Dean Lee

Dean Lee Email and Phone Number

Pathways to Computational Biology | Figure One Lab @ Novartis
basel, basel-city, switzerland
Dean Lee's Location
Cambridge, Massachusetts, United States, United States
Dean Lee's Contact Details

Dean Lee personal email

n/a
About Dean Lee

I write on LinkedIn to address two questions:▶ How does someone become a computational biologist in biotech/pharma?▶ And once they are in biotech/pharma, how can they work in a way that best unleashes AI/ML to actually improve patient outcomes?Every industry computational biologist's experience essentially begins with the first question and ends with the second.Some of my more specialized, lengthier content is delivered via my free LinkedIn newsletter, Figure One Lab.~~~~~~~~~~My trajectory: I started my graduate training in neuroscience studying the developing mammalian cortex. But I switched to computational biology when I witnessed how next-generation sequencing is forcing the life sciences through a data revolution. I now query this data to guide cancer drug development in biotech/pharma.

Dean Lee's Current Company Details
Novartis

Novartis

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Pathways to Computational Biology | Figure One Lab
basel, basel-city, switzerland
Website:
novartis.com
Employees:
100036
Dean Lee Work Experience Details
  • Novartis
    Senior Expert I, Data Science
    Novartis Aug 2022 - Present
    Cambridge, Massachusetts, United States
    • Prepare data packages for multiple therapeutic modalities to credential targets, clarify mechanisms of resistance, and anticipate the influence of the tumor microenvironment (TME).• Assess interpretable machine learning approaches to extract clinically predictive insights from large-scale omics data.• Lead scRNA-seq data curation efforts. Standardize scRNA-seq data analysis workflow.
  • Hifibio Therapeutics
    Group Leader, Computational Biology
    Hifibio Therapeutics Jan 2022 - Aug 2022
    Cambridge, Massachusetts, United States
    • Performed integrated analysis of scRNA-seq and scTCR-seq data from ex vivo tumor culture system.• Led and mentored 6 computational biologists; managed 4 consultants/interns.• Directed the production of single-cell immune reference map across dozens of tumor indications and autoimmune diseases via variational autoencoder-based integration.• Facilitated the mining of single-cell immune reference map for novel drug targets to feed drug portfolio.• Drove the effort to import new machine learning approaches to infer cell-cell interactions, predict efficacy of drug combinations, and enable joint analysis of scRNA-seq with bulk RNA-seq data, i.e. TCGA and GTEx.• Prospected new data modalities to acquire for future use. Ex. spatial transcriptomics.
  • Hifibio Therapeutics
    Scientist, Computational Biology
    Hifibio Therapeutics Jul 2020 - Dec 2021
    Cambridge, Massachusetts, United States
    • Derived predictive biomarkers of response for two novel immunotherapies ahead of clinical trials.• Standardized curation of public scRNA-seq data, now at 80+ studies and 6M+ single-cell transcriptomes.• Implemented automated immune cell type calling method for scRNA-seq data.• Collaborated with wet lab team to troubleshoot scRNA-seq and scTCR-seq experiments.
  • Hifibio Therapeutics
    Senior Associate Scientist, Computational Biology
    Hifibio Therapeutics Oct 2019 - Jun 2020
    Cambridge, Ma
    • Addressed target expression, mechanism of action, and indication selection questions for the company’s entire preclinical drug portfolio.• Validated proposed targets by mining external and internal scRNA-seq data.• Established computational best practices for timely analysis of newly published datasets.
  • Harvard University
    Bioinformatics Analyst
    Harvard University Feb 2018 - Oct 2019
    Cambridge, Ma
    • Identified previously overlooked differentially expressed genes from internal bulk RNA-seq dataset.• Compiled molecular catalog of cell types in the mouse hypothalamus from scRNA-seq dataset.• Established scRNA-seq statistical analysis pipeline with high-performance computing (HPC).• Validated putative markers for specific hypothalamic neuron subtypes with multiplexed ISH.
  • Harvard University
    Ph.D. Candidate
    Harvard University Aug 2013 - Feb 2018
    Cambridge, Ma
    • Tested how selected transcription factors regulate the identity of cortical projection neurons in mice.• Performed loss-of-function analyses in global and conditional knockout mice via immunohistochemistry and in situ hybridization.• Performed gain-of-function analyses by ectopic overexpression of candidate genes via in utero electroporation of cloned genetic constructs.
  • Harvard University
    Graduate Teaching Assistant
    Harvard University Jun 2017 - Dec 2017
    HST 130: Neuroscience, Harvard Medical SchoolMCB 81: Fundamentals of Neuroscience, Harvard CollegeBIOS S-129: Stem Cell and Regenerative Biology, Harvard Extension School

Dean Lee Skills

Bioinformatics Rna Seq R Data Analysis Cluster Analysis Gene Expression Principal Component Analysis Ngs Statistics Unix High Performance Computing Data Mining Statistical Data Analysis Data Visualization Linear Regression Hypothesis Testing Sequence Alignment Computational Biology Molecular Biology Biology Neuroscience Statistical Tools Statistical Inference Unsupervised Learning Machine Learning

Dean Lee Education Details

Frequently Asked Questions about Dean Lee

What company does Dean Lee work for?

Dean Lee works for Novartis

What is Dean Lee's role at the current company?

Dean Lee's current role is Pathways to Computational Biology | Figure One Lab.

What is Dean Lee's email address?

Dean Lee's email address is de****@****ard.edu

What schools did Dean Lee attend?

Dean Lee attended Harvard University, Penn State University, University Of California, Los Angeles.

What skills is Dean Lee known for?

Dean Lee has skills like Bioinformatics, Rna Seq, R, Data Analysis, Cluster Analysis, Gene Expression, Principal Component Analysis, Ngs, Statistics, Unix, High Performance Computing, Data Mining.

Who are Dean Lee's colleagues?

Dean Lee's colleagues are Nicole Troy Twumasi, Liana Albuquerque, Nada Shoushan, Axel Jegge, Neeraja Dorairaj, Tom Fowler, Takahiro Saito.

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