Publications
Refereed Journal Articles
- Kirillova A, Sethuraman M, Dong X, … Kim S, Chan SY. (2025). Reversal of inflammatory reprogramming by vasodilator agents in pulmonary hypertension. ERJ Open Research, 11(1): 00486-2024.
- Tai YY, Yu Q, Tang Y, … Kim S, Chan SY. (2024). Allele-specific control of rodent and human lncRNA KMT2E-AS1 promotes hypoxic endothelial pathology in pulmonary hypertension. Sci Transl Med, 16(729):eadd2029.
- Feng M, … Kim S, McConkey D, Choi W. (2023). Identification of Lineage-specific Transcriptional Factor-defined Molecular Subtypes in Small Cell Bladder Cancer. European Urology. https://doi.org/10.1016/j.eururo.2023.05.023.
- Feng M, Matoso A, … Kim S, McConkey D, Choi W. (2023). Identification of Lineage-specific Transcriptional Factor-defined Molecular Subtypes in Small Cell Bladder Cancer. European Urology.
- Nwosu L, Li X, Qian L, Kim S, Dong X. (2022). Calibrated bagging deep learning for image semantic segmentation: A case study on COVID-19 chest X-ray image. PLoS ONE.
- Nakamura K, Zhu Z, … Kim S, … Goel A. (2022). An exosome-based transcriptomic signature for noninvasive, early detection of patients with pancreatic ductal adenocarcinoma. Gastroenterology.
- Negi V, Yang J, … Kim S, Chan SY. (2021). Computational repurposing of therapeutic small molecules from cancer to pulmonary hypertension. Sci Adv, 7(43):eabh3794.
- Craig DW, … Kim S, … Van Keuren-Jensen K. (2021). RNA sequencing of whole blood reveals early alterations in immune cells and gene expression in Parkinson’s disease. Nature Aging, 1, 734-747.
- Culley MK, … Kim S, … Chan SY. (2021). Frataxin deficiency promotes endothelial senescence in pulmonary hypertension. J Clin Invest, 136459.
- Woodcock C, … Kim S, … Chan SY. (2021). Matrix Stiffening Induces a Pathogenic QKI-miR-7-SRSF1 Signaling Axis in Pulmonary Arterial Endothelial Cells. Am J Physiol Lung Cell Mol Physiol, 320(5):L726-L738.
- Sun W, Tang Y, … Kim S, … Chan SY. (2020). SCUBE1 Controls BMPR2-Relevant Pulmonary Endothelial Function: Implications for Diagnostic Marker Development in Pulmonary Arterial Hypertension. JACC Basic to Translational Science, 5(11): 1073–1092.
- Kalani MYS, … Kim S, Keuren-Jensen KV. (2020). Extracellular microRNAs in blood differentiate between ischaemic and haemorrhagic stroke subtypes. Journal of Extracellular Vesicles, 9(1).
- Berens ME, … Kim S, … Ginty F. (2019). Multiscale, multimodal analysis of tumor heterogeneity in IDH1 mutant vs wild-type diffuse gliomas. PLoS ONE, 14(12): e0219724.
- Halperin RF, … Kim S, Byron SA. (2019). Leveraging Spatial Variation in Tumor Purity for Improved Somatic Variant Calling of Archival Tumor Only Samples. Frontiers in Oncology, 9: 119.
- Stearman RS, … Kim S, … Geraci MW. (2019). Systems Analysis of the Human Pulmonary Arterial Hypertension Lung Transcriptome. Am J Respir Cell Mol Biol, 60(6):637-649.
- Sima C, Hua J, Bittner ML, Kim S, Dougherty ER. (2018). Phenotype Classification Using Moment Features of Single-Cell Data. Cancer Informatics.
- Bell JB, … Kim S, … Platanias LC. (2018). Differential Response of Glioma Stem Cells to Arsenic Trioxide Therapy Is Regulated by MNK1 and mRNA Translation. Mol Cancer Res, 16(1):32-46.
- Halperin RF, … Kim S, Craig DW. (2017). A method to reduce ancestry related germline false positives in tumor only somatic variant calling. BMC Medical Genomics, 10:61.
- Tran H, Speyer G, Kiefer J, Kim S. (2017). Contextualization of Drug-Mediator Relations Using Evidence Networks. BMC Bioinformatics, 18 (Suppl 7): 252.
- Yeri A, … Kim S, … Van Keuren-Jensen K. (2017). Total Extracellular Small RNA Profiles from Plasma, Saliva, and Urine of Healthy Subjects. Scientific Reports, 7: 44061.
- Vitucci M, … Kim S, … Miller CR. (2017). Genomic profiles of low-grade murine gliomas evolve during progression to glioblastoma. Neuro Oncology, 19(9):1237-1247.
