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Jiang Gui, PhD

Title(s)
Professor of Biomedical Data Science
Professor of The Dartmouth Institute
Professor of Community and Family Medicine

Department(s)
Biomedical Data Science
The Dartmouth Institute
Community and Family Medicine

Education
2000-2005 University of California, Davis
Ph.D. in Statistics
Dissertation: Regularized Estimation in the High-Dimension and Low-Sample Size Settings, With Applications to Genomic Data

1996-2000 Peking University, P.R. China
B.S. in Statistics

Programs
The Dartmouth Institute for Health Policy and Clinical Practice

Contact Information

HB 7927
Lebanon NH 03756

Office: 603-646-5476
Email: jiang.gui@dartmouth.edu


Professional Interests

Dr. Gui's main interest lies in development and application of statistical methods for high-dimensional data (i.e. Microarray, SNP array and Proteomics data). His current research focuses on FDR control, penalized regression and dimension reduction methods.

Courses Taught

Small group leader, DMS Epidemiology and Biostatistics.


Selected Publications

 

Peripheral and central auditory impairment linked to heavy metal exposure in Nicaraguan children from artisanal mining communities.
Kachadoorian M, Lee T, Fitzgerald J, Geffert M, Rieke C, Clavier O, Fuente A, Gui J, Zhou J, Li S, Jackson B, Karagas M, Mojica K, Gonzalez-Quiroz M, Niemczak C, Buckey J, Saunders J
J Glob Health. 2026 Jul 17;16:04192. doi: 10.7189/jogh.16.04192. Epub 2026 Jul 17.
PMID: 42464958

Response times from gap detection threshold testing relate to cognitive processing speed in young adults.
Niemczak C, Ealer C, Froese K, Fellows A, Leigh S, Mirza S, Gui J, Magohe A, Massawe E, Musiek F, Buckey J
Neuroscience. 2026 Sep 11;611:251-260. doi: 10.1016/j.neuroscience.2026.07.010. Epub 2026 Jul 3.
PMID: 42398888

Comparative Evaluation of Pretrained Large Language Models for Suicide Risk Prediction from Clinical Notes in U.S. Veterans.
Levy J, Levis M, Dimambro M, Rozema L, Ayandeh S, Diallo A, Zhou Y, Li S, Wu W, Shiner B, Gui J
medRxiv. 2026 Jun 18; pii: 2026.06.16.26355804. doi: 10.64898/2026.06.16.26355804. Epub 2026 Jun 18.
PMID: 42369523

Central auditory tests reveal deficits in HIV treatment.
Kambhampaty AK, Niemczak CE, Hill RA, Howe CG, Leigh SM, Lichtenstein J, Roth RM, Adhikari M, Zhang L, Fellows AM, Magohe A, Palumbo P, Gui J, Massawe ER, Buckey JC
Front Public Health. 2026;14:1751685. doi: 10.3389/fpubh.2026.1751685. Epub 2026 May 20.
PMID: 42245361

A quantitative method to compare regional tumor contrast between prone and supine breast MRI.
Byrd BK, Krishnaswamy V, Fox MJ, Gui J, DiFlorio-Alexander R, Paulsen KD, Barth RJ Jr, Rooney TB
Front Oncol. 2026;16:1479189. doi: 10.3389/fonc.2026.1479189. Epub 2026 Apr 27.
PMID: 42125694

Systematic tissue oxygen variation shows the modulation of murine skin radiation toxicity at ultra-high dose rates.
Hunter DI, Sunnerberg JP, Tavakkoli AD, Sloop AM, Petusseau B, Gui J, Cao X, Zhang R, Swartz HM, Jarvis LA, Jack Hoopes P, Gladstone DJ, Pogue BW
Phys Med Biol. 2026 May 12;71(9) doi: 10.1088/1361-6560/ae64a5. Epub 2026 May 12.
PMID: 42030995

Harnessing machine learning with auditory tests and demographic factors to forecast children's reading abilities in children living with and without HIV.
Joseph J, Niemczak C, Lichtenstein J, Magohe A, Leigh S, Zhang L, Massawe E, Gui J, Buckey JC
BioData Min. 2026 Mar 28;19(1) doi: 10.1186/s13040-026-00545-1. Epub 2026 Mar 28.
PMID: 41904517

Enhancing personalized suicide risk prediction for VA patients by integrating discrete natural language processing models.
Dimambro M, Levy J, Gui J, Goldberg M, Shiner B, Levis M
Transl Psychiatry. 2026 Mar 20;16(1) doi: 10.1038/s41398-026-03940-8. Epub 2026 Mar 20.
PMID: 41862442

Optimizing protocols for microRNA profiling of infant and toddler stool.
Armstrong DA, Soucy SM, Muse ME, Kolling FW 4th, Trask HW, Howell AL, Laue HE, Hoen AG, Gui J, Christensen BC, Madan JC, Karagas MR, Howe CG
RNA Biol. 2026 Dec;23(1):1-15. doi: 10.1080/15476286.2026.2634198. Epub 2026 Mar 4.
PMID: 41715892

Intermediate tissue oxygen level is required to observe murine FLASH skin sparing.
Hunter DI, Sunnerberg JP, Tavakkoli AD, Sloop AM, Allen B, Gui J, Cao X, Zhang R, Swartz HM, Gladstone DJ, Jarvis LA, Hoopes PJ, Pogue BW
bioRxiv. 2025 Oct 7; pii: 2025.10.06.680759. doi: 10.1101/2025.10.06.680759. Epub 2025 Oct 7.
PMID: 41279465

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