Manu Shivakumar, Jason E. Miller, Venkata Ramesh Dasari, Radhika Gogoi*, Dokyoon Kim*, on behalf of the DiscovEHR collaboration. Genetic analysis of functional rare germline variants across 9 cancer types from the DiscovEHR study. Genetics in Medicine (Submitted)

Eun Kyung Choe^, Manu Shivakumar^, Anurag Verma, Shefali Verma, Dokyoon Kim*. Phenome-wide association study of a comprehensive health check-up database in Korean population: Clinical application & trans-ethnic comparison. Nature Medicine (Submitted)

So Yeon Kim, Eun Kyung Choe, Manu Shivakumar, Dokyoon Kim*, Kyung-Ah Sohn*. Multi-layered network-based pathway activity inference using directed random walks: application to predicting clinical outcomes in urologic cancer. Bioinformatics (Submitted)

Eun Kyung Choe^, Sangwoo Lee^, So Yeon Kim, Manu Shivakumar, Kyu Joo Park, Young Jun Chai, Dokyoon Kim*. Prognostic effect of inflammatory genes on stage I-III colorectal cancer - integrative analysis of TCGA data. BMC Cancer (Submitted)

Manu Shivakumar^, Seonggyun Han^, Younghee Lee*, Dokyoon Kim*. Epigenetic interplay between methylation and miRNA in bladder cancer: Focus on isoform expression. Frontiers in Oncology (Submitted)

Lisa Bang, Manu Shivakumar, Tullika Garg*, Dokyoon Kim*. Genetic analysis of urothelial cancer in the DiscovEHR study identifies germline variants in genes found to be associated with clinical survival outcome and sex-based differential presentation of disease. Molecular Cancer Research (Submitted)

Jaesik Kim, Dokyoon Kim*, Kyung-Ah Sohn*. HiG2Vec: Hierarchical representations of gene ontology and genes in the Poincare ball. Bioinformatics (Submitted)

Yoon-Seong Jeon, Chang-Sung Kim, Manu Shivakumar, Dokyoon Kim, Jung-Seok Lee. Reliability of microarray analysis for studying periodontitis: low consistency in two periodontitis cohort data sets from different platforms and an integrative meta-analysis. Journal of Periodontal & Implant Science (Submitted)

Yonghyun Nam, Seung Mi Lee, Ji Won Park, Jae-Seung Yun, Anurag Verma, Xia Ning, Li Shen,  Dokyoon Kim*. Drug repurposing on SARS-Cov-2 and COVID-19 with network reinforcement. (In preparation)

Jie Hao^, Sang-Hyuk Jung^, Injeong Shim, Chamlee Cho, Anurag Verma, Hong-Hee Won*, Dokyoon Kim*. DeepPRS: deep learning-based genome-wide polygenic risk scores for coronary artery disease. (In preparation)

Manu Shivakumar^, Eun Kyung Choe^, Seung Mi Lee, Anurag Verma*, Dokyoon Kim*. Dissecting the clinical relevance of polygenic risk score for obesity in Korean population. (In preparation)

Sang-Hyuk Jung, Injeong Shim, Dokyoon Kim*, Hong-Hee Won*. Genetic risk prediction of coronary artery disease based on imputed tissue-specific gene expression and polygenic risk scores. (In preparation)

Yonghyun Nam^, Sang-Hyuk Jung^, Hong-Hee Won*, Dokyoon Kim*. Disease interaction networks for predicting disease comorbidity. (In preparation)

Vivek Sriram^, Manu Shivakumar^, Sang-Hyuk Jung, Anurag Verma, Seunggeun Lee, Eun Kyung Choe, Dokyoon Kim*. NETMAGE: a human-disease phenotype map for the visualization of PheWAS. (In preparation)

Garam Lee, Kwangsik Nho, Sang-Hyuk Jung, Kyung-Ah Sohn*, Dokyoon Kim*. Estimating Alzheimer's disease risk score based on SNPs from 3 genes for mild cognitive impairment conversion prediction. (In preparation)

Jaesik Kim, Garam Lee, Kyung-Ah Sohn*, Dokyoon Kim*. Informative Tumor Mutational Burden (iTMB): integrated multiple scores for missesnse mutations to predict immunotherapy outcome for non-small cell lung cancer. (In preparation)

