Application of supervised and unsupervised machine learning approaches to identify somatic T‐cell receptor sequence variation in Alzheimer disease among Midwestern Amish

Decreased TCR diversity is marginally associated with having LOAD or MCI. Our ongoing work focuses on applying ML approaches to TCR CD3 amino acid sequences to identify disease-associated clonotypes and develop predictive models for LOAD diagnosis.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70855_102239
Primary Topic
Neuroinflammation and Neurodegeneration Mechanisms
Type
article
Field-Weighted Citation Impact
0.00
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article

Application of supervised and unsupervised machine learning approaches to identify somatic T‐cell receptor sequence variation in Alzheimer disease among Midwestern Amish

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Alzheimer s & Dementia
Neuroinflammation and Neurodegeneration Mechanisms
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Application of supervised and unsupervised machine learning approaches to identify somatic T‐cell receptor sequence variation in Alzheimer disease among Midwestern Amish

Kristy Miskimen, Lauren A. Cruz, Dana C. Crawford, Sherri D. Hochstetler, Jacob L. McCauley, Reneé A. Laux, Yeunjoo E. Song, Ioanna Konidari, William K. Scott, Sarada L. Fuzzell, Audrey Lynn, Margaret Pericak‐Vance, Alan J. Lerner, Jonathan L Haines, Shiying Liu
article en

Abstract

Decreased TCR diversity is marginally associated with having LOAD or MCI. Our ongoing work focuses on applying ML approaches to TCR CD3 amino acid sequences to identify disease-associated clonotypes and develop predictive models for LOAD diagnosis.

Alzheimer s & DementiaVol. 21(S1)
University of Miami (US), University Memory and Aging Center (US), Dr. John T. Macdonald Foundation (US), Case Western Reserve University (US)
Openalex Percentile: Top 38%
Neuroinflammation and Neurodegeneration Mechanisms
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