Automated mass screening and association rules analysis for comorbidities of psoriasis: A population‐based case–control study
Patients with psoriasis frequently have comorbidities, which are linked to higher mortality rates. An in‐depth investigation of comorbidities and their effects on health can help improve the management of patients with psoriasis. We conducted a comprehensive and unbiased investigation of comorbiditi...
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Veröffentlicht in: | Journal of dermatology 2024-04, Vol.51 (4), p.539-551 |
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description | Patients with psoriasis frequently have comorbidities, which are linked to higher mortality rates. An in‐depth investigation of comorbidities and their effects on health can help improve the management of patients with psoriasis. We conducted a comprehensive and unbiased investigation of comorbidities in patients with psoriasis and explored the pattern of association between comorbidities. A nationwide population‐based study included 384 914 patients with psoriasis and 384 914 matched controls between 2011 and 2021. We used automated mass screening of all diagnostic codes to identify psoriasis‐associated comorbidities and applied association rule analysis to explore the patterns of comorbidity associations in patients with psoriasis. Patients with psoriasis had an increased risk of autoimmunity‐related diseases such as inflammatory arthritis, Crohn's disease, type 1 diabetes, and acute myocardial infarction. The comorbidities of patients with psoriasis with a history of cardiovascular events demonstrated strong interrelationships with other cardiovascular risk factors including type 2 diabetes mellitus, essential hypertension, and dyslipidemia. We also found comorbidities, such as malignant skin tumors and kidney and liver diseases, which could have adverse effects of anti‐psoriasis therapy. In contrast, patients with psoriasis showed a decreased association with upper respiratory tract infection. Our results imply that comorbidities in patients with psoriasis are associated with the systemic inflammation of psoriasis and the detrimental effects of its treatment. Furthermore, we found patterns of associations between the cardiovascular risk factors and psoriasis. Mass screening and association analyses using large‐scale databases can be used to investigate impartially the comorbidities of psoriasis and other diseases. |
doi_str_mv | 10.1111/1346-8138.17121 |
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An in‐depth investigation of comorbidities and their effects on health can help improve the management of patients with psoriasis. We conducted a comprehensive and unbiased investigation of comorbidities in patients with psoriasis and explored the pattern of association between comorbidities. A nationwide population‐based study included 384 914 patients with psoriasis and 384 914 matched controls between 2011 and 2021. We used automated mass screening of all diagnostic codes to identify psoriasis‐associated comorbidities and applied association rule analysis to explore the patterns of comorbidity associations in patients with psoriasis. Patients with psoriasis had an increased risk of autoimmunity‐related diseases such as inflammatory arthritis, Crohn's disease, type 1 diabetes, and acute myocardial infarction. The comorbidities of patients with psoriasis with a history of cardiovascular events demonstrated strong interrelationships with other cardiovascular risk factors including type 2 diabetes mellitus, essential hypertension, and dyslipidemia. We also found comorbidities, such as malignant skin tumors and kidney and liver diseases, which could have adverse effects of anti‐psoriasis therapy. In contrast, patients with psoriasis showed a decreased association with upper respiratory tract infection. Our results imply that comorbidities in patients with psoriasis are associated with the systemic inflammation of psoriasis and the detrimental effects of its treatment. Furthermore, we found patterns of associations between the cardiovascular risk factors and psoriasis. Mass screening and association analyses using large‐scale databases can be used to investigate impartially the comorbidities of psoriasis and other diseases.