Sang-Hyuk Jung, Kwangsik Nho, Dokyoon Kim*, Hong-Hee Won*. Genetic risk prediction of late-onset Alzheimer's disease based on tissue-specific transcription analysis and polygenic risk scores. (In preparation)

Manu Shivakumar, Joseph Glessner, Anastasia Lucas, Yuki Bradford, Shefali S. Verma, Jonathan L Haines, Peggy Peissig, Josh Denny, Melissa Basford, David Crosslin, John Harley, Laura Jarmila Rasmussen-Torvik, Iftikhar Kullo, Eric Larson, Paul Avillach, Murray Brilliant, John Connolly, Gerard Tromp, Helena Kuivaniemi, Paul Crane, Jennifer Allen Pacheco, Hakon Hakonarson, Catherine McCarty, Marylyn D. Ritchie, Dokyoon Kim*. Phenome-wide copy number burden association study on a range of phenotypes in 10,000 participants from the eMERGE network. (In preparation)

Eun Kyung Choe, So Yeon Kim, Manu Shivakumar, Dokyoon Kim*. Association between obesity and the colorectal cancer prognosis - "Multi-omics" pathway integration study. (In preparation)


Sangwoo Lee^, Eun Kyung Choe^, So Yeon Kim, Hua Sun Kim, Kyu Joo Park*, Dokyoon Kim*. Liver imaging features by convolutional neural network to predict the metachronous liver metastasis in stage I-III colorectal cancer patients based on preoperative abdominal CT scan. BMC Bioinformatics (Accepted)

Jason H. Moore, Ian Barnett, Mary Regina Boland, Yong Chen, George Demiris, Graciela Gonzalez-Hernandez, Daniel S. Herman, Blanca E. Times, Rebecca A. Hubbard, Dokyoon Kim, Jeffrey S. Morris, Danielle L. Mowery, Marylyn D. Ritchie, Li Shen, Ryan Urbanowicz and John H. Holmes. Ideas for how informaticians can get involved with COVID-19 research. BioData Mining , 13:3, 2020 [PubMed]

Joseph Glessner, Jin Li, Akash Kini, Melody Rynerson, Dokyoon Kim, Anastasia Lucas, Benjamin Chang, John Connolly, Marne Castillo, John Harley, Gail Jarvik, Marylyn D Ritchie, Patrick Sleiman, David Crosslin, Hakon Hakonarson. CNV association of diverse clinical phenotypes from eMERGE reveals novel disease biology underlying cardiovascular disease. International Journal of Cardiology, doi: 10.1016/j.ijcard.2019.07.058, 2020 [PubMed

Shilpa Nadimpalli Kobren, Brett Beaulieu-Jones, Christian Darabos, Dokyoon Kim, Anurag Verma. Ongoing challenges and innovative approaches for recognizing patterns across large-scale, integrative biomedical datasets. Pacific Symposium on Biocomputing (PSB), 25:286-294, 2020 [PubMed]


Jong Jin Oh^, Manu Shivakumar^, Jason E Miller, Shefali Verma, Hakmin Lee, Sung Kyu Hong, Sang Eun Lee, Soo Ji Lee, Joohon Sung, 

Dokyoon Kim*, Seok-Soo Byun*. An exome-wide rare variant analysis of Korean men identifies three novel genes predisposing to prostate cancer. Scientific Reports, 9(1):17173, 2019 [PubMed

Manu Shivakumar, Jason E. Miller, Venkata Ramesh Dasari, Radhika Gogoi*, Dokyoon Kim*, on behalf of the DiscovEHR collaboration. Exome-wide rare variant analysis from the DiscovEHR study identifies novel candidate predisposition genes for endometrial cancer. Frontiers in Oncology, doi: 10.3389/fonc.2019.00574, 2019 [PubMed

Garam Lee, Byungkon Kang, Kwangsik Nho, Kyung-Ah Sohn*, Dokyoon Kim*. MildInt: Deep learning-based multimodal longitudinal data integration framework. Frontiers in Genetics, doi: 10.3389/fgene.2019.00617, 2019 [PubMed]

Jason E Miller, Raghu P Metpally, Thomas N Pearson, Sarathbabu Krishnamurthy, Venkata Ramesh Dasari, Daniel R Lavage, Adam M Cook, John Nash, David J Carey, Marylyn D Ritchie, Dokyoon Kim, Radhika Gogoi, on behalf of the DiscovEHR collaboration. Systematic characterization of germline variants from the DiscovEHR study endometrial carcinoma population. BMC Medical Genomics, 12(1):59, 2019 [PubMed]

