Transfer Learning for Early Prediction of Adverse Drug Reactions: Docetaxel and Alopecia in Breast Cancer as a Case Study

被引:1
|
作者
Dimitsaki, Stella [1 ,2 ]
Natsiavas, Pantelis [2 ]
Jaulent, Marie-Christine [1 ]
机构
[1] Univ Paris 13, Sorbonne Univ, INSERM, LIMICS, F-75006 Paris, France
[2] Ctr Res & Dev Hellas, Inst Appl Biosci, Thessaloniki, Greece
关键词
Breast cancer; docetaxel; adverse drug reaction; alopecia; transfer learning;
D O I
10.3233/SHTI230158
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Transfer Learning (TL) is an approach which has not yet been widely investigated in healthcare, mostly applied in image data. This study outlines a TL pipeline leveraging Individual Case Safety reports (ICSRs) and Electronic Health Records (EHR), applied for the early detection Adverse Drug Reactions (ADR), evaluated using of alopecia and docetaxel on breast cancer patients as use case.
引用
收藏
页码:396 / 397
页数:2
相关论文
共 50 条
  • [41] Association study of genetic polymorphism in ABCC4 with cyclophosphamide-induced adverse drug reactions in breast cancer patients
    Siew-Kee Low
    Kazuma Kiyotani
    Taisei Mushiroda
    Yataro Daigo
    Yusuke Nakamura
    Hitoshi Zembutsu
    Journal of Human Genetics, 2009, 54 : 564 - 571
  • [42] Study on the association between adverse drug reactions to opioids and gene polymorphisms: a case-case-control study
    Yang, Jing
    Sun, Ying-zi
    Li, Qun-fang
    Fu, Zheng
    Guan, Yu-yao
    Song, Chao
    Zheng, Lei
    BMC PHARMACOLOGY & TOXICOLOGY, 2023, 24 (01):
  • [43] Association study of genetic polymorphism in ABCC4 with cyclophosphamide-induced adverse drug reactions in breast cancer patients
    Low, Siew-Kee
    Kiyotani, Kazuma
    Mushiroda, Taisei
    Daigo, Yataro
    Nakamura, Yusuke
    Zembutsu, Hitoshi
    JOURNAL OF HUMAN GENETICS, 2009, 54 (10) : 564 - 571
  • [44] Study on the association between adverse drug reactions to opioids and gene polymorphisms: a case-case–control study
    Jing Yang
    Ying-zi Sun
    Qun-fang Li
    Zheng Fu
    Yu-yao Guan
    Chao Song
    Lei Zheng
    BMC Pharmacology and Toxicology, 24
  • [45] Study on prediction of early adverse events by CapeOX therapy in patients with colorectal cancer
    Kumihashi, Yuki
    Kasai, Yohei
    Akagawa, Takuya
    Yuasa, Yasuhiro
    Ishikura, Hisashi
    Sato, Youichi
    JOURNAL OF MEDICAL INVESTIGATION, 2024, 71 (1-2): : 141 - 147
  • [46] Docetaxel-induced neuropathy: A pharmacogenetic case-control study of 150 women with early-stage breast cancer
    Eckhoff, Lise
    Feddersen, Soren
    Knoop, Ann S.
    Ewertz, Marianne
    Bergmann, Troels K.
    ACTA ONCOLOGICA, 2015, 54 (04) : 530 - 537
  • [47] THERAPEUTIC DRUG MONITORING OF DOCETAXEL: A CASE REPORT OF ADMINISTRATION OF DOCETAXEL FOR BREAST CANCER PATIENT RECEIVING RIFAMPICIN AND CLARITHROMYCIN TREATMENT FOR NTM.
    Yashima, H.
    Araki, T.
    Ishikawa, Y.
    Oshima, S.
    Nagano, D.
    Obayashi, K.
    Horiguchi, J.
    Yamamoto, K.
    CLINICAL PHARMACOLOGY & THERAPEUTICS, 2017, 101 (S1) : S53 - S53
  • [48] Impact of Hyperparameter Optimization to Enhance Machine Learning Performance: A Case Study on Breast Cancer Recurrence Prediction
    Gonzalez-Castro, Lorena
    Chavez, Marcela
    Duflot, Patrick
    Bleret, Valerie
    Del Fiol, Guilherme
    Lopez-Nores, Martin
    APPLIED SCIENCES-BASEL, 2024, 14 (13):
  • [49] Adverse drug reactions related to cytotoxic drugs: a pharmacovigilance study in a comprehensive cancer institute
    Couffignal, AL
    Lapeyre-Mestre, M
    Bonhomme, C
    Bugat, R
    Montastruc, JL
    THERAPIE, 2000, 55 (05): : 635 - 641
  • [50] Adverse drug reactions associated with chemotherapeutic agents used in breast cancer: Analysis of patients' online forums
    Assi, Sulaf
    Torrington, Ebony
    Cheema, Ejaz
    Hamid, Abdullah Al
    JOURNAL OF ONCOLOGY PHARMACY PRACTICE, 2021, 27 (01) : 108 - 118