Seong-Jun Kang, Ph.D.
Computational single-cell scientist — single-cell & spatial multi-omics, ML/DL analysis
Postdoctoral applicant · Dorkenwald / Fiete Labs, K. Lisa Yang ICoN Center, MIT McGovern
101 Canal Street
Boston, MA 02114
(551) 239-0341
sjkang89@gmail.com
Professional statusMoving from wet-lab immunology into computational neuroscience. I build methods that infer cellular identity, state, and interaction from large, incomplete single-cell and spatial data.
Research objectivesto connect molecular cell identity to circuit structure and function, by integrating connectomics with transcriptomics and growing into connectome-constrained circuit models.
Scientific interestssingle-cell & spatial multi-omics; cell-type inference from incomplete data; self-supervised / embedding representation learning; connectome × transcriptomics; computational neuroimmunology; reproducible ML/DL analysis.

Education

Degrees
Ph.D.2014–2023
Seoul National University, Seoul, Republic of Korea
Department of Biomedical Sciences
Thesis: Exploration of the Regulatory T-cell Role in Various Pathogenic Contexts
Advisor: Chung-Gyu Park, M.D., Ph.D.
M.S.2012–2014
Seoul National University, Seoul, Republic of Korea
Department of Biomedical Sciences
Thesis: Enhanced LPS-Induced Monocyte Activation by Recombinant Human Soluble CD14
Advisor: Chung-Gyu Park, M.D., Ph.D.
B.S.2008–2012
Sungkyunkwan University, Suwon, Republic of Korea
Department of Genetic Engineering

Research & Professional Experience

Researcher
(postdoctoral)
2025–2026
Yonsei University Wonju College of Medicine — Dept. of Physiology / Organelle Medicine Research Center, Wonju, Republic of Korea
Developed deep-learning multimodal-integration models fusing imaging, transcriptomic, and clinical data into single predictive models.
Associate Director2023–2025
PB Immune Therapeutics Inc. — Dept. of Basic Research, Seoul, Republic of Korea
Built in-house single-cell & spatial transcriptomics analysis code from scratch; led cross-functional NHP (cynomolgus, marmoset) EAE/multiple-sclerosis multi-omic studies; oversaw regulatory documentation for an anti-CD40 humanized-antibody program.
Manager2021–2023
PB Immune Therapeutics Inc. — Dept. of Basic Research, Seoul, Republic of Korea
Researcher2019–2021
Xenotransplantation Research Center, Seoul National University, Seoul, Republic of Korea
Rhesus macaque tissue processing, longitudinal immune monitoring, and CNS (brain/spinal cord) tissue handling for immunological analysis.
Research Student2020–2023
SCAID — Single Cell Atlas of Immune Diseases, Genomic Medicine Institute, Seoul National University, Seoul, Republic of Korea
Contributed the founding proposal; executed within the funded program (700+ donors × 8 organs) — milestone tracking, multi-site QC, multi-PI coordination.
Teaching Assistant2014–2016
Seoul National University College of Medicine — Dept. of Microbiology and Immunology, Seoul, Republic of Korea

Publications

18Total papers
17Peer-reviewed
1Under review
6First / co-first
Google Scholar — Full Profile, Citations & h-index ↗
Selected Publications — First / Co-first Author
Contributing Author

Research Grants & Funding

Industry — PB Immune Therapeutics (Manager → Associate Director)
Funding Agency / SponsorProjectPeriodBudget (USD)Role / Contribution
NAVER CorporationFundamental therapeutic strategy for immune-mediated diseases using engineered Tregs (PB20X_Treg)2023~$128,000Proposal & study design (~50%)
Korea Drug Development Fund (KDDF)Evaluation of drug efficacy and discovery of pharmacodynamic biomarkers of a new anti-CD40 antibody lead compound (PB101) for the treatment of pemphigus vulgaris2022–2024~$321,000Lead proposal writer (>90% of proposal & execution)
Ministry of SMEs and Startups (MSS)Scale-up Funding for Tech Commercialization2022–2023~$222,000Lead proposal writer; managed >90% of execution
Korea Drug Development Fund (KDDF)Lead selection and optimization of a therapeutic anti-CD40 antibody for the treatment of multiple sclerosis2021–2023~$571,000Lead proposal writer (>90% of proposal & execution)
Ministry of SMEs and Startups (MSS)Early-stage startup R&D — anti-CD40 biologic (PB-40N) to prevent anti-drug antibodies2021–2022~$74,000Lead proposal writer & core researcher
Doctoral training — Seoul National University
Funding Agency / SponsorProjectPeriodBudget (USD)Role / Contribution
Ministry of Science and ICT (MSIT) — Bio & Medical Technology Development ProgramEstablishing a meta-platform for discovering molecular targets by building a multi-layered immune-disease single-cell map (A9-22-1-05; SCAID — Single-cell Atlas for Immunological Disease)2022–2028 (3+3)~$1.6MParticipated in proposal writing (>30%)
Ministry of Education (MOE) & Ministry of Science and ICT (MSIT)Laboratory-Specialized Tech-Transfer & R&BD Grant2020–2021~$40,000Grant writing, experimental design & technical validation
All grants were held by the institutional Principal Investigator (Ph.D. advisor at SNU; company CEO/CSO at PB Immune Therapeutics); the listed roles reflect the applicant's contribution to proposal writing and project execution — not as PI. Budgets converted at ≈ ₩1,400 / USD.

