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Selective advantage of mutant stem cells in human clonal hematopoiesis is associated with attenuated response to inflammation and aging

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Jakobsen, Niels Asger, Turkalj, Sven, Zeng, Andy G.X., Stoilova, Bilyana, Metzner, Marlen, Rahmig, Susann, Nagree, Murtaza S., Shah, Sayyam +22 more·2024·Cell Stem Cell

Abstract

Clonal hematopoiesis (CH) arises when hematopoietic stem cells (HSCs) acquire mutations, most frequently in the DNMT3A and TET2 genes, conferring a competitive advantage through mechanisms that remain unclear. To gain insight into how CH mutations enable gradual clonal expansion, we used single-cell multi-omics with high-fidelity genotyping on human CH bone marrow (BM) samples. Most of the selective advantage of mutant cells occurs within HSCs. DNMT3A- and TET2-mutant clones expand further in early progenitors, while TET2 mutations accelerate myeloid maturation in a dose-dependent manner. Unexpectedly, both mutant and non-mutant HSCs from CH samples are enriched for inflammatory and aging transcriptomic signatures, compared with HSCs from non-CH samples, revealing a non-cell-autonomous effect. However, DNMT3A- and TET2-mutant HSCs have an attenuated inflammatory response relative to wild-type HSCs within the same sample. Our data support a model whereby CH clones are gradually selected because they are resistant to the deleterious impact of inflammation and aging.

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  • MYC targets were upregulated.

    “Interestingly, MYC targets were also upregulated ( Fig. 2k, Supplementary Table 6 ), thus corroborating a previous report demonstrating that IFNa upregulates MYC protein, which was thus postulated to regulate the cell cycle entry of HSCs in mice 52 .”

    From Type 1 interferon perturbates clonal competition by reshaping human blood development (2026) · cites this paper as [52]

    The Results sections on TET2-mutant progenitors and inflammatory responses report changes in other gene signatures, but do not identify upregulated MYC targets. Searches for MYC and for IFN-α-induced MYC protein in mouse HSCs found no passage addressing either point. The cited paper therefore does not verify the MYC claim in our copy. (LLM, conf=0.73)

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  • IFNa upregulates MYC protein, which was postulated to regulate the cell cycle entry of HSCs in mice.

    “Interestingly, MYC targets were also upregulated ( Fig. 2k, Supplementary Table 6 ), thus corroborating a previous report demonstrating that IFNa upregulates MYC protein, which was thus postulated to regulate the cell cycle entry of HSCs in mice 52 .”

    From Type 1 interferon perturbates clonal competition by reshaping human blood development (2026) · cites this paper as [52]

    The Results section on inflammatory transcriptional programs reports IFN-α response signatures in human HSC/MPPs, but does not say that IFN-α increases MYC protein or that MYC regulates cell-cycle entry in mouse HSCs. Searches for MYC and for the proposed IFN-α–MYC mechanism found no passage addressing that claim; page numbers were not available in our copy. (LLM, conf=0.75)

