Evidence map›Paper›PMID 33409501›Full record

ArticleNature cancer2020

Single-cell RNA sequencing reveals compromised immune microenvironment in precursor stages of multiple myeloma.

Oksana Zavidij, Nicholas J Haradhvala, Tarek H Mouhieddine, Romanos Sklavenitis-Pistofidis, Songjie Cai, Mairead Reidy, Mahshid Rahmat, Abdallah Flaifel, Benjamin Ferland, Nang K Su and 19 more

Open access · greenAbstract read
In one paragraph

Article in Nature cancer, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 264 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
264citing papers in PubMed, 1 pooled it
25.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

264 citing papers in PubMed, 1 synthesis or guideline pooled it, 345 citations in OpenAlex.

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  11. Identification of a distinct cluster of LY6EBritish journal of cancer · 2026
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204 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

29 authors at 5 institutions in 1 country.

Oksana Zavidij *Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Nicholas J Haradhvala *Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID http://orcid.org/0000-0003-1113-3135
Tarek H Mouhieddine *Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.ORCID http://orcid.org/0000-0002-1190-5978
Romanos Sklavenitis-PistofidisMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Songjie CaiHarvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0002-8166-4356
Mairead ReidyMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Mahshid RahmatMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.ORCID http://orcid.org/0000-0001-7100-463X
Abdallah FlaifelHarvard Medical School, Boston, MA, USA.
Benjamin FerlandSpecialized Histopathology Core, Brigham and Women's Hospital, Boston, MA, USA.
Nang K SuMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Michael P AgiusMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.ORCID http://orcid.org/0000-0003-2356-4274
Jihye ParkMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Salomon ManierMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Mark BustorosMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Daisy HuynhMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Marzia CapellettiMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Brianna BerriosMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Chia-Jen LiuMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.ORCID http://orcid.org/0000-0001-7945-9292
Meng Xiao HeBroad Institute of MIT and Harvard, Cambridge, MA, USA.
Esteban BraggioDepartment of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA.
Rafael FonsecaDepartment of Medicine, Mayo Clinic Arizona, Scottsdale, AZ, USA.
Yosef E MaruvkaBroad Institute of MIT and Harvard, Cambridge, MA, USA.
Jennifer L GuerrieroMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Melissa GoldmanHarvard Medical School, Boston, MA, USA.
Eliezer M Van AllenMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.ORCID http://orcid.org/0000-0002-0201-4444
Steven A McCarrollHarvard Medical School, Boston, MA, USA.
Jamil AzziHarvard Medical School, Boston, MA, USA.
Gad GetzHarvard Medical School, Boston, MA, USA. gadgetz@broadinstitute.org.ORCID http://orcid.org/0000-0002-0936-0753
Irene M GhobrialMedical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA. irene_ghobrial@dfci.harvard.edu.ORCID http://orcid.org/0000-0001-7361-3092
Broad Institute · USBrigham and Women's Hospital · USDana-Farber Cancer Institute · USHarvard University · USMayo Clinic in Arizona · US

Funding

VectorP30CA006516 · NCI · DANA-FARBER CANCER INSTITUTE · PI JENNIFER W MACK · 1985 to 2026
$330.6M
MOLECULAR BIOPHYSICS TRAINING GRANTT32GM008313 · NIGMS · HARVARD UNIVERSITY (MEDICAL SCHOOL) · PI MURTHY, VENKATESH N · 1989 to 2023
$14.6M
(PQ1) Genomic characterization of mesenchymal stromal cells in Monoclonal Gammopathy of Undermined Significance (MGUS)R01CA205954 · NCI · DANA-FARBER CANCER INST · PI GHOBRIAL, IRENE M. · 2016 to 2020
$2.6M
Stroma-mediated clonal evolution in Multiple MyelomaR01CA181683 · NCI · DANA-FARBER CANCER INST · PI GHOBRIAL, IRENE M. · 2014 to 2018
$1.8M
NCI NIH HHS P30 CA006516NCI NIH HHS R01 CA181683NCI NIH HHS R01 CA205954NIGMS NIH HHS T32 GM008313
6 · The paper itself

Abstract

Precursor states of Multiple Myeloma (MM) and its native tumor microenvironment need in-depth molecular characterization to better stratify and treat patients at risk. Using single-cell RNA sequencing of bone marrow cells from precursor stages, MGUS and smoldering myeloma (SMM), to full-blown MM alongside healthy donors, we demonstrate early immune changes during patient progression. We find NK cell abundance is frequently increased in early stages, and associated with altered chemokine receptor expression. As early as SMM, we show loss of GrK

Indexed as

Monoclonal Gammopathy of Undetermined SignificanceMultiple MyelomaSmoldering Multiple MyelomaAnimalsHumansMiceSequence Analysis, RNATumor Microenvironmentimmune microenvironmentMGUSmultiple myelomaplasma cellssingle-cell RNA sequencingSMMtumor microenvironment

Identifiers

PMID33409501
PMCPMC7785110
OpenAlexW3018331841

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.