Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Research graph
References from Deep learning facilitates multi-data type analysis and predictive biomarker discovery in cancer precision medicine. Local targets link to admitted publications; unresolved targets remain external evidence.
What are biomarkers?
10.1097/coh.0b013e32833ed177 · 2010 · External reference
10.1021/acs.chemrev.9b00437
10.1021/acs.chemrev.9b00437 · External reference
10.1016/j.febslet.2009.03.042
10.1016/j.febslet.2009.03.042 · External reference
10.1007/s10916-011-9762-6
10.1007/s10916-011-9762-6 · External reference
DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data
10.1186/s13073-021-00930-x · 2021 · External reference
10.1038/s10038-020-00832-7
10.1038/s10038-020-00832-7 · External reference
Houlston RJNpo
2021 · External reference
10.1016/j.neuroimage.2017.04.041
10.1016/j.neuroimage.2017.04.041 · External reference
10.1039/c6sc03738k
10.1039/c6sc03738k · External reference
10.1186/s12859-017-1702-0
10.1186/s12859-017-1702-0 · External reference
10.3389/fmolb.2022.789889
10.3389/fmolb.2022.789889 · External reference
10.1038/s41746-019-0122-0
10.1038/s41746-019-0122-0 · External reference
10.3389/fgene.2019.01041
10.3389/fgene.2019.01041 · External reference
Rise of deep learning for genomic, proteomic, and metabolomic data integration in precision medicine
10.1089/omi.2018.0097 · 2018 · External reference
Deep learning accurately predicts estrogen receptor status in breast cancer metabolomics data
10.1021/acs.jproteome.7b00595 · 2018 · External reference
10.3389/fgene.2018.00477
10.3389/fgene.2018.00477 · External reference
10.1186/s12864-021-07524-2
10.1186/s12864-021-07524-2 · External reference
Unresolved reference
2022 · External reference
10.1093/bib/bbab454
10.1093/bib/bbab454 · External reference
10.1021/acs.analchem.9b04811
10.1021/acs.analchem.9b04811 · External reference
Unresolved reference
External reference
10.1101/2020.05.20.107458
10.1101/2020.05.20.107458 · External reference
10.3390/s21144758
10.3390/s21144758 · External reference
10.1186/s13321-019-0397-9
10.1186/s13321-019-0397-9 · External reference
10.1038/s41467-019-13807-w
10.1038/s41467-019-13807-w · External reference
10.1038/s41598-020-69813-2
10.1038/s41598-020-69813-2 · External reference
10.1007/s11042-021-10707-4
10.1007/s11042-021-10707-4 · External reference
10.1186/s13244-019-0764-0
10.1186/s13244-019-0764-0 · External reference
10.1038/s41597-022-01450-y
10.1038/s41597-022-01450-y · External reference
10.3390/electronics9030445
10.3390/electronics9030445 · External reference
10.1016/j.future.2018.10.009
10.1016/j.future.2018.10.009 · External reference
10.3390/app11104573
10.3390/app11104573 · External reference
Unresolved reference
External reference
A new transfer learning based on VGG-19 network for fault diagnosis
2019 · External reference
10.1038/s41467-020-18918-3
10.1038/s41467-020-18918-3 · External reference
10.1038/s41598-021-81525-9
10.1038/s41598-021-81525-9 · External reference
10.3389/fgene.2020.00768
10.3389/fgene.2020.00768 · External reference
10.21203/rs.3.rs-493350/v1
10.21203/rs.3.rs-493350/v1 · External reference
10.3390/cancers13133308
10.3390/cancers13133308 · External reference
10.1145/3386252
10.1145/3386252 · External reference
10.1038/s41598-019-47765-6
10.1038/s41598-019-47765-6 · External reference
10.1186/s12920-020-0677-2
10.1186/s12920-020-0677-2 · External reference
Unresolved reference
External reference
10.1038/s41598-022-20674-x
10.1038/s41598-022-20674-x · External reference
10.1038/s41598-022-22917-3
10.1038/s41598-022-22917-3 · External reference
Unresolved reference
External reference
10.1016/j.compbiomed.2022.105362
10.1016/j.compbiomed.2022.105362 · External reference
Incorporating deep learning and multi-omics autoencoding for analysis of lung adenocarcinoma prognostication
10.1016/j.compbiolchem.2020.107277 · 2020 · External reference
Robust prognostic subtyping of muscle-invasive bladder cancer revealed by deep learning-based multi-omics data integration
10.3389/fonc.2021.689626 · 2021 · External reference
10.3389/fgene.2022.824451
10.3389/fgene.2022.824451 · External reference
Managing of unassigned mass spectrometric data by neural network for cancer phenotypes classification
2021 · External reference
Integrated multi-omics analysis of ovarian cancer using variational autoencoders
10.1038/s41598-021-85285-4 · 2021 · External reference
