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.
Featured research
Ribonucleotides are RNA building blocks that slip into DNA while a cell copies itself. For decades they were treated as mistakes, to be cut out and forgotten.
What the field had written off as damage turned out to carry information.
We mapped roughly one million of them in every human nuclear genome, the first genome-wide picture of where they actually sit. They are not scattered at random. They track gene activity, and processing them shifts how tightly DNA is wound, which ties the chemistry of a genome to its physical shape and to transcription itself. The work also speaks to disorders caused by a failure to clear RNA out of DNA, including rare autoimmune disease.
I am first author, and I led the bioinformatics: the mapping, the genomic feature associations, and the analysis behind the human nuclear ribome.
Meet the researcher
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.
OpenGet in touch
Collaborations, a question about a paper or a method, or a problem you are stuck on: all of it is welcome, and half-formed is fine. I read every message myself and reply within two working days.
Prefer a document? View my CV, generated from this site and downloadable as a PDF.