</description><identifier>ISSN: 0385-2407</identifier><identifier>EISSN: 1346-8138</identifier><identifier>DOI: 10.1111/1346-8138.17121</identifier><identifier>PMID: 38345288</identifier><language>eng</language><publisher>England: Wiley Subscription Services, Inc</publisher><subject>association rules analysis ; Autoimmune diseases ; Autoimmunity ; Automation ; Cardiovascular diseases ; Cardiovascular Diseases - epidemiology ; Case-Control Studies ; Comorbidity ; Crohn's disease ; Diabetes ; Diabetes mellitus (insulin dependent) ; Diabetes mellitus (non-insulin dependent) ; Diabetes Mellitus, Type 2 - complications ; Diabetes Mellitus, Type 2 - epidemiology ; Dyslipidemia ; Humans ; Inflammatory bowel diseases ; Liver diseases ; mass screening ; Myocardial infarction ; Population studies ; Psoriasis ; Psoriasis - complications ; Psoriasis - diagnosis ; Psoriasis - epidemiology ; Respiratory tract infection ; Risk factors</subject><ispartof>Journal of dermatology, 2024-04, Vol.51 (4), p.539-551</ispartof><rights>2024 Japanese Dermatological Association.</rights><rights>Copyright © 2024 Japanese Dermatological Association</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3251-11814f424a74e015bdbcc8777b8960e5a3daa1d3da873a21e0dc8cac8558f3943</cites><orcidid>0000-0002-5706-2371 ; 0000-0003-1309-4539 ; 0000-0001-5975-8519 ; 0000-0001-9994-8819 ; 0009-0006-4073-6428 ; 0000-0002-2223-1606 ; 0000-0002-5602-3530</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1111%2F1346-8138.17121$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2F1346-8138.17121$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,777,781,1412,27905,27906,45555,45556</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38345288$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kim, Bo Ri</creatorcontrib><creatorcontrib>Lee, Kun Hee</creatorcontrib><creatorcontrib>Paik, Kyungho</creatorcontrib><creatorcontrib>Kim, Minjae</creatorcontrib><creatorcontrib>Bae, Jung Min</creatorcontrib><creatorcontrib>Choi, Chong Won</creatorcontrib><creatorcontrib>Youn, Sang Woong</creatorcontrib><title>Automated mass screening and association rules analysis for comorbidities of psoriasis: A population‐based case–control study</title><title>Journal of dermatology</title><addtitle>J Dermatol</addtitle><description>Patients with psoriasis frequently have comorbidities, which are linked to higher mortality rates. An in‐depth investigation of comorbidities and their effects on health can help improve the management of patients with psoriasis. We conducted a comprehensive and unbiased investigation of comorbidities in patients with psoriasis and explored the pattern of association between comorbidities. A nationwide population‐based study included 384 914 patients with psoriasis and 384 914 matched controls between 2011 and 2021. We used automated mass screening of all diagnostic codes to identify psoriasis‐associated comorbidities and applied association rule analysis to explore the patterns of comorbidity associations in patients with psoriasis. Patients with psoriasis had an increased risk of autoimmunity‐related diseases such as inflammatory arthritis, Crohn's disease, type 1 diabetes, and acute myocardial infarction. The comorbidities of patients with psoriasis with a history of cardiovascular events demonstrated strong interrelationships with other cardiovascular risk factors including type 2 diabetes mellitus, essential hypertension, and dyslipidemia. We also found comorbidities, such as malignant skin tumors and kidney and liver diseases, which could have adverse effects of anti‐psoriasis therapy. In contrast, patients with psoriasis showed a decreased association with upper respiratory tract infection. Our results imply that comorbidities in patients with psoriasis are associated with the systemic inflammation of psoriasis and the detrimental effects of its treatment. Furthermore, we found patterns of associations between the cardiovascular risk factors and psoriasis. Mass screening and association analyses using large‐scale databases can be used to investigate impartially the comorbidities of psoriasis and other diseases.