Ph.D., Biomedical Sciences
2014–2023
Hangang National University · Seoul, Republic of Korea
Mapping Dendritic Cell Heterogeneity Across Chronic Inflammatory Contexts. Advisor: Min-Ho Suh, M.D., Ph.D.
Monica Geller
Computational biologist · single-cell & spatial multi-omics into connectome-scale neuroscience
220 Harbor Street, Boston, MA 02135
(555) 019-2847
monica.geller@example.com
Google Scholar
monicageller.example.com/cv
Profile 00
Moving 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 objective: connect molecular cell identity to circuit structure and function by integrating connectomics with transcriptomics, growing into connectome-constrained circuit models.
Education 01
M.S., Biomedical Sciences
2012–2014
Hangang National University · Seoul
Enhanced LPS-Induced Monocyte Activation by Recombinant Human Soluble CD180.
B.S., Genetic Engineering
2008–2012
Suwon Institute of Life Sciences · Suwon
Experience 02
Postdoctoral Researcher
2025–2026
Nakdong University Wonju College of Medicine · Physiology / Cellular Systems Research Center
Developed deep-learning multimodal-integration models fusing imaging, transcriptomic, and clinical data into single predictive models.
Associate Director
2023–2025
Meridian Immune Therapeutics Inc. · Basic Research, Seoul
Built in-house single-cell & spatial transcriptomics analysis code from scratch; led cross-functional NHP (cynomolgus, marmoset) EAE/MS multi-omic studies; oversaw regulatory documentation for an anti-CD25 humanized-antibody program.
Manager
2021–2023
Meridian Immune Therapeutics Inc. · Basic Research, Seoul
Researcher
2019–2021
Xenotransplantation Research Center, HNU · Seoul
Rhesus macaque tissue processing, longitudinal immune monitoring, CNS (brain/spinal cord) tissue handling.
Research Student
2020–2023
MOSAIC · Multi-Organ Single-cell Atlas of Immune Cells, HNU · Genomic Medicine Institute
Contributed the founding proposal; executed within the funded program (500+ donors × 6 organs): milestone tracking, multi-site QC, multi-PI coordination.
Teaching Assistant
2014–2016
HNU College of Medicine · Microbiology and Immunology
Selected Publications 03
01Reyes M*, Geller M*, Alvarez T*, et al. "Conserved PDE9X short-isoform bias defines pathogenic Th1.17 state across human inflammatory diseases." Nature Immunology IF 27.7 under review, 2026. UMI-aware BAM-level isoform analysis; scRNA + scTCR + snATAC integration; ML classifier AUC 0.812; 702 samples, 251,055 CD4⁺ T cells.
02Geller M*, Tanaka Y*, Truong P*, et al. "Immune cell-enriched scRNA-seq unveils infiltrated CD8⁺ T resident memory cells and meningeal lymphatic endothelium in Parkinson's disease." Journal of Neuroimmunology IF 2.9 · 2025. 9,240 cells, 8 immune populations.
03Geller M*, Delgado J*, Moreau S, et al. "Deciphering Dysfunctional Regulatory T Cells in Vitiligo." Allergy IF 12.6 · 2025.
04Alvarez J*, Geller M*, et al. "Long-term control of diabetes by a baricitinib-based regimen after allo-islet transplantation in rhesus monkeys." Xenotransplantation IF 3.9 · 2024.
05Novak L*, Geller M*, et al. "Intra-tumoral heterogeneity and immune escape of melanoma from chronic UV photodamage by spatial gene expression." JEADV IF 9.2 · 2022.
06Geller M*, et al. "mTOR inhibitor-based immunosuppression in allogeneic islet transplantation." Islets IF 2.2 · 2019. Co-author: eBioMedicine (2024), JEADV (2024), Curr. Diabetes Reports (2021).
Technical Skills 04
Single-cell / spatial / multi-omicscRNA-seq, scTCR-seq, snRNA/snATAC; Seurat, Scanpy, Squidpy, Monocle3, CellChat/NicheNet; scVI/scANVI, consensus NMF, embedding geometry; custom UMI-aware BAM-level isoform code (Python); Milo, GLIPH, InferCNV; GeoMx DSP; Olink proteomics.
Machine learning / DL / AIPython (scikit-learn, XGBoost/LightGBM/CatBoost, PyTorch); AUC-validated classifiers; VAE/GAN/GNN; multimodal DL (imaging + transcriptomic + clinical); AlphaFold2/3, ProteinMPNN, DiffDock, MolFormer; Linux, R, Git.
Experimental (domain ground truth)10x 5′/3′ scRNA + scTCR libraries; high-dim flow cytometry (24 markers); brain/CNS immune profiling; IHC/IF; two-photon; NHP CNS tissue (rhesus, cynomolgus, marmoset); EAE/MS & islet-transplant models.
Awards, Patents & Scholarships 05
Antagonistic Anti-CD25 Humanized Antibody (Patent)2024
Immunosuppression Composition w/ PI3K Inhibitor (Patent)2019
Grand Prize, AI Builders Hackathon (Project Nova)2024
Grand Prize, Metro Innovation Workathon2023
Best Poster, American Transplant Congress, Chicago2017
NRF Ph.D. Scholarship · BK21 Plus · HNU Dean's2014–2020
References 06
Min-Ho Suh, M.D., Ph.D.
Professor, HNU College of Medicine; CEO/CSO, Meridian Immune. Ph.D. advisor. mhsuh@hangang.ac.kr
Ji-Won Baek, M.D., Ph.D.
Assistant Professor, Microbiology & Immunology / IBRI, HNU. Computational co-corresponding. jwbaek@hangang.ac.kr
Dae-Ho Yoon, Ph.D.
Professor, Physiology, Nakdong Wonju. Most recent research supervisor. dhyoon@nakdong.ac.kr