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  1. [2]Weissman I.L. Stem cells are units of natural selection for tissue formation, for germline development, and in cancer development Proc. Natl. Acad. Sci. USA 112 2015 8922 8928 10.1073/pnas.1505464112 26195745 PMC4517284 · DOI
  2. [3]Ziegler A. Jonason A.S. Leffell D.J. Simon J.A. Sharma H.W. Kimmelman J. Remington L. Jacks T. Brash D.E. Sunburn and p53 in the onset of skin cancer Nature 372 1994 773 776 10.1038/372773a0 7997263 · DOI · Paper page
  3. [4]Martincorena I. Roshan A. Gerstung M. Ellis P. Van Loo P. McLaren S. Wedge D.C. Fullam A. Alexandrov L.B. Tubio J.M. Tumor evolution. High burden and pervasive positive selection of somatic mutations in normal human skin Science 348 2015 880 886 10.1126/science.aaa6806 25999502 PMC4471149 · DOI · Paper page
  4. [6]Martincorena I. Fowler J.C. Wabik A. Lawson A.R.J. Abascal F. Hall M.W.J. Cagan A. Murai K. Mahbubani K. Stratton M.R. Somatic mutant clones colonize the human esophagus with age Science 362 2018 911 917 10.1126/science.aau3879 30337457 PMC6298579 · DOI · Paper page
  5. [8]Yizhak K. Aguet F. Kim J. Hess J.M. Kübler K. Grimsby J. Frazer R. Zhang H. Haradhvala N.J. Rosebrock D. RNA sequence analysis reveals macroscopic somatic clonal expansion across normal tissues Science 364 2019 eaaw0726 10.1126/science.aaw0726 PMC7350423 31171663 · DOI · Paper page
  6. [9]Lee-Six H. Olafsson S. Ellis P. Osborne R.J. Sanders M.A. Moore L. Georgakopoulos N. Torrente F. Noorani A. Goddard M. The landscape of somatic mutation in normal colorectal epithelial cells Nature 574 2019 532 537 10.1038/s41586-019-1672-7 31645730 · DOI · Paper page
  7. [10]Yoshida K. Gowers K.H.C. Lee-Six H. Chandrasekharan D.P. Coorens T. Maughan E.F. Beal K. Menzies A. Millar F.R. Anderson E. Tobacco smoking and somatic mutations in human bronchial epithelium Nature 578 2020 266 272 10.1038/s41586-020-1961-1 31996850 PMC7021511 · DOI
  8. [11]Nanki K. Fujii M. Shimokawa M. Matano M. Nishikori S. Date S. Takano A. Toshimitsu K. Ohta Y. Takahashi S. Somatic inflammatory gene mutations in human ulcerative colitis epithelium Nature 577 2020 254 259 10.1038/s41586-019-1844-5 31853059 · DOI
  9. [12]Kakiuchi N. Yoshida K. Uchino M. Kihara T. Akaki K. Inoue Y. Kawada K. Nagayama S. Yokoyama A. Yamamoto S. Frequent mutations that converge on the NFKBIZ pathway in ulcerative colitis Nature 577 2020 260 265 10.1038/s41586-019-1856-1 31853061 · DOI
  10. [13]Busque L. Patel J.P. Figueroa M.E. Vasanthakumar A. Provost S. Hamilou Z. Mollica L. Li J. Viale A. Heguy A. Recurrent somatic TET2 mutations in normal elderly individuals with clonal hematopoiesis Nat. Genet. 44 2012 1179 1181 10.1038/ng.2413 23001125 PMC3483435 · DOI · Paper page
  11. [15]Genovese G. Kähler A.K. Handsaker R.E. Lindberg J. Rose S.A. Bakhoum S.F. Chambert K. Mick E. Neale B.M. Fromer M. Clonal hematopoiesis and blood-cancer risk inferred from blood DNA sequence N. Engl. J. Med. 371 2014 2477 2487 10.1056/NEJMoa1409405 25426838 PMC4290021 · DOI · Paper page
  12. [16]Xie M. Lu C. Wang J. McLellan M.D. Johnson K.J. Wendl M.C. McMichael J.F. Schmidt H.K. Yellapantula V. Miller C.A. Age-related mutations associated with clonal hematopoietic expansion and malignancies Nat. Med. 20 2014 1472 1478 10.1038/nm.3733 25326804 PMC4313872 · DOI · Paper page
  13. [18]Jaiswal S. Natarajan P. Silver A.J. Gibson C.J. Bick A.G. Shvartz E. McConkey M. Gupta N. Gabriel S. Ardissino D. Clonal hematopoiesis and risk of atherosclerotic cardiovascular disease N. Engl. J. Med. 377 2017 111 121 10.1056/NEJMoa1701719 28636844 PMC6717509 · DOI · Paper page
  14. [20]Dorsheimer L. Assmus B. Rasper T. Ortmann C.A. Ecke A. Abou-El-Ardat K. Schmid T. Brüne B. Wagner S. Serve H. Association of mutations contributing to clonal hematopoiesis with prognosis in chronic ischemic heart failure JAMA Cardiol. 4 2019 25 33 10.1001/jamacardio.2018.3965 30566180 PMC6439691 · DOI · Paper page
  15. [21]Kessler M.D. Damask A. O’Keeffe S. Banerjee N. Li D. Watanabe K. Marketta A. Van Meter M. Semrau S. Horowitz J. Common and rare variant associations with clonal haematopoiesis phenotypes Nature 612 2022 301 309 10.1038/s41586-022-05448-9 36450978 PMC9713173 · DOI · Paper page
