Table 1.

List of single-cell genomics papers published since 2016

PMIDAuthorsCell types evaluated with single-cell genomicsSingle-cell platforms usedTime pointTags
36026513102  Dhodapkar et al, 2023 BMMC scRNA, scTCR, scCITE, CyTOF Before and after anti-BCMA treatment Microenvironment, MM cells, CART 
3670283491  Pilcher et al, 2023 CD138 scRNA Diagnosis Microenvironment, rapid progression 
3637920890  Sklavenitis-Pistofidis et al, 2022 CD138 BMMC, PB scRNA, scTCR, CyTOF Baseline, cycle 9, end of the treatment Immunotherapy, microenvironment, immune normalization 
3639663198  Boiarsky et al, 2022 CD138+ scRNA MGUS, SMM, MM, NPC Transcriptional signature, progression 
36252999103  Kehl et al, 2022 BMMC, PB scRNA, scCITE  Microenvironment, IgE, T cells 
36163550104  Gao et al, 2022 CD138+ scRNA  CNV 
3634330666  Lannes et al, 2022 CD138+ scDNA SMM, NDMM CNV, shallow seq 
3613128292  Liang et al, 2022 BMMC scRNA NDMM, RRMM Clonal evolution, microenvironment, CNA 
36122410105  Welters et al, 2022 BM T cells scRNA, scCITE, scVDJ NDMM T cells, clonal expansion 
36969740106  Yao et al, 2022 CD138 scRNA, scCITE, CyTOF NDMM Microenvironment, classification by progression time 
3597711183  Schinke et al, 2022 CD138 scRNA, scTCR MGUS, SMM, NDMM Microenvironment, disease progression 
3599208469  Masuda et al, 2022 CD138+ scRNA NDMM, RRMM Drug-response, longitudinal samples 
3526457570  Kumar et al, 2022 CD138+ scRNA HMCL Drug resistance 
3514507765  Merz et al, 2022 CD138+ (BM and OL) scRNA NDMM, RRMM Spatial heterogeneity 
35646666107  Kumar et al, 2022 CD138+, HMCL CyTOF MM PI, IMID, drug resistance 
3451830971  Waldschmidt et al, 2021 CD138+ scRNA RRMM BRAF, drug resistance 
3484518887  Tirier et al, 2021 CD138+, CD138 scRNA RRMM Drug response, microenvironment 
34732728108  Croucher et al, 2021 BM of mice scRNA Early, intermediate, and active MM Vκ∗MYC mice, CNV 
3467539067  Frede et al, 2021 CD138+, CD45+ scRNA, scATAC RRMM, NPC Transcriptional reprogramming under treatment, immunotherapeutic vulnerabilities, integrative analysis 
3413371868  Alameda et al, 2021 PCs from SLO, PB, and BM scRNA MGUS, AL, MM Transcriptional rewiring, AL, PC malignancy comparison 
33602683109  Cho et al, 2021 CD56+ NK cells scRNA NDMM Antibody-dependent cellular cytotoxicity, NK cells, daratumumab 
3401712286  de Jong et al, 2021 Nonhematopoietic microenvironment, CD38+ and CD38 immune microenvironments scRNA NDMM, NPC Stromal cells, microenvironment, iMSC 
3396318257  Liu et al, 2021 BMMC scRNA SMM, NDMM, RRMM Longitudinal samples, clonal evolution, microenvironment, integrative analysis 
3361936972  Cohen et al, 2021 CD138+ scRNA NDMM, RRMM, NPC Longitudinal samples, therapeutic resistance 
3355851160  Samur et al, 2021 BMMC scRNA RRMM CART, immunotherapy resistance, longitudinal samples, microenvironment 
3361936861  Da Via et al, 2021 BMMC scRNA RRMM CART, immunotherapy resistance, longitudinal samples 
