Regulated environments
CLIA-certified processing, GMP production, ISO and FDA audits.
Postdoctoral Researcher, Biomedical AI
University of New Mexico Comprehensive Cancer Center · Ph.D. Bioinformatics, Georgia Tech
Working on biomedical AI
I build the systems that turn messy biomedical data into decisions, and the standards that say when to trust them.
I design the methodology, not just the analysis: interpretable models over messy biomedical data, and the frameworks and evaluation standards that decide when to trust what comes out. I started at the bench, which is why I ask how data was made before I ask what it shows.
The thread through all of it: building the systems other people work inside, and auditing the ones that already exist, whether that is a sequencing pipeline, a clinical protocol, or an evaluation framework.
First genome-wide map of ribonucleotides in human DNA, published in Cell.
Won on a hypothesis built from my preliminary ribose-seq analysis.
Cell, Nature Communications, JAMA Oncology, JNCI, Nucleic Acids Research.
CCLE and TCGA datasets across 33+ cancer types.
Led 200+ SMEs at Turing on LLM reasoning evaluation tied to $1M+ revenue.
CLIA-certified processing, GMP production, ISO and FDA audits.
rNMPs cluster near CpG islands and track with expression and methylation at transcription start sites.
One mutation floods the genome with rNMPs. The other moves where they land. Only one is visible to a count.
Expression correlation with proliferation and cell-cycle markers across CCLE and TCGA.
Fifteen years, four institutions, and what came out of each.
Eight awards, from the Borodovsky Prize to an NSF conference award, and the societies I have run.
OpenMumbai to Albuquerque, with each degree shown alongside the roles held during it.
OpenTwelve conference presentations and posters, plus eight invited talks and lectures.
OpenLanguages, machine learning, sequencing, infrastructure, bench work and certifications.
OpenGenomics, research practice, and the occasional detour.
A million RNA letters sit inside every human genome. They are not scattered, and they are not just damage.
Read postFour years at the bench before my first pipeline. It changed how I read every dataset since.
Read postA script became a published package. The statistics were the easy part.
Read postI take on a small number of outside engagements in biomedical AI.
A standing block of time each month for design review, model critique, and the hard calls.
OpenFixed scope, written report. Leakage, batch effects, validation design, interpretability.
OpenEvaluation harnesses, benchmarks and standards your team runs without me.
OpenQuestions, collaborations, or just to say hello.
Prefer a document? View my CV, generated from this site and downloadable as a PDF.