>Poulson, Michael</creator><creator>Neufeld, Miriam</creator><creator>Siracuse, Jeffrey J.</creator><creator>Takahashi, Courtney E.</creator><creator>Allee, Lisa</creator><creator>Dechert, Tracey</creator><creator>Burke, Peter A</creator><creator>Li, Feng</creator><creator>Kalesan, Bindu</creator><general>Elsevier B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-1720-5996</orcidid><orcidid>https://orcid.org/0000-0002-4302-1691</orcidid><orcidid>https://orcid.org/0000-0002-6643-8326</orcidid></search><sort><creationdate>20210101</creationdate><title>Clinical diagnostic phenotypes in hospitalizations due to self-inflicted firearm injury</title><author>Janeway, Megan G ; Zhao, Xiang ; Rosenthaler, Max ; Zuo, Yi ; Balasubramaniyan, Kumar ; Poulson, Michael ; Neufeld, Miriam ; Siracuse, Jeffrey J. ; Takahashi, Courtney E. ; Allee, Lisa ; Dechert, Tracey ; Burke, Peter A ; Li, Feng ; Kalesan, Bindu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c305t-bae1d235be3458d23f306691427e6fe61b35e64c44e639ab66a052eaec10b7a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Child</topic><topic>Depressive Disorder, Major</topic><topic>Female</topic><topic>Firearm</topic><topic>Firearms</topic><topic>Hospitalization</topic><topic>Humans</topic><topic>Machine learning</topic><topic>Phenotype</topic><topic>Suicide</topic><topic>Wounds, Gunshot - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Janeway, Megan G</creatorcontrib><creatorcontrib>Zhao, Xiang</creatorcontrib><creatorcontrib>Rosenthaler, Max</creatorcontrib><creatorcontrib>Zuo, Yi</creatorcontrib><creatorcontrib>Balasubramaniyan, Kumar</creatorcontrib><creatorcontrib>Poulson, Michael</creatorcontrib><creatorcontrib>Neufeld, Miriam</creatorcontrib><creatorcontrib>Siracuse, Jeffrey J.</creatorcontrib><creatorcontrib>Takahashi, Courtney E.</creatorcontrib><creatorcontrib>Allee, Lisa</creatorcontrib><creatorcontrib>Dechert, Tracey</creatorcontrib><creatorcontrib>Burke, Peter A</creatorcontrib><creatorcontrib>Li, Feng</creatorcontrib><creatorcontrib>Kalesan, Bindu</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of affective disorders</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Janeway, Megan G</au><au>Zhao, Xiang</au><au>Rosenthaler, Max</au><au>Zuo, Yi</au><au>Balasubramaniyan, Kumar</au><au>Poulson, Michael</au><au>Neufeld, Miriam</au><au>Siracuse, Jeffrey J.</au><au>Takahashi, Courtney E.</au><au>Allee, Lisa</au><au>Dechert, Tracey</au><au>Burke, Peter A</au><au>Li, Feng</au><au>Kalesan, Bindu</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Clinical diagnostic phenotypes in hospitalizations due to self-inflicted firearm injury</atitle><jtitle>Journal of affective disorders</jtitle><addtitle>J Affect Disord</addtitle><date>2021-01-01</date><risdate>2021</risdate><volume>278</volume><spage>172</spage><epage>180</epage><pages>172-180</pages><issn>0165-0327</issn><eissn>1573-2517</eissn><abstract>•There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted non-fatal firearm injuries.•The largest clinical phenotype had depression, hypertension, acute post hemorrhagic anemia, tobacco and alcohol use.•The second phenotype were mainly children and peripartum women.•Patients isolated as third phenotype were all depressed and had fewer chest and abdomen injuries
. Hospitalized self-inflicted firearm injuries have not been extensively studied, particularly regarding clinical diagnoses at the index admission. The objective of this study was to discover the diagnostic phenotypes (DPs) or clusters of hospitalized self-inflicted firearm injuries.
. Using Nationwide Inpatient Sample data in the US from 1993 to 2014, we used International Classification of Diseases, Ninth Revision codes to identify self-inflicted firearm injuries among those ≥18 years of age. The 25 most frequent diagnostic codes were used to compute a dissimilarity matrix and the optimal number of clusters. We used hierarchical clustering to identify the main DPs.
. The overall cohort included 14072 hospitalizations, with self-inflicted firearm injuries occurring mainly in those between 16 to 45 years of age, black, with co-occurring tobacco and alcohol use, and mental illness. Out of the three identified DPs, DP1 was the largest (n=10,110), and included most common diagnoses similar to overall cohort, including major depressive disorders (27.7%), hypertension (16.8%), acute post hemorrhagic anemia (16.7%), tobacco (15.7%) and alcohol use (12.6%). DP2 (n=3,725) was not characterized by any of the top 25 ICD-9 diagnoses codes, and included children and peripartum women. DP3, the smallest phenotype (n=237), had high prevalence of depression similar to DP1, and defined by fewer fatal injuries of chest and abdomen.
. Claims data.
. There were three distinct diagnostic phenotypes in hospitalizations due to self-inflicted firearm injuries. Further research is needed to determine how DPs can be used to tailor clinical care and prevention efforts.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>32961413</pmid><doi>10.1016/j.jad.2020.09.067</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0003-1720-5996</orcidid><orcidid>https://orcid.org/0000-0002-4302-1691</orcidid><orcidid>https://orcid.org/0000-0002-6643-8326</orcidid></addata></record> |
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source | MEDLINE; ScienceDirect Journals (5 years ago - present) |
subjects | Child Depressive Disorder, Major Female Firearm Firearms Hospitalization Humans Machine learning Phenotype Suicide Wounds, Gunshot - epidemiology |
title | Clinical diagnostic phenotypes in hospitalizations due to self-inflicted firearm injury |
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