A robust transfer learning approach for high-dimensional linear regression to support integration of multi-source gene expression data

• Lulu Pan ,

  Roles Conceptualization, Formal analysis, Methodology, Validation, Visualization, Writing – original draft

  ¶‡ These authors share first authorship on this work.

  Affiliation Department of Biostatistics, School of Public Health, Fudan University, Shanghai, China

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• Qian Gao ,

  Roles Conceptualization, Funding acquisition, Visualization, Writing – review & editing

  ¶‡ These authors share first authorship on this work.

  Affiliations Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan, China, Key Laboratory of Coal Environmental Pathogenicity and Prevention (Shanxi Medical University), Ministry of Education, China

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• Kecheng Wei ,

  Roles Conceptualization, Formal analysis, Methodology, Writing – original draft

  ¶‡ These authors share first authorship on this work.

  Affiliation Department of Biostatistics, School of Public Health, Fudan University, Shanghai, China

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• Yongfu Yu ,

  Roles Funding acquisition, Resources, Writing – review & editing

  * E-mail: yu@fudan.edu.cn (YY); gyqin@fudan.edu.cn (GQ); tongwang@sxmu.edu.cn (TW)

  Affiliations Department of Biostatistics, School of Public Health, Fudan University, Shanghai, China, Shanghai Institute of Infectious Disease and Biosecurity, Shanghai, China, Key Laboratory of Public Health Safety of Ministry of Education, Key Laboratory for Health Technology Assessment, National Commission of Health, Fudan University, Shanghai, China

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• Guoyou Qin ,

  Roles Conceptualization, Funding acquisition, Methodology, Resources, Writing – review & editing

  * E-mail: yu@fudan.edu.cn (YY); gyqin@fudan.edu.cn (GQ); tongwang@sxmu.edu.cn (TW)

  Affiliations Department of Biostatistics, School of Public Health, Fudan University, Shanghai, China, Shanghai Institute of Infectious Disease and Biosecurity, Shanghai, China, Key Laboratory of Public Health Safety of Ministry of Education, Key Laboratory for Health Technology Assessment, National Commission of Health, Fudan University, Shanghai, China

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• Tong Wang

  Roles Funding acquisition, Methodology, Resources, Writing – review & editing

  * E-mail: yu@fudan.edu.cn (YY); gyqin@fudan.edu.cn (GQ); tongwang@sxmu.edu.cn (TW)

  Affiliations Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan, China, Key Laboratory of Coal Environmental Pathogenicity and Prevention (Shanxi Medical University), Ministry of Education, China

  https://orcid.org/0000-0002-9403-7167

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