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gatoravi/README.md

Hi, I'm Avinash

Computational biologist working at the intersection of genomics, statistics and software. My PhD (Washington University in St. Louis, 2023) used single-cell sequencing and statistical modeling to study why genetically identical cells express genes differently. I have also built tools for calling mutations and checking sample identity in large sequencing studies.

Languages: Python, R, C/C++
Methods: single-cell RNA-seq analysis, variant calling, statistical modeling, supervised cell-state classification, massively parallel reporter assays
Tools: Seurat, Monocle 3, Garnett, Bioconductor, samtools/htslib, CMake

Featured projects

  • hedgehog-variability: single-cell RNA-seq analysis showing that transcription factor fluctuations drive variable Hedgehog signaling responses, including a trained cell-state classifier
  • arnav: mutation calling from RNA-seq using site-specific binomial error models (C++), used on GTEx data
  • maury: R package to detect sample swaps and relatedness in NGS data
  • castools: processing and analysis code for SARGENT, single-cell measurement of reporter-gene noise across the genome (Genome Biology 2024)
  • regtools: integrates tumor DNA-seq and RNA-seq to find splice-altering variants in cancer; I was a lead developer (Nature Communications 2023)
  • mpileup2readcounts: per-nucleotide read counts from samtools mpileup
  • bam-parser-tutorial: getting started with parsing BAM and VCF files using htslib

Selected publications

  • Ramu A, Cohen BA. Transcription factor fluctuations underlie cell-to-cell variability in a signaling pathway response. GENETICS (2023). bioRxiv
  • Hong CKY, Ramu A, Zhao S, Cohen BA. Effect of genomic and cellular environments on gene expression noise. Genome Biology (2024). link
  • Cotto KC, Feng YY, Ramu A, et al. Integrated analysis of genomic and transcriptomic data for the discovery of splice-associated variants in cancer. Nature Communications (2023). link
  • Rockweiler NB, Ramu A, et al. The origins and functional effects of postzygotic mutations throughout the human life span. Science (2023). link
  • Ramu A. Arnav: Site specific error models to identify variants in RNA. bioRxiv (2018). link
  • Full list on Google Scholar

Links

Pinned Loading

  1. castools castools Public

    Forked from barakcohenlab/castools

    Command line tool for the CAS project

    Jupyter Notebook

  2. regtools regtools Public

    Forked from griffithlab/regtools

    Tools that integrate DNA-seq and RNA-seq data to help identify mutations that have a regulatory effect.

    C++

  3. maury maury Public

    An R package to detect sample-swaps in Next Generation Sequencing(NGS) data.

    R 2

  4. arnav arnav Public

    Mutation calling using a site-specific binomial model

    C 1

  5. bam-parser-tutorial bam-parser-tutorial Public

    A simple example of parsing BAM files using htslib

    C 12 1

  6. mpileup2readcounts mpileup2readcounts Public

    Get per-nucleotide readcounts from samtools mpileup

    C++ 5 6