Technical Skills

Single-cell /
spatial / multi-omic
scRNA-seq, scTCR-seq, snRNA/snATAC; Seurat, Scanpy, Squidpy, Monocle3, CellChat/NicheNet. Integration & generative models (as tools): scVI / scANVI, batch integration, consensus NMF, embedding geometry. Custom UMI-aware, BAM-level isoform analysis code (Python); two end-to-end analysis paths built from scratch. Graph/statistical methods: Milo KNN-graph DA, GLIPH, Shannon-entropy clonality, InferCNV, weighted-LMM/EMM. Spatial: GeoMx DSP (WTA + TCR).
Machine learning /
deep learning / AI
Python ML/DL: scikit-learn, XGBoost/LightGBM/CatBoost, PyTorch; AUC-validated classifiers; VAE/GAN/GNN exposure. Multimodal DL integration (imaging + transcriptomic + clinical); vision-language transformers. AlphaFold2/3, ProteinMPNN, DiffDock; MolFormer. Linux servers · R/RStudio · Git-based reproducible analysis.
Experimental
(domain ground truth)
10x 5′/3′ scRNA-seq + scTCR-seq library generation; cell/nucleus isolation. High-dimensional flow cytometry (up to 24 markers); multiplex panel design; 10-color 6-way FACS. Brain/CNS immune profiling (perfusion, digestion, Percoll, CD45⁺ FACS); IHC/IF (frozen & FFPE); two-photon microscopy. NHP CNS tissue (rhesus, cynomolgus, marmoset); EAE/MS & islet-transplant disease models.

Research Interests

Awards, Patents & Scholarships

Patents
2024
Antagonistic Anti-CD40 Humanized Antibody. Patent No. 1020240085972 (registered 2024-07-01).
2019
Immunosuppression Composition Comprising JAK Inhibitor. Patent No. 1020143490000 (registered 2019-08-20).
Awards
2024
Grand Prize, 2024 GPTers AI Hackathon (Project GAIA Team)
2023
Grand Prize, SBA Smart Workathon (Work Process Innovation)
2017
Best Poster Award, American Transplant Congress, Chicago · Best Presentation Award, Korean Association of Immunologists
Scholarships
2014–2020
NRF Research Scholarship for Ph.D. Candidates · Dean's Lecture & Research Support Scholarship, SNU College of Medicine · BK21 Plus Research Scholarship

Selected Presentations

Poster
KAI Annual Meeting, Incheon (2022) · Cytokine, Hawaii (2022) · American Transplant Congress, Chicago (2017) · The Transplantation Society, Hong Kong (2016) · IPITA/IXA/CTS, Melbourne (2015) · TREG, Shanghai (2012)

References

Chung-Gyu Park, M.D., Ph.D.
Professor, Microbiology & Immunology / Biomedical Sciences, SNU College of Medicine; CEO/CSO, PB Immune Therapeutics · chgpark@snu.ac.kr
Ph.D. advisor.
Hyun Je Kim, M.D., Ph.D.
Assistant Professor, Microbiology & Immunology / Biomedical Sciences; Interdisciplinary Program in Artificial Intelligence (IPAI), SNU · tte9801@snu.ac.kr
Co-corresponding on PDE4D & mfAD studies — computational / single-cell.
Seung-Kuy Cha, Ph.D.
Professor, Dept. of Physiology & Global Medical Science, Yonsei University Wonju College of Medicine · skcha@yonsei.ac.kr
Most recent research supervisor (2025–2026).
Jeong Seok Lee, M.D., Ph.D.
Associate Professor, Graduate School of Medical Science & Engineering, KAIST, Daejeon · chemami@kaist.ac.kr
Corresponding author, PDE4D / Nature Immunology study.
Seong-Jun Kang · Curriculum VitaeUpdated June 2026