Toward Explainable Anticancer Compound Sensitivity Prediction via Multimodal Attention-Based Convolutional Encoders

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المؤلفون: María Rodríguez Martínez; Vigneshwari Subramanian; Matteo Manica; Julio Saez-Rodriguez; Jannis Born; Ali Oskooei
المصدر:
Molecular Pharmaceutics, 16 (12)
Molecular Pharmaceutics
الموضوع:
0301 basic medicine; FOS: Computer and information sciences; Computer Science - Machine Learning; Computer Science - Artificial Intelligence; drug sensitivity prediction; computational systems biology; machine learning; drug discovery; multiscale; multimodal; attention; CNN; RNN; explainability; interpretability; molecular networks; molecular fingerprints; GDSC; SMILES; gene expression; drug sensitivity; anticancer compounds; IC50; EC50; lead discovery; personalized medicine; precision medicine; Antineoplastic Agents; Machine Learning (stat.ML); Quantitative Biology - Quantitative Methods; Machine Learning (cs.LG); 03 medical and health sciences; Deep Learning; Statistics - Machine Learning; Humans; Quantitative Methods (q-bio.QM); 0303 health sciences; deep learning; Artificial Intelligence (cs.AI); Drug Design; FOS: Biological sciences; Neural Networks, Computer; Algorithms
نوع التسجيلة:
Article
Other literature type
الدخول الالكتروني :
https://pubs.acs.org/doi/pdf/10.1021/acs.molpharmaceut.9b00520
https://pubmed.ncbi.nlm.nih.gov/31618586
http://arxiv.org/abs/1904.11223
https://arxiv.org/pdf/1904.11223.pdf,https://arxiv.org/abs/1904.11223,https://pubmed.ncbi.nlm.nih.gov/31618586/,http://pubs.acs.org/doi/10.1021/acs.molpharmaceut.9b00520,https://dblp.uni-trier.de/db/journals/corr/corr1904.html#abs-1904-11223,https://www.ncbi.nlm.nih.gov/pubmed/31618586
http://hdl.handle.net/20.500.11850/386417

معلومة اضافية
- بيانات النشر:
  Preprint
- بيانات النشر:
  American Chemical Society (ACS), 2019.
- الموضوع:
  2019
- نبذة مختصرة :
  Molecular Pharmaceutics, 16 (12)
  ISSN:1543-8384
  ISSN:1543-8392
- File Description:
  application/application/pdf
- ISSN:
  1543-8392
  1543-8384
- الرقم المعرف:
  10.1021/acs.molpharmaceut.9b00520
- الرقم المعرف:
  10.3929/ethz-b-000386417
- الرقم المعرف:
  10.48550/arxiv.1904.11223
- Rights:
  Standard ACS AuthorChoice/Editors’ Choice Usage Agreement
  acs-specific: authorchoice/editors choice usage agreement
  arXiv Non-Exclusive Distribution
  CC BY
  URL: http://rightsstatements.org/page/InC-NC/1.0/
- الرقم المعرف:
  edsair.doi.dedup.....5d2f009f00a53520bba4259dd8bbeafa

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Toward Explainable Anticancer Compound Sensitivity Prediction via Multimodal Attention-Based Convolutional Encoders

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