Author details

Full Name

Kyung-Ah Sohn

Affiliation

ORCID

Career Start Year

2007

Papers

H Index

Expertise

CM4AI Collaborator

PMID	Paper Title	Journal Title	Published Year
37508851	ClearF++: Improved Supervised Feature Scoring Using Feature Clustering in Class-Wise Embedding and Reconstruction.		2023
34912724	A Novel Scoring System for Response of Preoperative Chemoradiotherapy in Locally Advanced Rectal Cancer Using Early-Treatment Blood Features Derived From Machine Learning.	Frontiers in Oncology	2021
33543748	Multi-layered network-based pathway activity inference using directed random walks: application to predicting clinical outcomes in urologic cancer.		2021
33760022	HiG2Vec: hierarchical representations of Gene Ontology and genes in the PoincarÃ© ball.		2021
35299717	Interpretable temporal graph neural network for prognostic prediction of Alzheimer's disease using longitudinal neuroimaging data.	Proceedings (IEEE Int Conf Bioinformatics Biomed)	2021
33339334	EEG-Based Emotion Classification for Alzheimer's Disease Patients Using Conventional Machine Learning and Recurrent Neural Network Models.	Sensors	2020
31296201	ClearF: a supervised feature scoring method to find biomarkers using class-wise embedding and reconstruction.	BMC Medical Genomics	2019
31635194	An Exploration of Machine Learning Methods for Robust Boredom Classification Using EEG and GSR Data.	Sensors	2019
31316553	MildInt: Deep Learning-Based Multimodal Longitudinal Data Integration Framework.	Front Genet	2019
31310640	Assessment of intratumoral heterogeneity with mutations and gene expression profiles.	PLoS One	2019
31296204	Topological integration of RPPA proteomic data with multi-omics data for survival prediction in breast cancer via pathway activity inference.	BMC Medical Genomics	2019
30186151	Biological Brain Age Prediction Using Cortical Thickness Data: A Large Scale Cohort Study.	Frontiers in Aging Neuroscience	2018
30255812	Integrative pathway-based survival prediction utilizing the interaction between gene expression and DNA methylation in breast cancer.	BMC Medical Genomics	2018
28589855	Identifying subtype-specific associations between gene expression and DNA methylation profiles in breast cancer.	BMC Medical Genomics	2017
28589859	Integrative information theoretic network analysis for genome-wide association study of aspirin exacerbated respiratory disease in Korean population.	BMC Medical Genomics	2017
28589857	Identification of epigenetic interactions between miRNA and DNA methylation associated with gene expression as potential prognostic markers in bladder cancer.	BMC Medical Genomics	2017
27535739	Integrative regression network for genomic association study.	BMC Medical Genomics	2016
25002459	Knowledge boosting: a graph-based integration approach with multi-omics data and genomic knowledge for cancer clinical outcome prediction.	J Am Med Inform Assoc	2015
25708115	Investigating the utility of clinical outcome-guided mutual information network in network-based Cox regression.	BMC Systems Biology	2015
25725496	hiHMM: Bayesian non-parametric joint inference of chromatin state maps.	Bioinformatics	2015
26138921	Integrative network analysis for survival-associated gene-gene interactions across multiple genomic profiles in ovarian cancer.	Journal of Ovarian Research	2015
26260855	A comment on two-locus epistatic interaction models for genome-wide association studies.	Journal of Bioinformatics and Computational Biology	2015
26045178	Interpretation of personal genome sequencing data in terms of disease ranks based on mutual information.	BMC Med Genomics	2015
25164756	Comparative analysis of metazoan chromatin organization.	Nature	2014
25705161	Relevance Epistasis Network of Gastritis for Intra-chromosomes in the Korea Associated Resource (KARE) Cohort Study.		2014
24581733	Fast detection of high-order epistatic interactions in genome-wide association studies using information theoretic measure.		2014
24561168	Incorporating inter-relationships between different levels of genomic data into cancer clinical outcome prediction.	Methods	2014
24521303	Relative impact of multi-layered genomic data on gene expression phenotypes in serous ovarian tumors.	BMC Syst Biol	2013
23281707	MicroRNA-centric measurement improves functional enrichment analysis of co-expressed and differentially expressed microRNA clusters.	BMC Genomics	2012
22649082	Robust estimation of local genetic ancestry in admixed populations using a nonparametric Bayesian approach.	Genetics	2012
19477989	A multivariate regression approach to association analysis of a quantitative trait network.		2009
17646333	Spectrum: joint Bayesian inference of population structure and recombination events.		2007