10.1158/1078-0432.ccr-17-0853
10.1158/1078-0432.ccr-17-0853 · External reference
10.1038/s41467-021-23774-w
10.1038/s41467-021-23774-w · External reference
10.1016/j.csbj.2020.09.033 · Admitted local publication
10.3390/molecules25143250
10.3390/molecules25143250 · External reference
Convolutional neural network in proteomics and metabolomics for determination of comorbidity between cancer and schizophrenia
10.1016/j.jbi.2021.103890 · 2021 · External reference
10.1186/s13073-021-00968-x
10.1186/s13073-021-00968-x · External reference
10.1038/s41568-020-00327-9
10.1038/s41568-020-00327-9 · External reference
10.1016/j.csbj.2020.09.033 · Admitted local publication
A serum metabolomic signature for the detection and grading of bladder
2021 · External reference
10.3389/fonc.2020.00804
10.3389/fonc.2020.00804 · External reference
10.26434/chemrxiv.7097960.v1
10.26434/chemrxiv.7097960.v1 · External reference
10.1016/j.ailsci.2021.100014
10.1016/j.ailsci.2021.100014 · External reference
10.3390/ijms22041676
10.3390/ijms22041676 · External reference
10.1038/nchembio.180
10.1038/nchembio.180 · External reference
10.1021/acs.jpca.1c02095
10.1021/acs.jpca.1c02095 · External reference
Unresolved reference
External reference
10.1021/acs.jcim.0c01496
10.1021/acs.jcim.0c01496 · External reference
10.3389/fphar.2020.00269
10.3389/fphar.2020.00269 · External reference
10.1007/s12525-021-00475-2
10.1007/s12525-021-00475-2 · External reference
10.1016/j.biopha.2020.110255
10.1016/j.biopha.2020.110255 · External reference
10.1038/s41598-018-27214-6
10.1038/s41598-018-27214-6 · External reference
10.1002/wcms.1597
10.1002/wcms.1597 · External reference
Unresolved reference
2021 · External reference
Deep autoencoder for mass spectrometry feature learning and cancer detection
10.1109/access.2020.2977680 · 2020 · External reference
A novel technology to integrate imaging and clinical markers for non-invasive diagnosis of lung cancer
10.1038/s41598-021-83907-5 · 2021 · External reference
Lilikoi V2.0: a deep learning-enabled, personalized pathway-based R package for diagnosis and prognosis predictions using metabolomics data
10.1093/gigascience/giaa162 · 2021 · External reference
Lilikoi: an R package for personalized pathway-based classification modeling using metabolomics data
2018 · External reference
10.1093/bib/bbaa204
10.1093/bib/bbaa204 · External reference
10.1038/s41598-019-50720-0
10.1038/s41598-019-50720-0 · External reference
10.3390/biom10060963
10.3390/biom10060963 · External reference
10.1038/s41598-018-34753-5
10.1038/s41598-018-34753-5 · External reference
10.3389/fcell.2021.675978
10.3389/fcell.2021.675978 · External reference
10.1038/s41746-021-00381-z
10.1038/s41746-021-00381-z · External reference
10.1038/s41598-021-92864-y
10.1038/s41598-021-92864-y · External reference
10.1186/s40537-021-00444-8
10.1186/s40537-021-00444-8 · External reference
10.1109/jbhi.2019.2962366
10.1109/jbhi.2019.2962366 · External reference
Unresolved reference
External reference
10.3389/fonc.2020.580919
10.3389/fonc.2020.580919 · External reference
10.1109/mcse.2016.74
10.1109/mcse.2016.74 · External reference
10.1561/9781680835397
10.1561/9781680835397 · External reference
10.3390/biomedicines9020214
10.3390/biomedicines9020214 · External reference
Deep reinforcement learning with its application for lung cancer detection in medical Internet of Things
10.1016/j.future.2019.02.068 · 2019 · External reference
Deep reinforcement learning in medicine
2019 · External reference
Clinical applications of artificial intelligence and machine learning in cancer diagnosis: looking into the future
10.1186/s12935-021-01981-1 · 2021 · External reference
10.1038/s42256-022-00463-x
10.1038/s42256-022-00463-x · External reference
Unresolved reference
2018 · External reference
10.1016/j.coisb.2018.08.008
10.1016/j.coisb.2018.08.008 · External reference
Deep reinforcement learning for diagnosing various types of cancer by TP53 mutation patterns
2021 · External reference
Quantum deep reinforcement learning for clinical decision support in oncology
2021 · External reference
Rise of deep learning for genomic, proteomic, and metabolomic data integration in precision medicine
10.1089/omi.2018.0097 · 2018 · External reference
Deep learning and alternative learning strategies for retrospective real-world clinical data
10.1038/s41746-019-0122-0 · 2019 · External reference