Kristin Swanson

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Professor and Vice Chair

Mayo Clinic

United States

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About

Kristin Swanson is a Professor and Vice Chair at Mayo Clinic in the United States. Her research areas focus on the application of machine learning in cancer diagnosis and prognosis, particularly related to gliomas. Recent publications include studies on transcriptomic signatures, tumor immunity, and innovative approaches to assess intratumoral heterogeneity.

Recent Grants

Grant: Close

Image-based models of tumor-immune dynamics in glioblastoma

Open Date: 2021-03-01

Close Date: 2026-02-28

Grant: Close

Inverse Mapping of Spatial-Temporal Molecular Heterogeneity from Imaging Phenotype

Open Date: 2020-08-09

Close Date: 2024-07-31

Grant: Close

Inverse Mapping of Spatial-Temporal Molecular Heterogeneity from Imaging Phenotype

Open Date: 2019-08-01

Close Date: 2020-12-31

Grant: Close

Quantifying Multiscale Competitive Landscapes of Clonal Diversity in Glioblastoma

Open Date: 2017-09-12

Close Date: 2023-08-31

Grant: Close

MIT/Mayo Physical Sciences Center for Drug Distribution and Efficacy in Brain Tumors

Open Date: 2016-08-29

Close Date: 2022-07-31

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Collaborators (8)

Kristoffer van der Zee

University of Nottingham

UNITED KINGDOM

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Susan Christine Massey

Arizona State University

UNITED STATES

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Markus Owen

Professor of Mathematical Biology

University of Nottingham

UNITED KINGDOM

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Hugo Guerrero-Cazares

Associate Professor

Mayo Clinic

UNITED STATES

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Leslie Baxter

Professor and Clinical Neuropsychologist

Mayo Clinic

UNITED STATES

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Hyunsoo Yoon

Assistant Professor

Yonsei University

SOUTH KOREA

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Petros Petridis

New York University

UNITED STATES

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Michael Argenziano

NewYork-Presbyterian Hospital/Columbia University Irving Medical Center

UNITED STATES

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Kristin Swanson

Research Interests

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About

Recent Grants

Articles (20)

Knowledge-Informed Machine Learning for Cancer Diagnosis and Prognosis: A Review

From the Operating Room to the Laboratory: Role of the Neuroscience Tissue Biorepository in the Clinical, Translational, and Basic Science Research Pipeline

Biologically informed deep neural networks provide quantitative assessment of intratumoral heterogeneity in post treatment glioblastoma

EPCO-40. TRANSCRIPTIONAL TRAJECTORY INFERENCE OF IMAGE-LOCALIZED, MULTI-REGIONAL HIGH-GRADE GLIOMA BIOPSIES REVEALS DISTINCT POPULATION ECOLOGIES AND SEX-ASSOCIATED ENRICHED PATHWAYS

NIMG-62. SEX-DISTINCT TRANSCRIPTOMIC SIGNATURES UNDERLY MRI-DEFINED EDEMA PATTERNS IN HUMAN GLIOMAS

TMIC-44. ANDROGEN LOSS WEAKENS ANTI-TUMOR IMMUNITY AND ACCELERATES BRAIN TUMOR GROWTH

Weakly-Supervised Transfer Learning with Application in Precision Medicine.

Androgen loss weakens anti-tumor immunity and accelerates brain tumor growth.

Abstract IA003: Composing each patient's equation: Deciphering brain tumor dynamics and evolution by integrating multi-regional image-localized biopsies

Comparison of volumetric and 2D-based response methods in the PNOC-001 pediatric low-grade glioma clinical trial.

Addressing the genetic/nongenetic duality in cancer with systems biology.

Association of breast cancer risk, density, and stiffness: global tissue stiffness on breast MR elastography (MRE).

Shape matters: morphological metrics of glioblastoma imaging abnormalities as biomarkers of prognosis.

IDH-wild-type glioblastoma cell density and infiltration distribution influence on supramarginal resection and its impact on overall survival: a mathematical model.

Molecular omics resources should require sex annotation: a call for action.

Uncertainty quantification in the radiogenomics modeling of EGFR amplification in glioblastoma.

A Mechanistic Investigation into Ischemia-Driven Distal Recurrence of Glioblastoma

Assessment of Prognostic Value of Cystic Features in Glioblastoma Relative to Sex and Treatment With Standard-of-Care.

Education and Outreach in Physical Sciences in Oncology.

Sex differences in health and disease: A review of biological sex differences relevant to cancer with a spotlight on glioma.

Collaborators (8)

Kristoffer van der Zee

Susan Christine Massey

Markus Owen

Hugo Guerrero-Cazares

Leslie Baxter

Hyunsoo Yoon

Petros Petridis

Michael Argenziano

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