Gahyun Bang^, Venkata Ramesh Dasari^, Dokyoon Kim, Radhika Gogoi. Differential gene expression induced by Verteporfin in endometrial cancer cells. Scientific Reports, 9(1):3839, 2019 [PubMed]

Jason H. Moore, Mary Regina Boland, Pablo G. Camara, Hannah Chervitz, Graciela Gonzalez, Blanca E. Himes, Dokyoon Kim, Danielle L. Mowery, Marylyn D. Ritchie, Li Shen, Ryan J. Urbanowicz, John H. Holmes. Preparing next generation scientists for biomedical big data: Artificial intelligence approaches. Personalized Medicine, doi: 10.2217/pme-2018-0145,  2019  [PubMed]

Garam Lee^, Kwangsik Nho^, Byungkon Kang, Kyung-Ah Sohn*, Dokyoon Kim*. Predicting Alzheimer's disease progression using multi-modal deep learning approach. Scientific Reports, 9(1):1952,  2019  [PubMed]

Seonggyun Han, Seyoun Byun, Jason E. Miller, Dokyoon Kim, Shannon Risacher, Andrew Saykin, Younghee Lee, Kwangsik Nho. Identification of exon skipping events associated with Alzheimer’s disease in the human hippocampus. BMC Medical Genomics, 12(Suppl 1):13,  2019  [PubMed]

Anurag Verma, Lisa Bang, Jason E. Miller, Yanfei Zhang, Ming Ta Michael Lee, Yu Zhang, Marta Bryska-Bishop, David J. Carey, Marylyn D. Ritchie, Sarah A. Pendergrass, Dokyoon Kim*, on behalf of the DiscovEHR collaboration. Human-disease phenotype map derived from PheWAS across 38,682 individuals. American Journal of Human Genetics, 104(1):55-64,  2019  [PubMed]


Shefali S. Verma, Anurag Verma, Dokyoon Kim, Christian Darabos. Session Introduction - Pattern recognition in biomedical data: Challenges in putting big data to work. Pacific Symposium on Biocomputing 2019 (PSB),,  2018  [PubMed]

Jason E Miller, Manu Shivakumar, Younghee Lee, Seonggyun Han, Emrin Horgousluoglu, Shannon L. Risacher, Andrew J. Saykin, Kwangsik Nho*, 

Dokyoon Kim*. Rare variants in the splicing regulatory elements of EXOC3L4 are associated with brain glucose metabolism in Alzheimer’s disease. 

BMC Medical Genomics, 11(Suppl 3):76,  2018  [PubMed

Yasser EL-Manzalawy, Tsung-Yu Hsieh, Manu Shivakumar, Dokyoon Kim*, Vasant Honavar*. Min-redundancy and max-relevance multi-view feature selection for predicting ovarian cancer survival using multi-omics data. BMC Medical Genomics, 11(Suppl 3):71,  2018  [PubMed]

Shefali Verma, Anastasia M Lucas, Xinyuan Zhang, Yogasudha Veturi, Scott Dudek, Binglan Li, Ruowang Li, Ryan Urbanowicz, Jason H Moore, Dokyoon Kim, Marylyn D Ritchie. Collective feature selection to identify crucial epistatic variants. BioData Mining, doi: 10.1186/s13040-018-0168-6,  2018  [PubMed

Ruowang Li, Dokyoon Kim, Scott Dudek, Heather Wheeler, Eileen Dolan, Marylyn D Ritchie. Integration of genetic and functional genomics data to uncover chemotherapeutic induced cytotoxicity. Pharmacogenomics, doi: 10.1038/s41397-018-0024-6,  2018  [PubMed

Seonggyun Han, Dongwook Kim, Youngjun Kim, Kanghoon Choi, Jason Miller, Dokyoon Kim, Younghee Lee*. CAS-viewer: Web-based tool for splicing-guided integrative analysis of multi-omics cancer data. BMC Medical Genomics, 11(Suppl 2):25,  2018  [PubMed]

