View in EDS HTML Full Text PDF Full Text

Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study.

Saved in:
Bibliographic Details
Title: Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study.
Authors: Xie SH; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; The Graduate School of Fujian Medical University, Fuzhou, Fujian, China., Xu H; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; The Graduate School of Fujian Medical University, Fuzhou, Fujian, China., Zhang H; Department of Thoracic Surgery, Gaozhou People's Hospital, Gaozhou, Guangdong,, China., Xu JX; Department of Thoracic Surgery, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China., Huang SJ; Department of Cardiothoracic Surgery, The Affiliated Hospital of Putian University, Putian, China., Liu WY; Department of Thoracic Surgery, Cancer Hospital Chinese Academy of Medical Sciences, Shenzhen Center, Shenzhen, China., Tang ZL; Department of Thoracic Surgery, Quanzhou First Hospital, Quanzhou, Fujian,, China.; Department of Thoracic Surgery, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian, China., Xu RY; Department of Thoracic Surgery, Quanzhou First Hospital, Quanzhou, Fujian,, China.; Department of Thoracic Surgery, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian, China., Ke SK; Department of Thoracic Surgery, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China., Xie JB; Department of Cardiothoracic Surgery, The Affiliated Hospital of Putian University, Putian, China., Feng QY; Department of Ultrasound, Gaozhou People's Hospital, Gaozhou, Guangdong, China., Kang MQ; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; Key Laboratory of Cardio-Thoracic Surgery(Fujian Medical University), Fujian Province University, Fuzhou, Fujian, China.; Key Laboratory of Ministry of Education for Gastrointestinal Cancer, Fujian Medical University, Fuzhou, Fujian, China.; Fujian Key Laboratory of Tumor Microbiology, Fujian Medical University, Fuzhou, Fujian, China.; Clinical Research Center for Thoracic Tumors of Fujian Province, Fuzhou, Fujian, China.
Source: Frontiers in immunology [Front Immunol] 2025 Aug 06; Vol. 16, pp. 1603249. Date of Electronic Publication: 2025 Aug 06 (Print Publication: 2025).
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101560960 Publication Model: eCollection Cited Medium: Internet ISSN: 1664-3224 (Electronic) Linking ISSN: 16643224 NLM ISO Abbreviation: Front Immunol Subsets: MEDLINE
Database: MEDLINE Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 40842991
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Xie+SH%22">Xie SH</searchLink>; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; The Graduate School of Fujian Medical University, Fuzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Xu+H%22">Xu H</searchLink>; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; The Graduate School of Fujian Medical University, Fuzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Zhang+H%22">Zhang H</searchLink>; Department of Thoracic Surgery, Gaozhou People's Hospital, Gaozhou, Guangdong,, China.<br /><searchLink fieldCode="AU" term="%22Xu+JX%22">Xu JX</searchLink>; Department of Thoracic Surgery, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China.<br /><searchLink fieldCode="AU" term="%22Huang+SJ%22">Huang SJ</searchLink>; Department of Cardiothoracic Surgery, The Affiliated Hospital of Putian University, Putian, China.<br /><searchLink fieldCode="AU" term="%22Liu+WY%22">Liu WY</searchLink>; Department of Thoracic Surgery, Cancer Hospital Chinese Academy of Medical Sciences, Shenzhen Center, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Tang+ZL%22">Tang ZL</searchLink>; Department of Thoracic Surgery, Quanzhou First Hospital, Quanzhou, Fujian,, China.; Department of Thoracic Surgery, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Xu+RY%22">Xu RY</searchLink>; Department of Thoracic Surgery, Quanzhou First Hospital, Quanzhou, Fujian,, China.; Department of Thoracic Surgery, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Ke+SK%22">Ke SK</searchLink>; Department of Thoracic Surgery, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China.<br /><searchLink fieldCode="AU" term="%22Xie+JB%22">Xie JB</searchLink>; Department of Cardiothoracic Surgery, The Affiliated Hospital of Putian University, Putian, China.<br /><searchLink fieldCode="AU" term="%22Feng+QY%22">Feng QY</searchLink>; Department of Ultrasound, Gaozhou People's Hospital, Gaozhou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Kang+MQ%22">Kang MQ</searchLink>; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; Key Laboratory of Cardio-Thoracic Surgery(Fujian Medical University), Fujian Province University, Fuzhou, Fujian, China.; Key Laboratory of Ministry of Education for Gastrointestinal Cancer, Fujian Medical University, Fuzhou, Fujian, China.; Fujian Key Laboratory of Tumor Microbiology, Fujian Medical University, Fuzhou, Fujian, China.; Clinical Research Center for Thoracic Tumors of Fujian Province, Fuzhou, Fujian, China.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101560960%22">Frontiers in immunology</searchLink> [Front Immunol] 2025 Aug 06; Vol. 16, pp. 1603249. <i>Date of Electronic Publication: </i>2025 Aug 06 (<i>Print Publication: </i>2025).
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Multicenter Study
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Research+Foundation]%22">Frontiers Research Foundation] </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101560960 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>1664-3224 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216643224%22">16643224 </searchLink><i>NLM ISO Abbreviation: </i>Front Immunol <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40842991
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3389/fimmu.2025.1603249
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 1603249
    Titles:
      – TitleFull: Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Xie SH
      – PersonEntity:
          Name:
            NameFull: Xu H
      – PersonEntity:
          Name:
            NameFull: Zhang H
      – PersonEntity:
          Name:
            NameFull: Xu JX
      – PersonEntity:
          Name:
            NameFull: Huang SJ
      – PersonEntity:
          Name:
            NameFull: Liu WY
      – PersonEntity:
          Name:
            NameFull: Tang ZL
      – PersonEntity:
          Name:
            NameFull: Xu RY
      – PersonEntity:
          Name:
            NameFull: Ke SK
      – PersonEntity:
          Name:
            NameFull: Xie JB
      – PersonEntity:
          Name:
            NameFull: Feng QY
      – PersonEntity:
          Name:
            NameFull: Kang MQ
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 06
              M: 08
              Text: 2025 Aug 06
              Type: published
              Y: 2025
          Identifiers:
            – Type: issn-electronic
              Value: 1664-3224
          Numbering:
            – Type: volume
              Value: 16
          Titles:
            – TitleFull: Frontiers in immunology
              Type: main
ResultId 1