Temporomandibular disorders and neck pain in primary headache patients: a retrospective machine learning study
To evaluate the linkage underpinning different clinical conditions as painful TMD and neck pain in patients affected by primary headaches. In this machine learning study, data from medical records of patients with headaches as migraine, tension-type headache (TTH) and other primary ones, referring t...
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Veröffentlicht in: | Acta odontologica Scandinavica 2023-02, Vol.81 (2), p.151-157 |
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creator | Ferrillo, Martina Migliario, Mario Marotta, Nicola Fortunato, Francesco Bindi, Marino Pezzotti, Federica Ammendolia, Antonio Giudice, Amerigo Foglio Bonda, Pier Luigi de Sire, Alessandro |
description | To evaluate the linkage underpinning different clinical conditions as painful TMD and neck pain in patients affected by primary headaches.
In this machine learning study, data from medical records of patients with headaches as migraine, tension-type headache (TTH) and other primary ones, referring to a University Hospital over a 10-year period were analysed. VAS was used to evaluate the intensity of the TMD and neck pain. Moreover, the magnetic resonance imaging was used to supplement the clinical data.
A total of 300 patients (72 male, 228 female), mean aged 37.78 ± 5.11 years, were included. Higher TMD and neck pain VAS in migraine patients were reported. The machine learning analysis focussed on type of primary headache demonstrated that a higher TMD VAS was correlated to migraine, whereas a higher neck pain VAS was correlated to TTH or migraine. Concerning the TMD type, arthrogenous and mixed TMD were correlated to mild-moderate TMD pain (depending on neck pain intensity), whereas myogenic TMD was correlated to moderate-severe TMD pain.
Machine-learning approach highlighted the complexity of diagnosis process and demonstrated that neck pain might be an influential variable on the belonging to different group of headaches in TMD patients. |
doi_str_mv | 10.1080/00016357.2022.2105945 |
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In this machine learning study, data from medical records of patients with headaches as migraine, tension-type headache (TTH) and other primary ones, referring to a University Hospital over a 10-year period were analysed. VAS was used to evaluate the intensity of the TMD and neck pain. Moreover, the magnetic resonance imaging was used to supplement the clinical data.
A total of 300 patients (72 male, 228 female), mean aged 37.78 ± 5.11 years, were included. Higher TMD and neck pain VAS in migraine patients were reported. The machine learning analysis focussed on type of primary headache demonstrated that a higher TMD VAS was correlated to migraine, whereas a higher neck pain VAS was correlated to TTH or migraine. Concerning the TMD type, arthrogenous and mixed TMD were correlated to mild-moderate TMD pain (depending on neck pain intensity), whereas myogenic TMD was correlated to moderate-severe TMD pain.
Machine-learning approach highlighted the complexity of diagnosis process and demonstrated that neck pain might be an influential variable on the belonging to different group of headaches in TMD patients.</description><identifier>ISSN: 0001-6357</identifier><identifier>EISSN: 1502-3850</identifier><identifier>DOI: 10.1080/00016357.2022.2105945</identifier><identifier>PMID: 35906722</identifier><language>eng</language><publisher>England: Taylor & Francis</publisher><subject>Adult ; Facial Pain ; Female ; Headache - diagnosis ; Humans ; Male ; migraine ; Migraine Disorders - complications ; neck pain ; Neck Pain - etiology ; Retrospective Studies ; Temporomandibular disorders ; Temporomandibular Joint Disorders - complications ; Temporomandibular Joint Disorders - diagnosis ; Tension-Type Headache</subject><ispartof>Acta odontologica Scandinavica, 2023-02, Vol.81 (2), p.151-157</ispartof><rights>2022 Acta Odontologica Scandinavica Society 2022</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c366t-af39e2b65bacff94a1e40f6d0a5976463b92399f860e954ffb1b099d7db515d53</citedby><cites>FETCH-LOGICAL-c366t-af39e2b65bacff94a1e40f6d0a5976463b92399f860e954ffb1b099d7db515d53</cites><orcidid>0000-0002-5541-8346 ; 0000-0002-2828-2455 ; 0000-0003-1878-4694</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>315,781,785,27929,27930</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35906722$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ferrillo, Martina</creatorcontrib><creatorcontrib>Migliario, Mario</creatorcontrib><creatorcontrib>Marotta, Nicola</creatorcontrib><creatorcontrib>Fortunato, Francesco</creatorcontrib><creatorcontrib>Bindi, Marino</creatorcontrib><creatorcontrib>Pezzotti, Federica</creatorcontrib><creatorcontrib>Ammendolia, Antonio</creatorcontrib><creatorcontrib>Giudice, Amerigo</creatorcontrib><creatorcontrib>Foglio Bonda, Pier Luigi</creatorcontrib><creatorcontrib>de Sire, Alessandro</creatorcontrib><title>Temporomandibular disorders and neck pain in primary headache patients: a retrospective machine learning study</title><title>Acta odontologica Scandinavica</title><addtitle>Acta Odontol Scand</addtitle><description>To evaluate the linkage underpinning different clinical conditions as painful TMD and neck pain in patients affected by primary headaches.
