Joseph K. Aicher

Joseph K. Aicher

About

I am an MD-PhD student at University of Pennsylvania. I am currently completing my PhD in Genomics and Computational Biology co-advised by Drs. Yoseph Barash and Elizabeth Bhoj.

Scientifically, I am interested in machine learning, statistical modeling, genomics, and biomedical informatics, especially as they relate to human health. My current research focuses on developing and applying new computational tools and frameworks to improve diagnostic rates for people with suspected Mendelian disorders. I am developing new approaches to detect defects in RNA splicing from patient RNA-seq or to predict such changes directly from patient exome or genome sequencing.

Prior to starting my MD-PhD, I studied at University of Alabama for four years, receiving an M.A. in Mathematics and a B.S. in Mathematics and Physics. My master's thesis investigated the application of probabilistic graphical models to metabolomics data. I also spent two summers at University of North Carolina Chapel Hill creating computational physics simulations of the yeast mitotic spindle.

Publications

MAJIQ-CAT

Aicher JK, Jewell P, Vaquero-Garcia J, Barash Y, Bhoj EJ.
Mapping RNA splicing variations in clinically accessible and nonaccessible tissues to facilitate Mendelian disease diagnosis using RNA-seq.
Genetics in Medicine, 2020.

Paper / Website / Zenodo

Enhanced Integrated Gradients

Jha A, Aicher JK, Gazzara MR, Singh D, Barash Y.
Enhanced Integrated Gradients: improving interpretability of deep learning models using splicing codes as a case study.
Genome Biology, 2020.

Paper / Python package / Zenodo

Drosophila metabolomics

Oza VH, Aicher JK, Reed LK.
Random forest analysis of untargeted metabolomics data suggests increased use of omega fatty acid oxidation pathway in Drosophila melanogaster larvae fed a medium chain fatty acid rich high-fat diet.
Metabolites, 2019.

Paper

Chromoshake

Lawrimore J, Aicher JK, Hahn P, Fulp A, Kompa B, Vicci L, Falvo M, Taylor RM, Bloom K.
ChromoShake: a chromosome dynamics simulator reveals that chromatin loops stiffen centromeric chromatin.
Molecular Biology of the Cell, 2016.

Paper / Code / Videos

Gene discovery for variant NKH

Baker PR, Friederich MW, Swanson MA, Shaikh T, Bhattacharya K, Scharer GH, Aicher J, Creadon-Swindell G, Geiger E, MacLean KN, Lee W-T, Deshpande C, Freckmann M-L, Shih L-Y, Wasserstein M, Rasmussen MB, Lund AM, Procopis P, Cameron JM, Robinson BH, Brown GK, Brown RM, Compton AG, Dieckmann CL, Collard R, Coughlin CR, Spector E, Wempe MF, Van Hove JLK.
Variant non ketotic hyperglycinemia is caused by mutations in LIAS, BOLA3 and the novel gene GLRX5.
Brain, 2014.

Paper