Younghee Lee, Seonggyun Han, Dongwook Kim, Dokyoon Kim, Emrin Horgousluoglu, Shannon L. Risacher, Andrew J. Saykin, Kwangsik Nho. Genetic variation affecting exon skipping contributes to brain structural atrophy in Alzheimer’s disease. AMIA 2018 Informatics Summit, 2017:124-131,  2018 [PubMed]

Dongwook Kim, Manu Shivakumar, Michael Sinclair, Youngji Lee, Dokyoon Kim*, Younghee Lee*. Population-dependent Intron Retention and DNA Methylation in Breast Cancer. Molecular Cancer Research, 16(3):461-469,  2018  [PubMed]

Han Seonggyun, Dongwook Kim, Manu Shivakumar, Jason E Miller, Youngji Lee, Tullika Garg, Ju Han Kim*, Dokyoon Kim*, Younghee Lee*. The effects of alternative splicing on miRNA binding sites in bladder cancer. PLoS ONE, 13(1):e0190708,  2018  [PubMed

Jason E Miller, Manu K. Shivakumar, Shannon L. Risacher, Andrew J. Saykin, Seunggeun Lee, Kwangsik Nho*, Dokyoon Kim*. Codon bias among synonymous rare variants is associated with Alzheimer’s disease imaging biomarker. Pacific Symposium on Biocomputing 2018 (PSB), 23:365-376,  2018  [PubMed


Molly A Hall, John Wallace, Anastasia Lucas, Dokyoon Kim, Anna Basile, Shefali S Verma, Cathy A McCarty, Murray Brilliant, Peggy L. Peissig, Terrie Kitchner, Anurag Verma, Sarah Pendergrass, Scott Dudek, Jason H. Moore, Marylyn D. Ritchie. PLATO software provides analytic framework for investigating complexity beyond genome-wide association studies. Nature Communication, 8(1):1167,  2017  [PubMed]

Manu Shivakumar^, Younghee Lee^, Lisa Bang, Tullika Garg, Kyung-ah Sohn*, Dokyoon Kim*. Identification of epigenetic interactions between miRNA and  DNA methylation associated with gene expression as potential prognostic markers in bladder cancer. BMC Medical Genomics, 10(Suppl 1):30,  2017 [PubMed]

Jong Jin OH, Soo Ji Lee, Joo-Yeon Hwang, Dokyoon Kim, Sang Eun Lee, Sung Kyu Hong, Jin-Nyoung Ho, Sungroh Yoon, Joohon Sung, Wun-Jae Kim, Seok-Soo Byun. Exome-based genome-wide association study and risk assessment using genetic risk score to prostate cancer in the Korean population, Oncotarget, 8(27):43934-43943,  2017  [PubMed]

Dokyoon Kim, Anna O. Basile, Lisa Bang, Emrin Horgusluoglu, Seunggeun Lee, Marylyn D. Ritchie, Andrew J. Saykin, Kwangsik Nho. Knowledge-driven binning approach for rare variant association analysis: Application to neuroimaging biomarkers in Alzheimer’s disease. BMC Medical Informatics and Decision Making, 17(Suppl 1):61,  2017  [PubMed]

Garam Lee, Lisa Bang, So Yeon Kim, Dokyoon Kim*, Kyung-Ah Sohn*. Identifying subtype-specific associations between gene expression and DNA methylation profiles in breast cancer. BMC Medical Genomics, 10(Suppl 1):28,  2017  [PubMed]

Ruowang Li, Dokyoon Kim, Marylyn D. Ritchie. Methods to analyze big data in pharmacogenomics research. Pharmacogenomics, 18(8):807-820,  2017  [PubMed]

Kwangsik Nho, Sungeun Kim, Emrin Horgusluoglu, Shannon L. Risacher, Li Shen, Dokyoon Kim, Seunggeun Lee, Tatiana Foroud, Leslie M. Shaw, John Q. Trojanowski, Paul S. Aisen, Ronald C. Petersen, Clifford R. Jack, Michael W. Weiner, Robert C. Green, Arthur W. Toga, Andrew J. Saykin. Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease. BMC Medical Genomics, 10(Suppl 1):29,  2017  [PubMed]

Dokyoon Kim, Heather Volk, Santhosh Girirajan, Sarah Pendergrass, Molly Hall, Shefali Setia, Rebecca J. Schmidt, Robin L. Hansen, Debashis Ghosh, Kyoungmi Kim, Marylyn D. Ritchie, Irva Hertz-Picciotto, Scott Selleck. Interactions between air pollution exposure and copy number variation confer significant risk for autism. Autism Research, 10(9):1470-1480,  2017  [PubMed]

