Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Functional multi-omics reveals genetic and pharmacologic regulation of surface CD38 in multiple myeloma

View ORCID ProfilePriya Choudhry, Olivia Gugliemini, Huimin Geng, Vishesh Sarin, Letitia Sarah, Yu-Hsiu T. Lin, Neha Paranjape, Poornima Ramkumar, Makeba Marcoulis, Donghui Wang, Paul Phojanakong, Veronica Steri, Byron Hann, Martin Kampmann, View ORCID ProfileArun P. Wiita
doi: https://doi.org/10.1101/2021.08.04.455165
Priya Choudhry
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Priya Choudhry
Olivia Gugliemini
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Huimin Geng
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Vishesh Sarin
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Letitia Sarah
2Dept. of Cellular and Molecular Pharmacology, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Yu-Hsiu T. Lin
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Neha Paranjape
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Poornima Ramkumar
3Institute for Neurodegenerative Diseases, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Makeba Marcoulis
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Donghui Wang
4Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Paul Phojanakong
4Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Veronica Steri
4Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Byron Hann
4Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Martin Kampmann
3Institute for Neurodegenerative Diseases, University of California, San Francisco, CA
5Dept. of Biochemistry and Biophysics, University of California, San Francisco, CA
6Chan Zuckerberg Biohub, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Arun P. Wiita
1Dept. of Laboratory Medicine, University of California, San Francisco, CA
4Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Arun P. Wiita
  • For correspondence: Arun.wiita@ucsf.edu
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Supplementary material
  • Data/Code
  • Preview PDF
Loading

Abstract

CD38 is a surface ectoenzyme expressed at high levels on myeloma plasma cells and is the target for the monoclonal antibodies (mAbs) daratumumab and isatuximab. CD38 density on tumor cells is an important determinant of mAb efficacy, and CD38 loss after mAb treatment may play a role in resistance. Several small molecules have been found to increase tumor surface CD38, with the goal of boosting mAb efficacy in a co-treatment strategy. Here we sought to extend our currently limited insight into CD38 surface expression by using a multi-omics approach. Genome-wide CRISPR-interference screens integrated with patient-centered epigenetic analysis confirmed known regulators of CD38, such as RARA, while revealing XBP1 and SPI1 as other key transcription factors governing surface CD38 levels. CD38 knockdown followed by cell surface proteomics demonstrated no significant remodeling of the myeloma “surfaceome” after genetically-induced loss of this antigen. Integrated transcriptome and surface proteome data confirmed high specificity of all-trans retinoic acid in upregulating CD38 in contrast to broader effects of azacytidine and panobinostat. Finally, unbiased phosphoproteomics identified inhibition of MAP kinase pathway signaling in tumor cells after daratumumab treatment. Our work provides a resource to design strategies to enhance efficacy of CD38-targeting immunotherapies in myeloma.

Competing Interest Statement

P.C. is currently an employee and shareholder of Genentech/Roche, though during the time of completing this project she was fully employed by the University of California, San Francisco. P.R. is currently an employee and shareholder of Senti Biosciences, though during the time of completing this project she was fully employed by the University of California, San Francisco. A.P.W. is an equity holder and scientific advisory board member of Indapta Therapeutics, LLC and Protocol Intelligence, LLC. M.K. has filed a patent application related to CRISPRi screening (PCT/US15/40449); and serves on the Scientific Advisory Boards of Engine Biosciences, Cajal Neuroscience and Casma Therapeutics. The other authors declare no relevant conflicts of interest.

Footnotes

  • https://www.ebi.ac.uk/pride/archive/projects/PXD027594

  • https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE181277

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
Back to top
PreviousNext
Posted August 06, 2021.
Download PDF

Supplementary Material

Data/Code
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
Functional multi-omics reveals genetic and pharmacologic regulation of surface CD38 in multiple myeloma
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
Functional multi-omics reveals genetic and pharmacologic regulation of surface CD38 in multiple myeloma
Priya Choudhry, Olivia Gugliemini, Huimin Geng, Vishesh Sarin, Letitia Sarah, Yu-Hsiu T. Lin, Neha Paranjape, Poornima Ramkumar, Makeba Marcoulis, Donghui Wang, Paul Phojanakong, Veronica Steri, Byron Hann, Martin Kampmann, Arun P. Wiita
bioRxiv 2021.08.04.455165; doi: https://doi.org/10.1101/2021.08.04.455165
Reddit logo Twitter logo Facebook logo LinkedIn logo Mendeley logo
Citation Tools
Functional multi-omics reveals genetic and pharmacologic regulation of surface CD38 in multiple myeloma
Priya Choudhry, Olivia Gugliemini, Huimin Geng, Vishesh Sarin, Letitia Sarah, Yu-Hsiu T. Lin, Neha Paranjape, Poornima Ramkumar, Makeba Marcoulis, Donghui Wang, Paul Phojanakong, Veronica Steri, Byron Hann, Martin Kampmann, Arun P. Wiita
bioRxiv 2021.08.04.455165; doi: https://doi.org/10.1101/2021.08.04.455165

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Cancer Biology
Subject Areas
All Articles
  • Animal Behavior and Cognition (4230)
  • Biochemistry (9123)
  • Bioengineering (6766)
  • Bioinformatics (23968)
  • Biophysics (12109)
  • Cancer Biology (9510)
  • Cell Biology (13753)
  • Clinical Trials (138)
  • Developmental Biology (7623)
  • Ecology (11674)
  • Epidemiology (2066)
  • Evolutionary Biology (15492)
  • Genetics (10631)
  • Genomics (14310)
  • Immunology (9473)
  • Microbiology (22821)
  • Molecular Biology (9086)
  • Neuroscience (48919)
  • Paleontology (355)
  • Pathology (1480)
  • Pharmacology and Toxicology (2566)
  • Physiology (3840)
  • Plant Biology (8322)
  • Scientific Communication and Education (1468)
  • Synthetic Biology (2295)
  • Systems Biology (6180)
  • Zoology (1299)