3269340659  Goicoechea et al, 2021 8-color EuroFlow NGF antibody panel scRNA NDMM Standard vs high-risk MM, transcriptome 
3229909364  Maia et al, 2020 CD34+ HPCs Targeted scDNA NDMM Myelodysplastic syndrome, SNVs 
3159503963  Garcés et al, 2020 8-color EuroFlow NGF antibody panel scRNA NDMM Circulating cells, BM vs PB, transcriptome 
3340950181  Zavidij et al, 2020 CD138, CD45+ scRNA MGUS, SMM, NDMM, NPC Microenvironment, precursor conditions 
31988495110  Teh et al, 2020 CD138+, HMCL CyTOF Before and after treatment Resistance, synergistic drug combination 
3101325482  Bailur et al, 2019 BMMC, CD138 scRNA, CyTOF MGUS,NDMM, NPC T cells, myeloid cells, microenvironment 
30607001111  Jang et al, 2019 CD138+ scRNA MGUS, SMM, NDMM, RRMM Disease progression, transcriptomic signatures 
31462637112  Kourelis et al, 2019 BMMC, PB CyTOF MM, MGUS, SMM, AL Microenvironment, immune escape, PB vs BM 
3052332858  Ledergor et al, 2018 CD138+ scRNA MGUS, SMM, NDMM, AL, NPC Circulating cells, BM vs PB, heterogeneity, subclones, CNA, BCR 
2780728262  Lohr et al, 2016 CD138+ scRNA, targeted scDNA MGUS, NDMM Circulating cells, BM vs PB, heterogeneity, subclones, CNA, SNV 
25711758113  Hansmann et al, 2015 PB CyTOF MM, MGUS, AL PBMC, immune cells 
PMIDAuthorsCell types evaluated with single-cell genomicsSingle-cell platforms usedTime pointTags
36026513102  Dhodapkar et al, 2023 BMMC scRNA, scTCR, scCITE, CyTOF Before and after anti-BCMA treatment Microenvironment, MM cells, CART 
3670283491  Pilcher et al, 2023 CD138 scRNA Diagnosis Microenvironment, rapid progression 
3637920890  Sklavenitis-Pistofidis et al, 2022 CD138 BMMC, PB scRNA, scTCR, CyTOF Baseline, cycle 9, end of the treatment Immunotherapy, microenvironment, immune normalization 
3639663198  Boiarsky et al, 2022 CD138+ scRNA MGUS, SMM, MM, NPC Transcriptional signature, progression 
36252999103  Kehl et al, 2022 BMMC, PB scRNA, scCITE  Microenvironment, IgE, T cells 
36163550104  Gao et al, 2022 CD138+ scRNA  CNV 
3634330666  Lannes et al, 2022 CD138+ scDNA SMM, NDMM CNV, shallow seq 
3613128292  Liang et al, 2022 BMMC scRNA NDMM, RRMM Clonal evolution, microenvironment, CNA 
36122410105  Welters et al, 2022 BM T cells scRNA, scCITE, scVDJ NDMM T cells, clonal expansion 
36969740106  Yao et al, 2022 CD138 scRNA, scCITE, CyTOF NDMM Microenvironment, classification by progression time 
3597711183  Schinke et al, 2022 CD138 scRNA, scTCR MGUS, SMM, NDMM Microenvironment, disease progression 
3599208469  Masuda et al, 2022 CD138+ scRNA NDMM, RRMM Drug-response, longitudinal samples 
3526457570  Kumar et al, 2022 CD138+ scRNA HMCL Drug resistance 
3514507765  Merz et al, 2022 CD138+ (BM and OL) scRNA NDMM, RRMM Spatial heterogeneity 
35646666107  Kumar et al, 2022 CD138+, HMCL CyTOF MM PI, IMID, drug resistance 
3451830971  Waldschmidt et al, 2021 CD138+ scRNA RRMM BRAF, drug resistance 
3484518887  Tirier et al, 2021 CD138+, CD138 scRNA RRMM Drug response, microenvironment 
34732728108  Croucher et al, 2021 BM of mice scRNA Early, intermediate, and active MM Vκ∗MYC mice, CNV 
