Evaluation of machine learning algorithms for the prognosis of breast cancer from the Surveillance, Epidemiology, and End Results database

Ruiyang Wu; Jing Luo; Hangyu Wan; Haiyan Zhang; Yewei Yuan; Huihua Hu; Jinyan Feng; Jing Wen; Yan Wang; Junyan Li; Qi Liang; Fengjiao Gan; Gang Zhang

doi:10.1371/journal.pone.0280340

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Open Access

Peer-reviewed

Research Article

Evaluation of machine learning algorithms for the prognosis of breast cancer from the Surveillance, Epidemiology, and End Results database

Ruiyang Wu ,

Contributed equally to this work with: Ruiyang Wu, Jing Luo

Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Jing Luo ,

Contributed equally to this work with: Ruiyang Wu, Jing Luo

Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Hangyu Wan,

Roles Data curation

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Haiyan Zhang,

Roles Data curation, Investigation

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Yewei Yuan,

Roles Data curation

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Huihua Hu,

Roles Formal analysis

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Jinyan Feng,

Roles Formal analysis, Project administration

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Jing Wen,

Roles Formal analysis, Project administration

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Yan Wang,

Roles Data curation

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Junyan Li,

Roles Methodology

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Qi Liang,

Roles Data curation

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Fengjiao Gan,

Roles Validation

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China
⨯
Gang Zhang

Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

* E-mail: 1419174430@qq.com

Affiliation Department of Breast and Thyroid Surgery, Sichuan Provincial Hospital for Women and Children (Affiliated Women and Children’s Hospital of Chengdu Medical College), Chengdu, China

https://orcid.org/0000-0001-5155-8811

⨯

Evaluation of machine learning algorithms for the prognosis of breast cancer from the Surveillance, Epidemiology, and End Results database

Ruiyang Wu,
Jing Luo,
Hangyu Wan,
Haiyan Zhang,
Yewei Yuan,
Huihua Hu,
Jinyan Feng,
Jing Wen,
Yan Wang,
Junyan Li

Published: January 26, 2023
https://doi.org/10.1371/journal.pone.0280340

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Breast cancer
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Prognosis
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Machine learning algorithms
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Lung and intrathoracic tumors
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