Evidence map›Paper›PMID 30523328›Full record

ArticleNature medicine2018

Single cell dissection of plasma cell heterogeneity in symptomatic and asymptomatic myeloma.

Guy Ledergor, Assaf Weiner, Mor Zada, Shuang-Yin Wang, Yael C Cohen, Moshe E Gatt, Nimrod Snir, Hila Magen, Maya Koren-Michowitz, Katrin Herzog-Tzarfati and 23 more

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In one paragraph

Article in Nature medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 187 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
187citing papers in PubMed, 1 pooled it
18.4field-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

187 citing papers in PubMed, 1 synthesis or guideline pooled it, 272 citations in OpenAlex.

  1. Pooled it
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  16. Cross-modal fusion of cytomorphology andFrontiers in immunology · 2026
    Article
  17. Review
  18. Targeting of the CD161 Inhibitory Receptor Enhances Bone-Marrow-Resident Memory CD8Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
  19. Article
  20. Article

127 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

33 authors at 7 institutions in 3 countries.

Guy LedergorDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Assaf WeinerDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Mor ZadaDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Shuang-Yin WangDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Yael C CohenDepartment of Hematology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Moshe E GattDepartment of Hematology, Hadassah Medical Center, Jerusalem, Israel.
Nimrod SnirSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Hila MagenSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Maya Koren-MichowitzSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Katrin Herzog-TzarfatiSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Hadas Keren-ShaulDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Chamutal BornsteinDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Ron RotkopfLife Sciences Core Facilities, Weizmann Institute of Science, Rehovot, Israel.
Ido YofeDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Eyal DavidDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel.
Venkata YellapantulaCenter for Hematological Malignancies, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Sigalit KayDepartment of Hematology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Moshe SalaiSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Dina Ben YehudaDepartment of Hematology, Hadassah Medical Center, Jerusalem, Israel.
Arnon NaglerSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Lev ShvidelFaculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.
Avi Orr-UrtregerSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Keren Bahar HalpernDepartment of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel.
Shalev ItzkovitzDepartment of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel.
Ola LandgrenMyeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Jesus San-MiguelEl Centro de Investigación Médica Aplicada (CIMA), CIBER-ONC number CB16/12/00369, Clinica Universidad de Navarra, Pamplona, Spain.
Bruno PaivaEl Centro de Investigación Médica Aplicada (CIMA), CIBER-ONC number CB16/12/00369, Clinica Universidad de Navarra, Pamplona, Spain.
Jonathan J KeatsIntegrated Cancer Genomics, Translational Genomics Research Institute, Phoenix, AZ, USA.
Elli PapaemmanuilDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Irit AviviDepartment of Hematology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.
Gabriel I BarbashBench to Bedside Program, Weizmann Institute of Science, Rehovot, Israel.
Amos TanayDepartment of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot, Israel.
Ido AmitDepartment of Immunology, Weizmann Institute of Science, Rehovot, Israel. ido.amit@weizmann.ac.il.ORCID http://orcid.org/0000-0002-5880-2845
Weizmann Institute of Science · ILTel Aviv University · ILHebrew University of Jerusalem · ILMemorial Sloan Kettering Cancer Center · USClinica Universidad de Navarra · ESTel Aviv Sourasky Medical Center · ILTranslational Genomics Research Institute · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Elisa de Stanchina · 1985 to 2026
$347.4M
6 · The paper itself

Abstract

Multiple myeloma, a plasma cell malignancy, is the second most common blood cancer. Despite extensive research, disease heterogeneity is poorly characterized, hampering efforts for early diagnosis and improved treatments. Here, we apply single cell RNA sequencing to study the heterogeneity of 40 individuals along the multiple myeloma progression spectrum, including 11 healthy controls, demonstrating high interindividual variability that can be explained by expression of known multiple myeloma drivers and additional putative factors. We identify extensive subclonal structures for 10 of 29 individuals with multiple myeloma. In asymptomatic individuals with early disease and in those with minimal residual disease post-treatment, we detect rare tumor plasma cells with molecular characteristics similar to those of active myeloma, with possible implications for personalized therapies. Single cell analysis of rare circulating tumor cells allows for accurate liquid biopsy and detection of malignant plasma cells, which reflect bone marrow disease. Our work establishes single cell RNA sequencing for dissecting blood malignancies and devising detailed molecular characterization of tumor cells in symptomatic and asymptomatic patients.

Indexed as

Genetic HeterogeneityAdultAgedAged, 80 and overBase SequenceDisease ProgressionFemaleGene Expression Regulation, NeoplasticHumansMaleMiddle AgedMultiple MyelomaNeoplasm, ResidualSmoldering Multiple Myeloma

Identifiers

PMID30523328
OpenAlexW2902162324

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.