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

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, multi...

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Veröffentlicht in:Nature medicine 2021-03, Vol.27 (3), p.491-503
Hauptverfasser: Cohen, Yael C., Zada, Mor, Wang, Shuang-Yin, Bornstein, Chamutal, David, Eyal, Moshe, Adi, Li, Baoguo, Shlomi-Loubaton, Shir, Gatt, Moshe E., Gur, Chamutal, Lavi, Noa, Ganzel, Chezi, Luttwak, Efrat, Chubar, Evgeni, Rouvio, Ory, Vaxman, Iuliana, Pasvolsky, Oren, Ballan, Mouna, Tadmor, Tamar, Nemets, Anatoly, Jarchowcky-Dolberg, Osnat, Shvetz, Olga, Laiba, Meirav, Shpilberg, Ofer, Dally, Najib, Avivi, Irit, Weiner, Assaf, Amit, Ido
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container_end_page 503
container_issue 3
container_start_page 491
container_title Nature medicine
container_volume 27
creator Cohen, Yael C.
Zada, Mor
Wang, Shuang-Yin
Bornstein, Chamutal
David, Eyal
Moshe, Adi
Li, Baoguo
Shlomi-Loubaton, Shir
Gatt, Moshe E.
Gur, Chamutal
Lavi, Noa
Ganzel, Chezi
Luttwak, Efrat
Chubar, Evgeni
Rouvio, Ory
Vaxman, Iuliana
Pasvolsky, Oren
Ballan, Mouna
Tadmor, Tamar
Nemets, Anatoly
Jarchowcky-Dolberg, Osnat
Shvetz, Olga
Laiba, Meirav
Shpilberg, Ofer
Dally, Najib
Avivi, Irit
Weiner, Assaf
Amit, Ido
description 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. Integration of longitudinal single-cell analysis of relapsed and refractory multiple myeloma patients in a prospective clinical trial uncovers new pathways of drug resistance and identifies potential actionable targets.
doi_str_mv 10.1038/s41591-021-01232-w
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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. Integration of longitudinal single-cell analysis of relapsed and refractory multiple myeloma patients in a prospective clinical trial uncovers new pathways of drug resistance and identifies potential actionable targets.</description><identifier>ISSN: 1078-8956</identifier><identifier>EISSN: 1546-170X</identifier><identifier>DOI: 10.1038/s41591-021-01232-w</identifier><identifier>PMID: 33619369</identifier><language>eng</language><publisher>New York: Nature Publishing Group US</publisher><subject>631/250 ; 631/67 ; Adult ; Aged ; Aged, 80 and over ; Antibodies, Monoclonal - administration &amp; dosage ; Antineoplastic Combined Chemotherapy Protocols - therapeutic use ; Biomedical and Life Sciences ; Biomedicine ; Bortezomib ; Cancer ; Cancer Research ; Case-Control Studies ; Cell proliferation ; Clinical trials ; CRISPR ; Dexamethasone ; Dexamethasone - administration &amp; dosage ; Drug resistance ; Drug Resistance, Neoplasm ; Drug therapy ; Female ; Folding ; Gene sequencing ; Health services ; Heterogeneity ; Humans ; Hypoxia ; Infectious Diseases ; Lenalidomide - administration &amp; dosage ; Male ; Metabolic Diseases ; Middle Aged ; Mitochondria ; Molecular dynamics ; Molecular Medicine ; Multiple myeloma ; Multiple Myeloma - drug therapy ; Multiple Myeloma - pathology ; Neoplasm Recurrence, Local ; Neurosciences ; Oligopeptides - administration &amp; dosage ; Oncology, Experimental ; Patient outcomes ; Patients ; Peptidylprolyl isomerase ; Plasma cells ; Proteasome inhibitors ; Protein folding ; Proteins ; Relapse ; Safety ; Single-Cell Analysis - methods ; Survival ; Target recognition ; Therapeutic applications ; Therapeutic targets ; Treatment Outcome ; Tumor cells ; Tumors</subject><ispartof>Nature medicine, 2021-03, Vol.27 (3), p.491-503</ispartof><rights>The Author(s), under exclusive licence to Springer Nature America, Inc. 2021</rights><rights>COPYRIGHT 2021 Nature Publishing Group</rights><rights>The Author(s), under exclusive licence to Springer Nature America, Inc. 2021.