- Cancer Target Discovery and Development Network. (2016). Transforming Big Data into Cancer-Relevant Insight. Mol Cancer Res, 14(8):675-82.
- Legendre CR, … Kim S, Salhia B. (2016). Pathway implications of aberrant global methylation in adrenocortical cancer. PLoS ONE, 11(3):e0150629.
- Zheng S, … Kim S, … Verhaak RGW. (2016). Comprehensive Pan-Genomic Characterization of Adrenocortical Carcinoma. Cancer Cell, 30(2):363.
- Tibes R, … Kim S, … Shea TC. (2014). Phase I study of the novel Cdc2/CDK1 and AKT inhibitor terameprocol in patients with advanced leukemias. Invest New Drugs.
- Staren ED, … Kim S, … Markman M. (2014). Initial experience with genomic profiling of heavily pretreated breast cancers. Annals of Surgical Oncology, 21(10): 3216-22.
- Verdicchio M, Kim S. (2014). Template-Based Intervention in Boolean Network Models of Biological Systems. EURASIP Bioinformatics and Systems Biology, 2014:11.
- Joy A, Ramesh A, … Kim S, Feuerstein BG. (2014). AKT Pathway Genes Define 5 Prognostic Subgroups in Glioblastoma. PLoS One, 9(7):e100827.
- Paoloni M, … Kim S, … Trent J. (2014). Prospective molecular profiling of canine cancers… PLoS One.
- Jung S, Kim S. (2014). EDDY: A novel statistical gene set test method to detect differential genetic dependencies. Nucleic Acids Res, 42(7): e60.
- Choi W, … Kim S, … McConkey DJ. (2014). Identification of distinct basal and luminal subsets of human bladder cancers with different sensitivities to frontline chemotherapy. Cancer Cell, 25(2): 152-165.
- Burgos KL, … Kim S, … Keuren-Jensen KV. (2013). Identification of extracellular miRNA in human cerebrospinal fluid by next-generation sequencing. RNA, 19(5):712-22.
- Jung S, Verdicchio M, … Kim S. (2013). Learning Contextual Gene Set Interaction Networks of Cancer with Condition Specificity. BMC Genomics, 14(1):110.
- Baker AS, … Kim S, … Fonseca R. (2013). Uncovering the Biology of Multiple Myeloma Among African Americans. Blood, 121(16):3147-52.
- Jung S, Kim S, … Salhia B. (2012). DNA Methylation in Multiple Myeloma is Weakly Associated with Gene Transcription. PLoS One, 7(12):e52626.
- Loftus JC, … Kim S, … Tran NL. (2012). miRNA Expression Profiling in Migrating Glioblastoma Cells. PLoS One, 7(6):e39818.
- Arora S, … Kim S, Weiss GJ. (2011). MicroRNA-328 is associated with Non-small Cell Lung Cancer (NSCLC) Brain Metastasis. Int J Cancer, 129(11):2621-31.
- Nasser S, Cunliffe H, Black M, Kim S. (2011). Context-specific Gene Regulatory Networks Subdivide Intrinsic Subtypes of Breast Cancer. BMC Bioinformatics, 12(Suppl 2):S3.
- Nasser S, … Kim S. (2011). Biomarkers Associated with Metastasis of Lung Cancer to Brain Predict Patient Survival. Int J Data Mining and Bioinformatics, 5(3): 287-307.
- Bryce D, Verdicchio M, Kim S. (2010). Planning Interventions in Biological Networks. ACM Trans Intell Syst Technol, 1(2):11.
- Gowda T, Vrudhula S, Kim S. (2009). Prediction of Pair-wise Gene Interaction Using Threshold Logic. Ann NY Acad Sci, 1158:276-86.
- Gowda T, Vrudhula S, Kim S. (2009). Modeling of Gene Regulatory Network Dynamics Using Threshold Logic. Ann NY Acad Sci, 1158:71-81.
- Tari L, Baral C, Kim S. (2009). Fuzzy c-means clustering with prior biological knowledge. J Biomed Inform, 42(1):74-81.
- Stephan EA, … Kim S, … Demeure MJ. (2008). Adrenocortical carcinoma survival rates correlated to genomic copy number variants. Mol Cancer Ther, 7(2): 425-431.
- Brun M, Kim S, Choi W, Dougherty ER. (2007). Comparison of gene regulatory networks via steady-state trajectories. EURASIP J Bioinform Syst Biol, 82702.
- Chng WJ, … Kim S, … Fonseca R. (2007). Molecular Dissection Of Hyperdiploid Multiple Myeloma Using Gene Expression Profiling. Cancer Res, 67: 2982-2989.
