Evidence map›Paper›PMID 33619369›Full record

ArticleNature medicine2021

Identification of resistance pathways and therapeutic targets in relapsed multiple myeloma patients through single-cell sequencing.

Yael C Cohen, Mor Zada, Shuang-Yin Wang, Chamutal Bornstein, Eyal David, Adi Moshe, Baoguo Li, Shir Shlomi-Loubaton, Moshe E Gatt, Chamutal Gur and 18 more

Registry-linked trialAbstract read
In one paragraph

Article in Nature medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04065789 (Safety, Tolerability, and Efficacy of Once Weekly Carfilzomib in Combination With Daratumumab, Lenalidomide and Dexamethasone, in Transplant-ineligible Multiple Myeloma Patients Non-responsive to a Bortezomib Based Induction), which is not on this map. Cited by 165 papers.

0numbers the graph read from it
0cells of the map it votes in
165citing papers in PubMed
–field-weighted citation impact
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.

NCT04065789 phase2completednot on this map

Safety, Tolerability, and Efficacy of Once Weekly Carfilzomib in Combination With Daratumumab, Lenalidomide and Dexamethasone, in Transplant-ineligible Multiple Myeloma Patients Non-responsive to a Bortezomib Based Induction

TypeinterventionalSponsorTel-Aviv Sourasky Medical CenterRan2018 to 2021Enrolled41ConditionsMyeloma Multiple, Myeloma, Plasma-Cell, Myeloma-Multiple, Plasma Cell MyelomaArmsCarfilzomib, Daratumumab, Lenalidomide, Dexamethasone
3 · Its place in the literature

Who cites it

165 citing papers in PubMed.

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  11. Emerging roles of RNA mInternational journal of oncology · 2026
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105 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

28 authors.

Yael C Cohen *Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.ORCID http://orcid.org/0000-0002-9061-7287
Mor Zada *Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Shuang-Yin Wang *Department of Immunology, Weizmann Institute, Rehovot, Israel.ORCID http://orcid.org/0000-0001-9683-4103
Chamutal BornsteinDepartment of Immunology, Weizmann Institute, Rehovot, Israel.
Eyal DavidDepartment of Immunology, Weizmann Institute, Rehovot, Israel.
Adi MosheDepartment of Immunology, Weizmann Institute, Rehovot, Israel.
Baoguo LiDepartment of Immunology, Weizmann Institute, Rehovot, Israel.
Shir Shlomi-LoubatonDepartment of Immunology, Weizmann Institute, Rehovot, Israel.
Moshe E GattHematology Department, Hadassah, Hebrew University Medical Center, Jerusalem, Israel.
Chamutal GurDepartment of Immunology, Weizmann Institute, Rehovot, Israel.
Noa LaviDepartment of Hematology and Bone Marrow Transplantation, Rambam Health Care Campus, Haifa, Israel.
Chezi GanzelDepartment of Hematology, Shaare Zedek Medical Center, Jerusalem, Israel.ORCID http://orcid.org/0000-0002-1722-4807
Efrat LuttwakSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.ORCID http://orcid.org/0000-0003-0212-2135
Evgeni ChubarHematology Unit, HaEmek Medical Center, Afula, Israel.
Ory RouvioSoroka Medical Center, Be'er She'va, Israel.
Iuliana VaxmanSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.ORCID http://orcid.org/0000-0002-8390-064X
Oren PasvolskySackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Mouna BallanCarmel Medical Center, Haifa, Israel.
Tamar TadmorHematology, Bnai Zion Medical Center, Haifa, Israel.
Anatoly NemetsBarzilai Medical Center, Ashkelon, Israel.
Osnat Jarchowcky-DolbergHematology Department, Meir Medical Center, Kfar Saba, Israel.
Olga ShvetzHematology, Kaplan Medical Center, affiliated with Hadassah and Hebrew University Medical School, Rehovot, Israel.
Meirav LaibaHematological Institute, Assuta Ashdod Medical Center, Ashdod, Israel.
Ofer ShpilbergInstitute of Hematology, Assuta Medical Centers, Tel Aviv, Israel.
Najib DallyHematology, Rebecca Sieff Hospital, Zefat, Israel.
Irit AviviSackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Assaf WeinerDepartment of Immunology, Weizmann Institute, Rehovot, Israel. assaf.weiner@weizmann.ac.il.
Ido AmitDepartment of Immunology, Weizmann Institute, Rehovot, Israel. ido.amit@weizmann.ac.il.ORCID http://orcid.org/0000-0003-2968-877X

Funding

Howard Hughes Medical Institute
6 · The paper itself

Abstract

Multiple myeloma (MM) is a neoplastic plasma-cell disorder characterized by clonal proliferation of malignant plasma cells. Despite extensive research, disease heterogeneity within and between treatment-resistant patients is poorly characterized. In the present study, we conduct a prospective, multicenter, single-arm clinical trial (NCT04065789), combined with longitudinal single-cell RNA-sequencing (scRNA-seq) to study the molecular dynamics of MM resistance mechanisms. Newly diagnosed MM patients (41), who either failed to respond or experienced early relapse after a bortezomib-containing induction regimen, were enrolled to evaluate the safety and efficacy of a daratumumab, carfilzomib, lenalidomide and dexamethasone combination. The primary clinical endpoint was safety and tolerability. Secondary endpoints included overall response rate, progression-free survival and overall survival. Treatment was safe and well tolerated; deep and durable responses were achieved. In prespecified exploratory analyses, comparison of 41 primary refractory and early relapsed patients, with 11 healthy subjects and 15 newly diagnosed MM patients, revealed new MM molecular pathways of resistance, including hypoxia tolerance, protein folding and mitochondria respiration, which generalized to larger clinical cohorts (CoMMpass). We found peptidylprolyl isomerase A (PPIA), a central enzyme in the protein-folding response pathway, as a potential new target for resistant MM. CRISPR-Cas9 deletion of PPIA or inhibition of PPIA with a small molecule inhibitor (ciclosporin) significantly sensitizes MM tumor cells to proteasome inhibitors. Together, our study defines a roadmap for integrating scRNA-seq in clinical trials, identifies a signature of highly resistant MM patients and discovers PPIA as a potent therapeutic target for these tumors.

Indexed as

AdultAgedAged, 80 and overAntibodies, MonoclonalAntineoplastic Combined Chemotherapy ProtocolsCase-Control StudiesDexamethasoneDrug Resistance, NeoplasmFemaleHumansLenalidomideMaleMiddle AgedMultiple MyelomaNeoplasm Recurrence, LocalOligopeptidesAntibodies, MonoclonalcarfilzomibdaratumumabDexamethasoneLenalidomideOligopeptides

Identifiers

PMID33619369
PMCPMC7612793

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Registered trials

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.