Sehee Wang, Hyung-hwan Jeong, Dokyoon Kim, Kyubum Wee, Hae-Sim Park, Seung-Hyun Kim, Kyung-Ah Sohn. Integrative information theoretic network analysis for genome-wide association study of aspirin exacerbated respiratory disease in Korea. BMC Medical Genomics, 10(Suppl 1):31, 2017  [PubMed]


Dokyoon Kim, Ruowang Li, Anastasia Lucas, Shefali Verma, Scott Dudek, Marylyn Ritchie. Using knowledge-driven genomic interactions for multi-omics data analysis: metadimensional models for predicting clinical outcomes in ovarian carcinoma. J Am Med Inform Assoc, 24(3):577-587,  2016 (Selected in Russ Altman’s Year in Review 2017)  [PubMed]

Ruowang Li, Scott Dudek, Dokyoon Kim, Molly A. Hall, Yuki Bradford, Peggy Peissig, Murray Brilliant, James Linneman, Catherine A. McCarty, Le Bao, Marylyn D. Ritchie. Identification of genetic interaction networks via an evolutionary algorithm evolved Bayesian network. BioData Mining, 9:18,  2016  [PubMed]

Kwangsik Nho, Emrin Horgusluoglu, Sungeun Kim, Shannon Risacher, Dokyoon Kim, Tatiana Foroud, Paul Aisen, Ronald Petersen, Clifford Jack, Leslie Shaw, John Trojanowski, Michael Weiner, Robert Green, Arthur Toga and Andrew J. Saykin Andrew J. Saykin. Integration of bioinformatics and imaging informatics for identifying rare PSEN1 variants in Alzheimer’s disease. BMC Med Genomics, 9 Suppl 1:30,  2016  [PubMed]

Dokyoon Kim, Anastasia Lucas, Joseph Glessner, Shefali S. Verma, Yuki Bradford, Ruowang Li, Alex T. Frase, Hakon Hakonarson, Catherine A. McCarty, Peggy Peissig, Murray Brilliant, Marylyn D. Ritchie. Biofilter as a functional annotation pipeline for common and rare copy number burden. Pacific Symposium on Biocomputing 2017 (PSB), 21:357-68,  2016  [PubMed]


Marylyn D. Ritchie, Emily R. Holzinger, Ruowang Li, Sarah A. Pendergrass, Dokyoon Kim. Methods of integrating data to uncover genotype-phenotype interactions. Nature Reviews Genetics, 16(2), 85-97,  2015  [PubMed]

Dokyoon Kim, Ruowang Li, Scott M. Dudek, Marylyn D. Ritchie. Predicting censored survival data based on the interactions between meta-dimensional omics data in breast cancer. J Biomed Inform, 56, 220-228,  2015  [PubMed]

Dokyoon Kim, Ruowang Li, Scott M. Dudek, John R. Wallace, Marylyn D. Ritchie. Binning somatic mutations based on biological knowledge for predicting survival: an application in renal cell carcinoma. Pacific Symposium on Biocomputing 2016 (PSB), 96-107,  2015  [PubMed]


Dokyoon Kim, Ruowang Li, Scott M. Dudek, Alex T. Frase, Sarah A. Pendergrass, Marylyn D. Ritchie. Knowledge-driven genomic interactions: an application in ovarian cancer. BioData Mining, 7, 20,  2014  [PubMed]

Dokyoon Kim, Je-Gun Joung, Kyung-Ah Sohn, Hyunjung Shin, Marylyn D. Ritchie, Ju Han Kim. Knowledge Boosting: A graph-based integration approach with multi-omics data and genomic knowledge for cancer clinical outcome prediction. J Am Med Inform Assoc, doi:10.1136/amiajnl-2013-002481,  2014  [PubMed]

Ruowang Li, Dokyoon Kim, Scott M. Dudek, Marylyn D. Ritchie. An integrated analysis of genome-wide DNA methylation and genetic variants underlying etoposide-induced cytotoxicity in European and African populations. Lect Notes Comput Sci, 8602:928-938,  2014  [PubMed]