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c744t-1fad7a4a89a969f4d05dc19b6b2730221c763cc9b05f02448ce8b8cd600a7c5b3</citedby><cites>FETCH-LOGICAL-c744t-1fad7a4a89a969f4d05dc19b6b2730221c763cc9b05f02448ce8b8cd600a7c5b3</cites><orcidid>0000-0002-9061-7287 ; 0000-0001-9683-4103 ; 0000-0002-1722-4807 ; 0000-0003-2968-877X ; 0000-0003-0212-2135 ; 0000-0002-8390-064X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1038/s41591-021-01232-w$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1038/s41591-021-01232-w$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>230,314,776,780,881,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33619369$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Cohen, Yael C.</creatorcontrib><creatorcontrib>Zada, Mor</creatorcontrib><creatorcontrib>Wang, Shuang-Yin</creatorcontrib><creatorcontrib>Bornstein, Chamutal</creatorcontrib><creatorcontrib>David, Eyal</creatorcontrib><creatorcontrib>Moshe, Adi</creatorcontrib><creatorcontrib>Li, Baoguo</creatorcontrib><creatorcontrib>Shlomi-Loubaton, Shir</creatorcontrib><creatorcontrib>Gatt, Moshe E.</creatorcontrib><creatorcontrib>Gur, Chamutal</creatorcontrib><creatorcontrib>Lavi, Noa</creatorcontrib><creatorcontrib>Ganzel, Chezi</creatorcontrib><creatorcontrib>Luttwak, Efrat</creatorcontrib><creatorcontrib>Chubar, Evgeni</creatorcontrib><creatorcontrib>Rouvio, Ory</creatorcontrib><creatorcontrib>Vaxman, Iuliana</creatorcontrib><creatorcontrib>Pasvolsky, Oren</creatorcontrib><creatorcontrib>Ballan, Mouna</creatorcontrib><creatorcontrib>Tadmor, Tamar</creatorcontrib><creatorcontrib>Nemets, Anatoly</creatorcontrib><creatorcontrib>Jarchowcky-Dolberg, Osnat</creatorcontrib><creatorcontrib>Shvetz, Olga</creatorcontrib><creatorcontrib>Laiba, Meirav</creatorcontrib><creatorcontrib>Shpilberg, Ofer</creatorcontrib><creatorcontrib>Dally, Najib</creatorcontrib><creatorcontrib>Avivi, Irit</creatorcontrib><creatorcontrib>Weiner, Assaf</creatorcontrib><creatorcontrib>Amit, Ido</creatorcontrib><title>Identification of resistance pathways and therapeutic targets in relapsed multiple myeloma patients through single-cell sequencing</title><title>Nature medicine</title><addtitle>Nat Med</addtitle><addtitle>Nat Med</addtitle><description>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. Integration of longitudinal single-cell analysis of relapsed and refractory multiple myeloma patients in a prospective clinical trial uncovers new pathways of drug resistance and identifies potential actionable targets.</description><subject>631/250</subject><subject>631/67</subject><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Antibodies, Monoclonal - administration &amp; dosage</subject><subject>Antineoplastic Combined Chemotherapy Protocols - therapeutic use</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedicine</subject><subject>Bortezomib</subject><subject>Cancer</subject><subject>Cancer Research</subject><subject>Case-Control Studies</subject><subject>Cell proliferation</subject><subject>Clinical trials</subject><subject>CRISPR</subject><subject>Dexamethasone</subject><subject>Dexamethasone - administration &amp; dosage</subject><subject>Drug resistance</subject><subject>Drug Resistance, Neoplasm</subject><subject>Drug therapy</subject><subject>Female</subject><subject>Folding</subject><subject>Gene sequencing</subject><subject>Health services</subject><subject>Heterogeneity</subject><subject>Humans</subject><subject>Hypoxia</subject><subject>Infectious Diseases</subject><subject>Lenalidomide - administration &amp; 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Zada, Mor ; Wang, Shuang-Yin ; Bornstein, Chamutal ; David, Eyal ; Moshe, Adi ; Li, Baoguo ; Shlomi-Loubaton, Shir ; Gatt, Moshe E. ; Gur, Chamutal ; Lavi, Noa ; Ganzel, Chezi ; Luttwak, Efrat ; Chubar, Evgeni ; Rouvio, Ory ; Vaxman, Iuliana ; Pasvolsky, Oren ; Ballan, Mouna ; Tadmor, Tamar ; Nemets, Anatoly ; Jarchowcky-Dolberg, Osnat ; Shvetz, Olga ; Laiba, Meirav ; Shpilberg, Ofer ; Dally, Najib ; Avivi, Irit ; Weiner, Assaf ; Amit, Ido</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c744t-1fad7a4a89a969f4d05dc19b6b2730221c763cc9b05f02448ce8b8cd600a7c5b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>631/250</topic><topic>631/67</topic><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Antibodies, Monoclonal - administration &amp; dosage</topic><topic>Antineoplastic Combined Chemotherapy Protocols - therapeutic use</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedicine</topic><topic>Bortezomib</topic><topic>Cancer</topic><topic>Cancer Research</topic><topic>Case-Control Studies</topic><topic>Cell proliferation</topic><topic>Clinical trials</topic><topic>CRISPR</topic><topic>Dexamethasone</topic><topic>Dexamethasone - administration &amp; dosage</topic><topic>Drug resistance</topic><topic>Drug Resistance, Neoplasm</topic><topic>Drug therapy</topic><topic>Female</topic><topic>Folding</topic><topic>Gene sequencing</topic><topic>Health services</topic><topic>Heterogeneity</topic><topic>Humans</topic><topic>Hypoxia</topic><topic>Infectious Diseases</topic><topic>Lenalidomide - administration &amp; dosage</topic><topic>Male</topic><topic>Metabolic Diseases</topic><topic>Middle Aged</topic><topic>Mitochondria</topic><topic>Molecular dynamics</topic><topic>Molecular Medicine</topic><topic>Multiple myeloma</topic><topic>Multiple Myeloma - drug therapy</topic><topic>Multiple Myeloma - pathology</topic><topic>Neoplasm Recurrence, Local</topic><topic>Neurosciences</topic><topic>Oligopeptides - administration &amp; dosage</topic><topic>Oncology, Experimental</topic><topic>Patient outcomes</topic><topic>Patients</topic><topic>Peptidylprolyl isomerase</topic><topic>Plasma cells</topic><topic>Proteasome inhibitors</topic><topic>Protein folding</topic><topic>Proteins</topic><topic>Relapse</topic><topic>Safety</topic><topic>Single-Cell Analysis - methods</topic><topic>Survival</topic><topic>Target recognition</topic><topic>Therapeutic applications</topic><topic>Therapeutic targets</topic><topic>Treatment Outcome</topic><topic>Tumor cells</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Cohen, Yael C.</creatorcontrib><creatorcontrib>Zada, Mor</creatorcontrib><creatorcontrib>Wang, Shuang-Yin</creatorcontrib><creatorcontrib>Bornstein, Chamutal</creatorcontrib><creatorcontrib>David, Eyal</creatorcontrib><creatorcontrib>Moshe, Adi</creatorcontrib><creatorcontrib>Li, Baoguo</creatorcontrib><creatorcontrib>Shlomi-Loubaton, Shir</creatorcontrib><creatorcontrib>Gatt, Moshe E.</creatorcontrib><creatorcontrib>Gur, Chamutal</creatorcontrib><creatorcontrib>Lavi, Noa</creatorcontrib><creatorcontrib>Ganzel, Chezi</creatorcontrib><creatorcontrib>Luttwak, Efrat</creatorcontrib><creatorcontrib>Chubar, Evgeni</creatorcontrib><creatorcontrib>Rouvio, Ory</creatorcontrib><creatorcontrib>Vaxman, Iuliana</creatorcontrib><creatorcontrib>Pasvolsky, Oren</creatorcontrib><creatorcontrib>Ballan, Mouna</creatorcontrib><creatorcontrib>Tadmor, Tamar</creatorcontrib><creatorcontrib>Nemets, Anatoly</creatorcontrib><creatorcontrib>Jarchowcky-Dolberg, Osnat</creatorcontrib><creatorcontrib>Shvetz, Olga</creatorcontrib><creatorcontrib>Laiba, Meirav</creatorcontrib><creatorcontrib>Shpilberg, Ofer</creatorcontrib><creatorcontrib>Dally, Najib</creatorcontrib><creatorcontrib>Avivi, Irit</creatorcontrib><creatorcontrib>Weiner, Assaf</creatorcontrib><creatorcontrib>Amit, Ido</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Gale In Context: Opposing Viewpoints</collection><collection>Gale In Context: Science</collection><collection>ProQuest Central (Corporate)</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium &amp; 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Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Research Library</collection><collection>Science Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biological Science Database</collection><collection>Research Library (Corporate)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central Basic</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Nature medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Cohen, Yael C.