- Liu W, … Kim S, … Xu J. (2007). Germline copy number polymorphisms involving larger than 100 kb are uncommon in normal subjects. Prostate, 67, 227-233.
- Goutsias J, Kim S. (2006). Stochastic transcriptional regulatory systems with time delays: a mean-field approximation. J Comput Biol, 13, 1049-1076.
- Zhang X, Kim S, Wang T, Baral C. (2006). Joint learning of logic relationships for studying protein function using phylogenetic profiles. IEEE Trans Signal Process, 54, 2427-2435.
- Silva PJS, … Kim S, … Dougherty ER. (2005). Feature selection algorithms to find strong genes. Pattern Recognit Lett, 26, 1444-1453.
- Hashimoto RF, Kim S, … Dougherty ER. (2004). Growing genetic regulatory networks from seed genes. Bioinformatics, 20, 1241-1247.
- Goutsias J, Kim S. (2004). A Nonlinear Discrete Dynamical System for Transcriptional Regulation. Biophys J, 86: 1922-1945.
- Bomprezzi R, … Kim S, … Trent J. (2003). Gene expression profile in multiple sclerosis patients. Hum Mol Genet, 12, 2191-2199.
- Brun M, Sabbagh DL, Kim S, Dougherty ER. (2003). Corrected small-sample estimation of the Bayes error. Bioinformatics, 19, 944-951.
- Kobayashi T, … Kim S, … Zhang W. (2003). Microarray reveals differences in both tumors and vascular specific gene expression… Cancer Res, 63, 60-66.
- Morikawa J, … Kim S, … Kobayashi T. (2003). Identification of signature genes by microarray for acute myeloid leukemia… Int J Oncol, 23, 617-625.
- Dougherty ER, … Kim S, … Trent JM. (2002). Inference from clustering with application to gene-expression microarrays. J Comput Biol, 9, 105-126.
- Kim S, Dougherty ER, … Trent JM. (2002). Strong feature sets from small samples. J Comput Biol, 9, 127-146.
- Kim S, Dougherty ER, … Zhang W. (2002). Identification of combination gene sets for glioma classification. Mol Cancer Ther, 1, 1229-1236.
- Kim S, … Dougherty ER, … Suh EB. (2002). Can Markov chain models mimic biological regulation? J Biol Systems, 10, 337-358.
- Shmulevich I, Dougherty ER, Kim S, Zhang W. (2002). Probabilistic Boolean Networks: a rule-based uncertainty model for gene regulatory networks. Bioinformatics, 18, 261-274.
- Dougherty ER, … Kim S, Brun M. (2001). Multiresolution Analysis for Optimal Binary Filters. J Math Imaging Vis, 14, 53–72.
- Dougherty ER, Kim S, Chen Y. (2000). Coefficient of determination in nonlinear signal processing. Signal Processing, 80, 2219-2235.
- Kim S, … Trent JM. (2000). A General Nonlinear Framework for the Analysis of Gene Interaction via Expression Array. J Biomed Opt, 5, 411-424.
- Kim S, … Trent JM. (2000). Multivariate measurement of gene-expression relationships. Genomics, 67, 201-209.
- Baeg S, … Kim S, … Shah R. (1999). Unsupervised Morphological Granulometric Texture Segmentation of Digital Mammograms. J Electron Imaging, 8(1), 65-75.
Refereed Conference Articles
- Peng S, … Kim S, Dhruv H. (2019). Probing glioblastoma and its microenvironment using single-nucleus and single-cell sequencing. IEEE BIBM 2019, San Diego, USA.
- Speyer G, … Kim S. (2018). GPU-accelerated differential dependency network analysis. PDP 2018.
- Speyer G, … Kim S. (2017). Differential Pathway Dependency Discovery Associated with Drug Response across Cancer Cell Lines. Pacific Symposium on Biocomputing, 22:497-508.
- Speyer G, … Kim S. (2016). Knowledge-Assisted Approach to Identify Pathways with Differential Dependencies. Pacific Symposium on Biocomputing, 21:33-44.
- Jung S, Kim S. (2013). Identifying Potential Subtypes of Melanoma based on Pathway Activity Profiles. TBC/ISCB-Asia 2013, Seoul, Korea.
- Ramesh A, Nasser S, Kim S. (2011). Systematic Validation of Computationally Predicted Interaction Networks. WCSB 2011, Zurich.
- Jung S, … Kim S. (2011). Learning Contextual Gene Set Interaction Networks of Glioblastoma. WCSB 2011, Zurich.
- Verdicchio M, Kim S. (2011). Identifying Targets for Intervention by Analyzing Basins of Attraction. PSB 2011, Hawaii.