Je-Gun Joung, Dokyoon Kim, Su-Yeon Lee, Hwa Jung Kang, Ju Han Kim. Integrated analysis of microRNA-target interactions with clinical outcomes for cancers. BMC Med Genomics, 7(Suppl 1):S10,  2014  [PubMed]

Dokyoon Kim, Marylyn D. Ritchie. Data integration for cancer clinical outcome prediction. J Health Med Informat, doi:10.4172/2157-7420.1000e122,  2014  [PubMed]

Dokyoon Kim, Hyunjung Shin, Kyung-Ah Sohn, Anurag Verma, Marylyn D. Ritchie, Ju Han Kim. Incorporating inter-relationships between different levels of genomic data into cancer clinical outcome prediction. Methods, 67(3):344-53,  2014  [PubMed]

Jong Jin Oh, Seok Soo Byun, Sang Eun Lee, Sung Kyu Hong, Chang Wook Jeong, Won Suk Choi, Dokyoon Kim, Hae Jong Kim, Soon Chul Myung. Genetic variants in the CYP24A1 gene associated with prostate cancer risk and aggressiveness in a Korean study population. Prostate Cancer P D, 17(2):149-56,  2014  [PubMed]

Jong Jin Oh, Seok Soo Byun, Sang Eun Lee, Sung Kyu Hong, Chang Wook Jeong, Dokyoon Kim, Hae Jong Kim, Soon Chul Myung. Genetic variations in VDR associated with prostate cancer risk and progression in a Korean population. Gene, 533(1):86-93,  2014  [PubMed]


Dokyoon Kim, Ruowang Li, Scott M. Dudek, Marylyn D. Ritchie. ATHENA: Identifying interactions between different levels of genomic data associated with cancer clinical outcomes using grammatical evolution neural network. BioData Mining, 6(1):23,  2013  [PubMed]

Kyung-Ah Sohn^, Dokyoon Kim^, Jaehyun Lim, Ju Han Kim. Relative impact of multi-layered genomic data on gene expression phenotypes in serous ovarian tumors. BMC Systems Biology, 7(Suppl 6):S9,  2013  [PubMed]

Dokyoon Kim, Sungeun Kim, Shannon L. Risacher, Li Shen, Marylyn D. Ritchie, Michael W. Weiner, Andrew J. Saykin, Kwangsik Nho. A graph-based integration of multimodal brain imaging data for the detection of early mild cognitive impairment (E-MCI). Lect Notes Comput Sci, 8159:159-169,  2013  [PubMed]

Dokyoon Kim^, Hyunjung Shin^, Su-Yeon Lee, Je-Gun Jeong, Ju Han Kim. Intra-relation reconstruction from inter-relation: miRNA to gene expression. BMC Systems Biology, 7(Suppl 3):S8,  2013  [PubMed]

Kanghee Park, Amna Ali, Dokyoon Kim, Yeolwoo An, Minkoo Kim, Hyunjung Shin. Robust predictive model for evaluating breast cancer survivability. Eng Appl Artif Intel, 26(9):2194-2205,  2013  [PubMed]

Je-Gun Jeong, Dokyoon Kim, Kyung Hwa Kim, Ju Han Kim. Extracting coordinated patterns of DNA methylation and gene expression in ovarian cancer. J Am Med Inform Assoc, 20(4):637-642,  2013  [PubMed]


Dokyoon Kim^, Hyunjung Shin^, Young Soo Song, Ju Han Kim. Synergistic effect of different levels of genomic data for cancer clinical outcome prediction. J Biomed Inform, 45(6):1191-1198,  2012  [PubMed]

Heewon Seo, Dokyoon Kim, Jong-Hee Chae, Hee Gyung Kang, Byung Chan Lim, Hae Il Cheong, Ju Han Kim. Development of Korean rare disease knowledge base. Health Inform Res, 18(4):272-278,  2012  [PubMed]

Young Soo Song, Hye Won Lee, Yu Rang Park, Dokyoon Kim, Jaehyun Sim, Hyunseok Peter Kang, Ju Han Kim. TMA-TAB: A spreadsheet-based document for exchange of tissue microarray data based on the Tissue Microarray-Object Model. J Biomed Inform, 43:435-441,  2010  [PubMed]

Integrative Omics & Biomedical Informatics Laboratory

Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 19104, USA


© 2016 Dokyoon Kim, All Rights Reserved