</au><au>Zada, Mor</au><au>Wang, Shuang-Yin</au><au>Bornstein, Chamutal</au><au>David, Eyal</au><au>Moshe, Adi</au><au>Li, Baoguo</au><au>Shlomi-Loubaton, Shir</au><au>Gatt, Moshe E.</au><au>Gur, Chamutal</au><au>Lavi, Noa</au><au>Ganzel, Chezi</au><au>Luttwak, Efrat</au><au>Chubar, Evgeni</au><au>Rouvio, Ory</au><au>Vaxman, Iuliana</au><au>Pasvolsky, Oren</au><au>Ballan, Mouna</au><au>Tadmor, Tamar</au><au>Nemets, Anatoly</au><au>Jarchowcky-Dolberg, Osnat</au><au>Shvetz, Olga</au><au>Laiba, Meirav</au><au>Shpilberg, Ofer</au><au>Dally, Najib</au><au>Avivi, Irit</au><au>Weiner, Assaf</au><au>Amit, Ido</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification of resistance pathways and therapeutic targets in relapsed multiple myeloma patients through single-cell sequencing</atitle><jtitle>Nature medicine</jtitle><stitle>Nat Med</stitle><addtitle>Nat Med</addtitle><date>2021-03-01</date><risdate>2021</risdate><volume>27</volume><issue>3</issue><spage>491</spage><epage>503</epage><pages>491-503</pages><issn>1078-8956</issn><eissn>1546-170X</eissn><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. Integration of longitudinal single-cell analysis of relapsed and refractory multiple myeloma patients in a prospective clinical trial uncovers new pathways of drug resistance and identifies potential actionable targets.</abstract><cop>New York</cop><pub>Nature Publishing Group US</pub><pmid>33619369</pmid><doi>10.1038/s41591-021-01232-w</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-9061-7287</orcidid><orcidid>https://orcid.org/0000-0001-9683-4103</orcidid><orcidid>https://orcid.org/0000-0002-1722-4807</orcidid><orcidid>https://orcid.org/0000-0003-2968-877X</orcidid><orcidid>https://orcid.org/0000-0003-0212-2135</orcidid><orcidid>https://orcid.org/0000-0002-8390-064X</orcidid><oa>free_for_read</oa></addata></record>
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issn 1078-8956
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subjects 631/250
631/67
Adult
Aged
Aged, 80 and over
Antibodies, Monoclonal - administration & dosage
Antineoplastic Combined Chemotherapy Protocols - therapeutic use
Biomedical and Life Sciences
Biomedicine
Bortezomib
Cancer
Cancer Research
Case-Control Studies
Cell proliferation
Clinical trials
CRISPR
Dexamethasone
Dexamethasone - administration & dosage
Drug resistance
Drug Resistance, Neoplasm
Drug therapy
Female
Folding
Gene sequencing
Health services
Heterogeneity
Humans
Hypoxia
Infectious Diseases
Lenalidomide - administration & dosage
Male
Metabolic Diseases
Middle Aged
Mitochondria
Molecular dynamics
Molecular Medicine
Multiple myeloma
Multiple Myeloma - drug therapy
Multiple Myeloma - pathology
Neoplasm Recurrence, Local
Neurosciences
Oligopeptides - administration & dosage
Oncology, Experimental
Patient outcomes
Patients
Peptidylprolyl isomerase
Plasma cells
Proteasome inhibitors
Protein folding
Proteins
Relapse
Safety
Single-Cell Analysis - methods
Survival
Target recognition
Therapeutic applications
Therapeutic targets
Treatment Outcome
Tumor cells
Tumors
title Identification of resistance pathways and therapeutic targets in relapsed multiple myeloma patients through single-cell sequencing
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