Justin Sing

Justin Sing headshot photo
About Me

Hi! My name is Justin, I'm a PhD student at the University of Toronto under the supervision of Dr. Hannes Röst. My research focus centers on personalized medicine and advancing methods development for mass spectrometry proteomics. I strongly believe in open-source and open-science, and actively contribute to global collaborative initiatives to enhance the research community.

– "To understand ourselves means to reflect on time. But to understand time we need to reflect on ourselves. - Carlo Rovelli".

Projects

Diffusion Deconvolution DIA MS/MS Data

Applying diffusion models to deconvolute highly multiplexed DIA-MS/MS data by conditioning on MS1 signals to generate cleaner MS2 data for downstream analysis..

ReDeeM

ReDeeM

Repository for Deep Learning Models for Mass Spectrometry.

ARYCAL

ARYCAL

Across run DIA-MS extracted ion chromatogram alignment.

pyOpenMS-viz

pyOpenMS-viz

Streamlining Mass Spectrometry Data Visualization with pandas.

MassDash

MassDash

DIA-MS visualization, analysis, optimization and rapid prototyping.

DrawAlignR

DrawAlignR

A graphical interface to visualize the alignment of multiple LC-MS/MS runs using raw chromatographic alignment.

MetagenPipe

MetagenPipe

A CLI tool that allows you to perform end-to-end metagenomic analyses.

ERA_PerMed-PerProGlio

PerProGlio (PerMed2018)

Global consortium project for investigating Gliboblastoma multiforme recurrence via multi-omics approaches.

MatKit-Image

MatKit-Image

A framework for quantitative object analysis, providing image segmentation, tracking, measurement, visualization, and specialized tools.

Open Source Contributions

Languages & Technologies

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Repository Contributions

Semi-supervised learning and scoring for targeted proteomics

... ... Python

Open-source software for mass spectrometry data analysis

... ... C++

Simple library generation for OpenSWATH

... ... Python

DIA-PASEF data analysis tools for trapped ion mobility spectrometry

... ... Python

Numpress compression for mass spectrometry data

... ... C++

Minimalist ML framework for Rust

... ... Rust
Publications

Asterisks (*) indicate equal contributions

Preprint Publications

Publications