Discriminant study of cervical squamous cells based on computer image analysis

Discriminant study of cervical squamous cells based on computer image analysis | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Discriminant study of cervical squamous cells based on computer image analysis Haiyan NIU, Jing ZHENG, Na XIE, Chaona JIANG, Yonghong LAN This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-4602338/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract This paper presents a discriminant method of cervical squamous epithelium cells based on computer image analysis. The discriminant coincidence rates indicate that this method can be an appropriate reference approach of classification and diagnosis on cervical squamous epithelium cells, and potential applications are presented in a tentative study on automated image analysis system for cytological fields. cervical cancer liquid based smear squamous cell computer image analysis discriminant analysis Figures Figure 1 Full Text Additional Declarations No competing interests reported. Tables 1-6 are available in the Supplementary Files section. Supplementary Files Table1.docx Table2.docx Table3.docx Table4.docx Table5.docx Table6.docx Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-4602338","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":322368456,"identity":"896bd58f-475a-430f-8baa-4145fed6eaa4","order_by":0,"name":"Haiyan NIU","email":"","orcid":"","institution":"Hainan Medical University","correspondingAuthor":false,"prefix":"","firstName":"Haiyan","middleName":"","lastName":"NIU","suffix":""},{"id":322368457,"identity":"09c7c724-2fcd-4d54-b58c-dcb6fab045e5","order_by":1,"name":"Jing ZHENG","email":"","orcid":"","institution":"Hainan Medical University","correspondingAuthor":false,"prefix":"","firstName":"Jing","middleName":"","lastName":"ZHENG","suffix":""},{"id":322368458,"identity":"20706125-2e68-4810-815b-e5d15e4f592c","order_by":2,"name":"Na XIE","email":"","orcid":"","institution":"Hainan Medical University","correspondingAuthor":false,"prefix":"","firstName":"Na","middleName":"","lastName":"XIE","suffix":""},{"id":322368459,"identity":"20e0235d-8aed-4c49-8941-3692ef4b11de","order_by":3,"name":"Chaona JIANG","email":"","orcid":"","institution":"Hainan Medical University","correspondingAuthor":false,"prefix":"","firstName":"Chaona","middleName":"","lastName":"JIANG","suffix":""},{"id":322368460,"identity":"e376c433-37f4-4508-bced-326c993b51b8","order_by":4,"name":"Yonghong LAN","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAxUlEQVRIiWNgGAWjYBACxmbG5gcfKiTk7NsbiNTC3M7cZjjjjI2xAc8BIrWw97M3SPO2pSVukEggUgtvM2OD4Qy2w4nbJR9vvMFQYxNNUIskUMuDDzyHjXfOTiu2YDiWlttASIsh2BaJw7INt3PMJBgbDhPWYn+YsUGaxwBI3jxDpBZgIAO1JKQpbrjBQ7wWYCAfsDGW7AH6JYEYvzD2H3/84OM/CTl+9sMbb3yosSGsBRkYEB01SFpI1TEKRsEoGAUjAwAACzlDVp0YAkgAAAAASUVORK5CYII=","orcid":"","institution":"Hainan Medical University","correspondingAuthor":true,"prefix":"","firstName":"Yonghong","middleName":"","lastName":"LAN","suffix":""}],"badges":[],"createdAt":"2024-06-19 00:38:21","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-4602338/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-4602338/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":60446900,"identity":"3c3d25f8-4c62-4bd7-b687-3b8492a96757","added_by":"auto","created_at":"2024-07-16 21:57:51","extension":"jpg","order_by":1,"title":"Figure 1","display":"","copyAsset":false,"role":"figure","size":11439603,"visible":true,"origin":"","legend":"\u003cp\u003eMicroscope image of squamous cells (Papanicolaou staining，400×)\u003c/p\u003e","description":"","filename":"Figure1.jpg","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/83cfbdfca07f8a3a32e63665.jpg"},{"id":74147399,"identity":"7e792c01-1b8f-4f70-a1e9-549dc2c11247","added_by":"auto","created_at":"2025-01-18 16:16:46","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":11707089,"visible":true,"origin":"","legend":"","description":"","filename":"Manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1_covered_69f4679a-5be0-46ca-ba6c-e9b436e366b9.pdf"},{"id":60447682,"identity":"ede03ea5-f908-45c2-a47f-0988234b1691","added_by":"auto","created_at":"2024-07-16 