3467539067  Frede et al, 2021 CD138+, CD45+ scRNA, scATAC RRMM, NPC Transcriptional reprogramming under treatment, immunotherapeutic vulnerabilities, integrative analysis 
3413371868  Alameda et al, 2021 PCs from SLO, PB, and BM scRNA MGUS, AL, MM Transcriptional rewiring, AL, PC malignancy comparison 
33602683109  Cho et al, 2021 CD56+ NK cells scRNA NDMM Antibody-dependent cellular cytotoxicity, NK cells, daratumumab 
3401712286  de Jong et al, 2021 Nonhematopoietic microenvironment, CD38+ and CD38 immune microenvironments scRNA NDMM, NPC Stromal cells, microenvironment, iMSC 
3396318257  Liu et al, 2021 BMMC scRNA SMM, NDMM, RRMM Longitudinal samples, clonal evolution, microenvironment, integrative analysis 
3361936972  Cohen et al, 2021 CD138+ scRNA NDMM, RRMM, NPC Longitudinal samples, therapeutic resistance 
3355851160  Samur et al, 2021 BMMC scRNA RRMM CART, immunotherapy resistance, longitudinal samples, microenvironment 
3361936861  Da Via et al, 2021 BMMC scRNA RRMM CART, immunotherapy resistance, longitudinal samples 
3269340659  Goicoechea et al, 2021 8-color EuroFlow NGF antibody panel scRNA NDMM Standard vs high-risk MM, transcriptome 
3229909364  Maia et al, 2020 CD34+ HPCs Targeted scDNA NDMM Myelodysplastic syndrome, SNVs 
3159503963  Garcés et al, 2020 8-color EuroFlow NGF antibody panel scRNA NDMM Circulating cells, BM vs PB, transcriptome 
3340950181  Zavidij et al, 2020 CD138, CD45+ scRNA MGUS, SMM, NDMM, NPC Microenvironment, precursor conditions 
31988495110  Teh et al, 2020 CD138+, HMCL CyTOF Before and after treatment Resistance, synergistic drug combination 
3101325482  Bailur et al, 2019 BMMC, CD138 scRNA, CyTOF MGUS,NDMM, NPC T cells, myeloid cells, microenvironment 
30607001111  Jang et al, 2019 CD138+ scRNA MGUS, SMM, NDMM, RRMM Disease progression, transcriptomic signatures 
31462637112  Kourelis et al, 2019 BMMC, PB CyTOF MM, MGUS, SMM, AL Microenvironment, immune escape, PB vs BM 
3052332858  Ledergor et al, 2018 CD138+ scRNA MGUS, SMM, NDMM, AL, NPC Circulating cells, BM vs PB, heterogeneity, subclones, CNA, BCR 
2780728262  Lohr et al, 2016 CD138+ scRNA, targeted scDNA MGUS, NDMM Circulating cells, BM vs PB, heterogeneity, subclones, CNA, SNV 
25711758113  Hansmann et al, 2015 PB CyTOF MM, MGUS, AL PBMC, immune cells 

Papers are ordered chronologically, and cell types analyzed with single-cell platforms are listed. Tags are globally categorizing the papers based on the research question addressed.

BMMC, bone marrow mononuclear cells; CART, chimeric antigen receptor T-cell therapy; CNV, copy number variant; HMCL, human myeloma cell lines; IgE, immunoglobulin E; IMID, immunomodulatory derivatives; iMSC, inflammatory mesenchymal stromal cells; NDMM, newly-diagnosed MM; NGF, next-generation flow; NPC, normal plasma cell; OL, osteolytic lesion; PMID, PubMed identification number; SLO, secondary lymphoid organ.

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