</description><subject>association rules analysis</subject><subject>Autoimmune diseases</subject><subject>Autoimmunity</subject><subject>Automation</subject><subject>Cardiovascular diseases</subject><subject>Cardiovascular Diseases - epidemiology</subject><subject>Case-Control Studies</subject><subject>Comorbidity</subject><subject>Crohn's disease</subject><subject>Diabetes</subject><subject>Diabetes mellitus (insulin dependent)</subject><subject>Diabetes mellitus (non-insulin dependent)</subject><subject>Diabetes Mellitus, Type 2 - complications</subject><subject>Diabetes Mellitus, Type 2 - epidemiology</subject><subject>Dyslipidemia</subject><subject>Humans</subject><subject>Inflammatory bowel diseases</subject><subject>Liver diseases</subject><subject>mass screening</subject><subject>Myocardial infarction</subject><subject>Population studies</subject><subject>Psoriasis</subject><subject>Psoriasis - complications</subject><subject>Psoriasis - diagnosis</subject><subject>Psoriasis - epidemiology</subject><subject>Respiratory tract infection</subject><subject>Risk factors</subject><issn>0385-2407</issn><issn>1346-8138</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkc1q3TAQhUVpaW5-1t0VQTfZONFIlq3b3SW_LYFs2rWQJTko2JarsQl3l7xBoG-YJ6lubpJFN5nFDJz55ghxCPkC7AhyHYMoq0KBUEdQA4cPZPGmfCQLJpQseMnqHbKLeMsYX0pgn8mOUKKUXKkFeVjNU-zN5B3tDSJFm7wfwnBDzeBoVqINZgpxoGnuPGbVdGsMSNuYqI19TE1wYQp5FVs6YkzB5PV3uqJjHOfu-fbp_rExmJ-wuT_d_7VxmFLsKE6zW--TT63p0B-8zD3y-_zs18llcXV98eNkdVVYwSUUAArKtuSlqUvPQDausVbVdd2oZcW8NMIZAy53VQvDwTNnlTVWSalasSzFHjnc-o4p_pk9TroPaH3XmcHHGTVf8orVklUyo9_-Q2_jnPLPUQsmWKUEAMvU8ZayKSIm3-oxhd6ktQamN-noTRZ6k4V-TidffH3xnZveuzf-NY4MyC1wFzq_fs9P_zw92xr_AwlknP4</recordid><startdate>202404</startdate><enddate>202404</enddate><creator>Kim, Bo Ri</creator><creator>Lee, Kun Hee</creator><creator>Paik, Kyungho</creator><creator>Kim, Minjae</creator><creator>Bae, Jung Min</creator><creator>Choi, Chong Won</creator><creator>Youn, Sang Woong</creator><general>Wiley Subscription Services, Inc</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>7T5</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-5706-2371</orcidid><orcidid>https://orcid.org/0000-0003-1309-4539</orcidid><orcidid>https://orcid.org/0000-0001-5975-8519</orcidid><orcidid>https://orcid.org/0000-0001-9994-8819</orcidid><orcidid>https://orcid.org/0009-0006-4073-6428</orcidid><orcidid>https://orcid.org/0000-0002-2223-1606</orcidid><orcidid>https://orcid.org/0000-0002-5602-3530</orcidid></search><sort><creationdate>202404</creationdate><title>Automated mass screening and association rules analysis for comorbidities of psoriasis: A population‐based case–control study</title><author>Kim, Bo Ri ; Lee, Kun Hee ; Paik, Kyungho ; Kim, Minjae ; Bae, Jung Min ; Choi, Chong Won ; Youn, Sang Woong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3251-11814f424a74e015bdbcc8777b8960e5a3daa1d3da873a21e0dc8cac8558f3943</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>association rules analysis</topic><topic>Autoimmune diseases</topic><topic>Autoimmunity</topic><topic>Automation</topic><topic>Cardiovascular diseases</topic><topic>Cardiovascular Diseases - epidemiology</topic><topic>Case-Control Studies</topic><topic>Comorbidity</topic><topic>Crohn's disease</topic><topic>Diabetes</topic><topic>Diabetes mellitus (insulin dependent)</topic><topic>Diabetes mellitus (non-insulin dependent)</topic><topic>Diabetes Mellitus, Type 2 - complications</topic><topic>Diabetes Mellitus, Type 2 - epidemiology</topic><topic>Dyslipidemia</topic><topic>Humans</topic><topic>Inflammatory bowel diseases</topic><topic>Liver diseases</topic><topic>mass screening</topic><topic>Myocardial infarction</topic><topic>Population studies</topic><topic>Psoriasis</topic><topic>Psoriasis - complications</topic><topic>Psoriasis - diagnosis</topic><topic>Psoriasis - epidemiology</topic><topic>Respiratory tract infection</topic><topic>Risk factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kim, Bo Ri</creatorcontrib><creatorcontrib>Lee, Kun Hee</creatorcontrib><creatorcontrib>Paik, Kyungho</creatorcontrib><creatorcontrib>Kim, Minjae</creatorcontrib><creatorcontrib>Bae, Jung