22:05:51","extension":"docx","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":16190,"visible":true,"origin":"","legend":"","description":"","filename":"Table1.docx","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/9913ecf633cde897e8665f17.docx"},{"id":60446896,"identity":"445c719c-126e-46c2-a861-dc433ade86e5","added_by":"auto","created_at":"2024-07-16 21:57:51","extension":"docx","order_by":2,"title":"","display":"","copyAsset":false,"role":"supplement","size":16019,"visible":true,"origin":"","legend":"","description":"","filename":"Table2.docx","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/18f43adbefe6ebf37bbf6594.docx"},{"id":60446895,"identity":"ff5d61dc-ba26-42d4-b15c-944c9ee60067","added_by":"auto","created_at":"2024-07-16 21:57:51","extension":"docx","order_by":3,"title":"","display":"","copyAsset":false,"role":"supplement","size":16163,"visible":true,"origin":"","legend":"","description":"","filename":"Table3.docx","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/326e92c71056e2a774b8e53f.docx"},{"id":60446901,"identity":"f069f812-6ff4-47d9-9182-99c005ff1eb5","added_by":"auto","created_at":"2024-07-16 21:57:51","extension":"docx","order_by":4,"title":"","display":"","copyAsset":false,"role":"supplement","size":14462,"visible":true,"origin":"","legend":"","description":"","filename":"Table4.docx","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/bf650be5cab43599b0bdbdca.docx"},{"id":60446899,"identity":"b5e109c6-8789-4d2b-93fa-d232d1793d74","added_by":"auto","created_at":"2024-07-16 21:57:51","extension":"docx","order_by":5,"title":"","display":"","copyAsset":false,"role":"supplement","size":14484,"visible":true,"origin":"","legend":"","description":"","filename":"Table5.docx","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/77ae918abb9e4dbcb2b6366c.docx"},{"id":60446897,"identity":"a471ddae-909e-4251-8da7-845ae8685064","added_by":"auto","created_at":"2024-07-16 21:57:51","extension":"docx","order_by":6,"title":"","display":"","copyAsset":false,"role":"supplement","size":14670,"visible":true,"origin":"","legend":"","description":"","filename":"Table6.docx","url":"https://assets-eu.researchsquare.com/files/rs-4602338/v1/1b79efec686497c6e35bd227.docx"}],"financialInterests":"\u003cp\u003eNo competing interests reported.\u003c/p\u003e\n\u003cp\u003eTables 1-6 are available in the Supplementary Files section.\u003c/p\u003e","formattedTitle":"Discriminant study of cervical squamous cells based on computer image analysis","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"cervical cancer, liquid based smear, squamous cell, computer image analysis, discriminant analysis","lastPublishedDoi":"10.21203/rs.3.rs-4602338/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-4602338/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eThis paper presents a discriminant method of cervical squamous epithelium cells based on computer image analysis. The discriminant coincidence rates indicate that this method can be an appropriate reference approach of classification and diagnosis on cervical squamous epithelium cells, and potential applications are presented in a tentative study on automated image analysis system for cytological fields.\u003c/p\u003e","manuscriptTitle":"Discriminant study of cervical squamous cells based on computer image analysis","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2024-07-16 21:57:46","doi":"10.21203/rs.3.rs-4602338/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"225f794b-26e2-4003-89bf-1ee7c76eb9b5","owner":[],"postedDate":"July 16th, 2024","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2025-01-18T16:08:33+00:00","versionOfRecord":[],"versionCreatedAt":"2024-07-16 21:57:46","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-4602338","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-4602338","identity":"rs-4602338","version":["v1"]},"buildId":"qtupq5eGEP_6zYnWcrvyt","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}