Machine Learning of Histomorphological Features Predict Response to Neoadjuvant Therapy in Locally Advanced Rectal Cancer

被引：0
作者：
Anqi Wang
Ruiqi Ding
Jing Zhang
Beibei Zhang
Xiaolin Huang
Haiyang Zhou
机构：
[1] Changzheng Hospital,Department of Colorectal Surgery
[2] Navy Medical University,Department of Automation
[3] Shanghai Jiao Tong University,Department of Pathology
[4] Changzheng Hospital,Department of Dermatology
[5] Navy Medical University,undefined
[6] Tongren Hospital,undefined
[7] Shanghai Jiao Tong University School of Medicine,undefined
来源：
Journal of Gastrointestinal Surgery | 2023年 / 27卷
关键词：
Locally advanced rectal cancer; Machine learning; Neoadjuvant Therapy; Treatment response;
D O I：
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中图分类号：
学科分类号：
摘要：
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页码：162 / 165
页数：3
相关论文
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  • [1] Jayaprakasam VS(2022)MRI radiomics features of mesorectal fat can predict response to neoadjuvant chemoradiation therapy and tumor recurrence in patients with locally advanced rectal cancer Eur Radiol. 32 971-980
  • [2] Paroder V(2021)Can histologic features predict neoadjuvant therapy response in rectal adenocarcinoma? Pathol Res Pract 226 153608-1567
  • [3] Gibbs P(2018)Classification and mutation prediction from non-small cell lung cancer histopathology images using deep learning Nat Med 24 1559-2118
  • [4] Ono Y(2018)Impact of Tumor Regression Grade as a Major Prognostic Factor in Locally Advanced Rectal Cancer after Neoadjuvant Chemoradiotherapy: A Proposal for a Modified Staging System Cancers (Basel) 10 319-undefined
  • [5] Cates JMM(2020)Clinicopathologic determinants of pathologic treatment response in neoadjuvant treated rectal adenocarcinoma Ann Diagn Pathol 45 151452-undefined
  • [6] Gonzalez RS(2021)Stromal Organization as a Predictive Biomarker of Response to Neoadjuvant Therapy in Locally Advanced Rectal Cancer J Gastrointest Surg 25 2116-undefined
  • [7] Coudray N(undefined)undefined undefined undefined undefined-undefined
  • [8] Ocampo PS(undefined)undefined undefined undefined undefined-undefined
  • [9] Sakellaropoulos T(undefined)undefined undefined undefined undefined-undefined
  • [10] Song C(undefined)undefined undefined undefined undefined-undefined
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