Min</creatorcontrib><creatorcontrib>Choi, Chong Won</creatorcontrib><creatorcontrib>Youn, Sang Woong</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Immunology Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of dermatology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kim, Bo Ri</au><au>Lee, Kun Hee</au><au>Paik, Kyungho</au><au>Kim, Minjae</au><au>Bae, Jung Min</au><au>Choi, Chong Won</au><au>Youn, Sang Woong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Automated mass screening and association rules analysis for comorbidities of psoriasis: A population‐based case–control study</atitle><jtitle>Journal of dermatology</jtitle><addtitle>J Dermatol</addtitle><date>2024-04</date><risdate>2024</risdate><volume>51</volume><issue>4</issue><spage>539</spage><epage>551</epage><pages>539-551</pages><issn>0385-2407</issn><eissn>1346-8138</eissn><abstract>Patients with psoriasis frequently have comorbidities, which are linked to higher mortality rates. An in‐depth investigation of comorbidities and their effects on health can help improve the management of patients with psoriasis. We conducted a comprehensive and unbiased investigation of comorbidities in patients with psoriasis and explored the pattern of association between comorbidities. A nationwide population‐based study included 384 914 patients with psoriasis and 384 914 matched controls between 2011 and 2021. We used automated mass screening of all diagnostic codes to identify psoriasis‐associated comorbidities and applied association rule analysis to explore the patterns of comorbidity associations in patients with psoriasis. Patients with psoriasis had an increased risk of autoimmunity‐related diseases such as inflammatory arthritis, Crohn's disease, type 1 diabetes, and acute myocardial infarction. The comorbidities of patients with psoriasis with a history of cardiovascular events demonstrated strong interrelationships with other cardiovascular risk factors including type 2 diabetes mellitus, essential hypertension, and dyslipidemia. We also found comorbidities, such as malignant skin tumors and kidney and liver diseases, which could have adverse effects of anti‐psoriasis therapy. In contrast, patients with psoriasis showed a decreased association with upper respiratory tract infection. Our results imply that comorbidities in patients with psoriasis are associated with the systemic inflammation of psoriasis and the detrimental effects of its treatment. Furthermore, we found patterns of associations between the cardiovascular risk factors and psoriasis. Mass screening and association analyses using large‐scale databases can be used to investigate impartially the comorbidities of psoriasis and other diseases.</abstract><cop>England</cop><pub>Wiley Subscription Services, Inc</pub><pmid>38345288</pmid><doi>10.1111/1346-8138.17121</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-5706-2371</orcidid><orcidid>https://orcid.org/0000-0003-1309-4539</orcidid><orcidid>https://orcid.org/0000-0001-5975-8519</orcidid><orcidid>https://orcid.org/0000-0001-9994-8819</orcidid><orcidid>https://orcid.org/0009-0006-4073-6428</orcidid><orcidid>https://orcid.org/0000-0002-2223-1606</orcidid><orcidid>https://orcid.org/0000-0002-5602-3530</orcidid></addata></record> |
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subjects | association rules analysis Autoimmune diseases Autoimmunity Automation Cardiovascular diseases Cardiovascular Diseases - epidemiology Case-Control Studies Comorbidity Crohn's disease Diabetes Diabetes mellitus (insulin dependent) Diabetes mellitus (non-insulin dependent) Diabetes Mellitus, Type 2 - complications Diabetes Mellitus, Type 2 - epidemiology Dyslipidemia Humans Inflammatory bowel diseases Liver diseases mass screening Myocardial infarction Population studies Psoriasis Psoriasis - complications Psoriasis - diagnosis Psoriasis - epidemiology Respiratory tract infection Risk factors |
title | Automated mass screening and association rules analysis for comorbidities of psoriasis: A population‐based case–control study |
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