In this machine learning study, data from medical records of patients with headaches as migraine, tension-type headache (TTH) and other primary ones, referring to a University Hospital over a 10-year period were analysed. VAS was used to evaluate the intensity of the TMD and neck pain. Moreover, the magnetic resonance imaging was used to supplement the clinical data.
A total of 300 patients (72 male, 228 female), mean aged 37.78 ± 5.11 years, were included. Higher TMD and neck pain VAS in migraine patients were reported. The machine learning analysis focussed on type of primary headache demonstrated that a higher TMD VAS was correlated to migraine, whereas a higher neck pain VAS was correlated to TTH or migraine. Concerning the TMD type, arthrogenous and mixed TMD were correlated to mild-moderate TMD pain (depending on neck pain intensity), whereas myogenic TMD was correlated to moderate-severe TMD pain.
Machine-learning approach highlighted the complexity of diagnosis process and demonstrated that neck pain might be an influential variable on the belonging to different group of headaches in TMD patients.</description><subject>Adult</subject><subject>Facial Pain</subject><subject>Female</subject><subject>Headache - diagnosis</subject><subject>Humans</subject><subject>Male</subject><subject>migraine</subject><subject>Migraine Disorders - complications</subject><subject>neck pain</subject><subject>Neck Pain - etiology</subject><subject>Retrospective Studies</subject><subject>Temporomandibular disorders</subject><subject>Temporomandibular Joint Disorders - complications</subject><subject>Temporomandibular Joint Disorders - diagnosis</subject><subject>Tension-Type Headache</subject><issn>0001-6357</issn><issn>1502-3850</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kE1v1DAQQC1ERZfCTwD5yCWLP2In5gSqWkCq1Es5W5N4TA2JHewEtP8er3bLEcnSyJ43M55HyBvO9pz17D1jjGupur1gQuwFZ8q06hnZccVEI3vFnpPdkWmO0CV5WcqPem1Nb16QS6kM050QOxIfcF5STjNEF4ZtgkxdKCk7zIXWNxpx_EkXCJHWs-QwQz7QRwQH4yPWxBowruUDBZpxzaksOK7hN9K55kNEOiHkGOJ3WtbNHV6RCw9TwdfneEW-3d48XH9p7u4_f73-dNeMUuu1AS8NikGrAUbvTQscW-a1Y6BMp1stByOkMb7XDI1qvR_4wIxxnRsUV07JK_Lu1HfJ6deGZbVzKCNOE0RMW7FCG92rvtOyouqEjvX3JaO35y0tZ_ao2j6ptkfV9qy61r09j9iGGd2_qie3Ffh4AkL0Kc_wJ-XJ2RUOU8o-QxxDsfL_M_4CQsOPgg</recordid><startdate>20230217</startdate><enddate>20230217</enddate><creator>Ferrillo, Martina</creator><creator>Migliario, Mario</creator><creator>Marotta, Nicola</creator><creator>Fortunato, Francesco</creator><creator>Bindi, Marino</creator><creator>Pezzotti, Federica</creator><creator>Ammendolia, Antonio</creator><creator>Giudice, Amerigo</creator><creator>Foglio Bonda, Pier Luigi</creator><creator>de Sire, Alessandro</creator><general>Taylor & Francis</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/0000-0002-5541-8346</orcidid><orcidid>https://orcid.org/0000-0002-2828-2455</orcidid><orcidid>https://orcid.org/0000-0003-1878-4694</orcidid></search><sort><creationdate>20230217</creationdate><title>Temporomandibular disorders and neck pain in primary headache patients: a retrospective machine learning study</title><author>Ferrillo, Martina ; Migliario, Mario ; Marotta, Nicola ; Fortunato, Francesco ; Bindi, Marino ; Pezzotti, Federica ; Ammendolia, Antonio ; Giudice, Amerigo ; Foglio Bonda, Pier Luigi ; de Sire, Alessandro</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c366t-af39e2b65bacff94a1e40f6d0a5976463b92399f860e954ffb1b099d7db515d53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Adult</topic><topic>Facial Pain</topic><topic>Female</topic><topic>Headache - diagnosis</topic><topic>Humans</topic><topic>Male</topic><topic>migraine</topic><topic>Migraine Disorders - complications</topic><topic>neck pain</topic><topic>Neck Pain - etiology</topic><topic>Retrospective Studies</topic><topic>Temporomandibular disorders</topic><topic>Temporomandibular Joint Disorders - complications</topic><topic>Temporomandibular Joint Disorders - diagnosis</topic><topic>Tension-Type Headache</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ferrillo, Martina</creatorcontrib><creatorcontrib>Migliario, Mario</creatorcontrib><creatorcontrib>Marotta, Nicola</creatorcontrib><creatorcontrib>Fortunato, Francesco</creatorcontrib><creatorcontrib>Bindi, Marino</creatorcontrib><creatorcontrib>Pezzotti, Federica</creatorcontrib><creatorcontrib>Ammendolia, Antonio</creatorcontrib><creatorcontrib>Giudice, Amerigo</creatorcontrib><creatorcontrib>Foglio Bonda, Pier Luigi</creatorcontrib><creatorcontrib>de Sire, Alessandro</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>Acta odontologica Scandinavica</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ferrillo, Martina</au><au>Migliario, Mario</au><au>Marotta, Nicola</au><au>Fortunato, Francesco</au><au>Bindi, Marino</au><au>Pezzotti, Federica</au><au>Ammendolia, Antonio</au><au>Giudice, Amerigo</au><au>Foglio Bonda, Pier Luigi</au><au>de Sire, Alessandro</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Temporomandibular disorders and neck pain in primary headache patients: a retrospective machine learning study</atitle><jtitle>Acta odontologica Scandinavica</jtitle><addtitle>Acta Odontol Scand</addtitle><date>2023-02-17</date><risdate>2023</risdate><volume>81</volume><issue>2</issue><spage>151</spage><epage>157</epage><pages>151-157</pages><issn>0001-6357</issn><eissn>1502-3850</eissn><abstract>To evaluate the linkage underpinning different clinical conditions as painful TMD and neck pain in patients affected by primary headaches.
In this machine learning study, data from medical records of patients with headaches as migraine, tension-type headache (TTH) and other primary ones, referring to a University Hospital over a 10-year period were analysed. VAS was used to evaluate the intensity of the TMD and neck pain. Moreover, the magnetic resonance imaging was used to supplement the clinical data.
A total of 300 patients (72 male, 228 female), mean aged 37.78 ± 5.11 years, were included. Higher TMD and neck pain VAS in migraine patients were reported. The machine learning analysis focussed on type of primary headache demonstrated that a higher TMD VAS was correlated to migraine, whereas a higher neck pain VAS was correlated to TTH or migraine. Concerning the TMD type, arthrogenous and mixed TMD were correlated to mild-moderate TMD pain (depending on neck pain intensity), whereas myogenic TMD was correlated to moderate-severe TMD pain.
Machine-learning approach highlighted the complexity of diagnosis process and demonstrated that neck pain might be an influential variable on the belonging to different group of headaches in TMD patients.</abstract><cop>England</cop><pub>Taylor & Francis</pub><pmid>35906722</pmid><doi>10.1080/00016357.2022.2105945</doi><tpages>7</tpages><orcidid>https://orcid.org/0000-0002-5541-8346</orcidid><orcidid>https://orcid.org/0000-0002-2828-2455</orcidid><orcidid>https://orcid.org/0000-0003-1878-4694</orcidid></addata></record> |
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subjects | Adult Facial Pain Female Headache - diagnosis Humans Male migraine Migraine Disorders - complications neck pain Neck Pain - etiology Retrospective Studies Temporomandibular disorders Temporomandibular Joint Disorders - complications Temporomandibular Joint Disorders - diagnosis Tension-Type Headache |
title | Temporomandibular disorders and neck pain in primary headache patients: a retrospective machine learning study |
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