- Nasser S, … Kim S. (2010). Context-specific Gene Regulatory Networks Subdivide Intrinsic Subtypes of Breast Cancer. DTMBIO 2010.
- Ramesh A, … Kim S. (2010). Clustering Context-Specific Gene Regulatory Networks. PSB 2010.
- Nasser S, … Kim S. (2009). Identifying MiRNA and Imaging Features Associated with Metastasis of Lung Cancer. IEEE BIBM 2009. (Best Paper Award).
- Nasser S, … Kim S. (2009). In-silico conditioning of microRNA to identify potential biomarkers. IEEE GENSIPS 2009.
- Sen I, … Kim S. (2009). Context-Specific Gene Regulations in Cancer Gene Expression Data. PSB 2009.
- Gowda T, … Kim S. (2008). Threshold Logic Gene Regulatory Model. BIODEVICES 2008.
- Tembe W, … Kim S. (2008). Parallel programming to identify cellular contexts. IEEE GENSIPS 2008.
- Bryce D, Kim S. (2007). Planning for Gene Regulatory Network Intervention. IJCAI 07.
- Chung TH, Kim S. (2007). Prioritizing molecular signatures by combining aCGH and global gene expression profiling. IEEE GENSIPS 2007.
- Gowda T, … Kim S. (2007). Threshold Logic Gene Regulatory Networks. IEEE GENSIPS 2007.
- Kim S, … Bittner ML. (2007). Learning context-specific gene regulatory networks via in-silico conditioning. IEEE GENSIPS 2007.
- Kim S, … Bittner ML. (2007). Mining Molecular Contexts of Cancer via In-Silico Conditioning. CSB 2007.
- Henkel Z, Kim S. (2007). Learning Gene Regulatory Networks with the Finite State Linear Model. DREAM 2.
- Bryce D, Kim S. (2006). Planning for Gene Regulatory Network Intervention. IEEE/NLM Life Science Systems and Applications Workshop.
- Chung TH, Kim S. (2006). Quantization of Global Gene Expression Data. ICMLA 2006.
- Kim S, Tak Y, Tari L. (2006). Mining Gene Expression Profiles with Biological Prior Knowledge. IEEE/NLM Life Science Systems & Applications Workshop.
- Baral C, … Kim S, … Ramakrishnan I. (2005). BioLog: A Browser-based Collaboration… DILS 2005.
- Zhang X, Baral C, Kim S. (2005). An algorithm to learn causal connection between genes… AIME 05.
- Kim S, … Bittner M. (2005). Cellular contexts from gene expression profile. IEEE GENSIPS 2005.
- Dougherty ER, Kim S, … Brun M. (2000). Multiresolution Filter Design. SPIE Nonlinear Image Processing XI.
- Kim S, … Trent JM. (2000). Automated analysis of multivariate nonlinear gene relations… SPIE.
- Dougherty ER, … Kim S, … Trent JM. (2001). Time Series Inference from Clustering. SPIE.
- Chen Y, … Kim S, … Bittner ML. (2000). Estimating the Reliability of Inferences… BIST.
- Dougherty ER, Kim S, … Trent JM. (2000). Image Analysis and Signal Processing for cDNA Microarrays. CERH/NIEHS Symposium.
- Dougherty ER, … Kim S, Brun M. (2000). Multiresolution Filter Design. SPIE.
- Kim S, … Trent JM. (2000). Automated analysis of multivariate nonlinear gene relations… SPIE.
- Dougherty ER, Kim S, … Trent JM. (2000). Nonlinear stochastic determination for gene expressions… The Microarray Meeting.
- Dougherty ER, … Kim S, … Trent JM. (1999). Nonlinear Filters in Genomic Control. NSIP’99.
- Kim S, Batman S, Dougherty ER. (1998). A Fast Run-Length-Based Algorithm for One-Dimensional Flat Opening. SPIE.
Patents
- Kim S. Methods of Assessing A Risk Of Cancer Progression. US 8911940 B2 (2014).
- Kim S. Quantifying Gene Relatedness Nonlinear Prediction of Gene Expression Levels. US 7003403 B1 (2006). (Pending applications omitted for brevity, see full CV)
Book Chapters
- Bryce D, Kim S. (2010). Planning Interventions for Gene Regulatory Networks… Computational Methodologies in Gene Regulatory Networks.
- Kim S, et al. (2005). Integrated Approach for Computational Systems Biology. Genomic Signal Processing and Statistics.
- Suh EB, … Kim S, … Martino RL. (2002). Parallel Computation and Visualization Tools… Computational and Statistical Approaches To Genomics.