  16. [22]Wong W.J. Emdin C. Bick A.G. Zekavat S.M. Niroula A. Pirruccello J.P. Dichtel L. Griffin G. Uddin M.M. Gibson C.J. Clonal haematopoiesis and risk of chronic liver disease Nature 616 2023 747 754 10.1038/s41586-023-05857-4 37046084 PMC10405350 · DOI
  17. [23]Skead K. Ang Houle A. Abelson S. Agbessi M. Bruat V. Lin B. Soave D. Shlush L. Wright S. Dick J. Interacting evolutionary pressures drive mutation dynamics and health outcomes in aging blood Nat. Commun. 12 2021 4921 10.1038/s41467-021-25172-8 PMC8363714 34389724 · DOI
  18. [25]Okano M. Bell D.W. Haber D.A. Li E. DNA methyltransferases Dnmt3a and Dnmt3b are essential for de novo methylation and mammalian development Cell 99 1999 247 257 10.1016/S0092-8674(00)81656-6 10555141 · DOI · Paper page
  19. [26]Ito S. D’Alessio A.C. Taranova O.V. Hong K. Sowers L.C. Zhang Y. Role of Tet proteins in 5mC to 5hmC conversion, ES-cell self-renewal and inner cell mass specification Nature 466 2010 1129 1133 10.1038/nature09303 20639862 PMC3491567 · DOI
  20. [29]Mellén M. Ayata P. Dewell S. Kriaucionis S. Heintz N. MeCP2 binds to 5hmC enriched within active genes and accessible chromatin in the nervous system Cell 151 2012 1417 1430 10.1016/j.cell.2012.11.022 23260135 PMC3653293 · DOI · Paper page
  21. [30]Fuks F. Burgers W.A. Godin N. Kasai M. Kouzarides T. Dnmt3a binds deacetylases and is recruited by a sequence-specific repressor to silence transcription EMBO J. 20 2001 2536 2544 10.1093/emboj/20.10.2536 11350943 PMC125250 · DOI
  22. [31]Chen Q. Chen Y. Bian C. Fujiki R. Yu X. TET2 promotes histone O-GlcNAcylation during gene transcription Nature 493 2013 561 564 10.1038/nature11742 23222540 PMC3684361 · DOI
  23. [33]Shen Q. Zhang Q. Shi Y. Shi Q. Jiang Y. Gu Y. Li Z. Li X. Zhao K. Wang C. Tet2 promotes pathogen infection-induced myelopoiesis through mRNA oxidation Nature 554 2018 123 127 10.1038/nature25434 29364877 · DOI
  24. [34]Guallar D. Bi X. Pardavila J.A. Huang X. Saenz C. Shi X. Zhou H. Faiola F. Ding J. Haruehanroengra P. RNA-dependent chromatin targeting of TET2 for endogenous retrovirus control in pluripotent stem cells Nat. Genet. 50 2018 443 451 10.1038/s41588-018-0060-9 29483655 PMC5862756 · DOI
  25. [35]Lan J. Rajan N. Bizet M. Penning A. Singh N.K. Guallar D. Calonne E. Li Greci A. Bonvin E. Deplus R. Functional role of Tet-mediated RNA hydroxymethylcytosine in mouse ES cells and during differentiation Nat. Commun. 11 2020 4956 10.1038/s41467-020-18729-6 PMC7532169 33009383 · DOI
  26. [36]He C. Bozler J. Janssen K.A. Wilusz J.E. Garcia B.A. Schorn A.J. Bonasio R. TET2 chemically modifies tRNAs and regulates tRNA fragment levels Nat. Struct. Mol. Biol. 28 2021 62 70 10.1038/s41594-020-00526-w 33230319 PMC7855721 · DOI
  27. [37]Ramabadran R. Wang J.H. Reyes J.M. Guzman A.G. Gupta S. Rosas C. Brunetti L. Gundry M.C. Tovy A. Long H. DNMT3A-coordinated splicing governs the stem state switch towards differentiation in embryonic and haematopoietic stem cells Nat. Cell Biol. 25 2023 528 539 10.1038/s41556-023-01109-9 37024683 PMC10337578 · DOI
  28. [38]Challen G.A. Sun D. Jeong M. Luo M. Jelinek J. Berg J.S. Bock C. Vasanthakumar A. Gu H. Xi Y. Dnmt3a is essential for hematopoietic stem cell differentiation Nat. Genet. 44 2011 23 31 10.1038/ng.1009 22138693 PMC3637952 · DOI · Paper page
  29. [39]Ko M. Bandukwala H.S. An J. Lamperti E.D. Thompson E.C. Hastie R. Tsangaratou A. Rajewsky K. Koralov S.B. Rao A. Ten-Eleven-Translocation 2 (TET2) negatively regulates homeostasis and differentiation of hematopoietic stem cells in mice Proc. Natl. Acad. Sci. USA 108 2011 14566 14571 10.1073/pnas.1112317108 21873190 PMC3167529 · DOI · Paper page
  30. [40]Quivoron C. Couronné L. Della Valle V. Lopez C.K. Plo I. Wagner-Ballon O. Do Cruzeiro M. Delhommeau F. Arnulf B. Stern M.-H. TET2 inactivation results in pleiotropic hematopoietic abnormalities in mouse and is a recurrent event during human lymphomagenesis Cancer Cell 20 2011 25 38 10.1016/j.ccr.2011.06.003 21723201 · DOI · Paper page
  31. [41]Moran-Crusio K. Reavie L. Shih A. Abdel-Wahab O. Ndiaye-Lobry D. Lobry C. Figueroa M.E. Vasanthakumar A. Patel J. Zhao X. TET2 loss leads to increased hematopoietic stem cell self-renewal and myeloid transformation Cancer Cell 20 2011 11 24 10.1016/j.ccr.2011.06.001 21723200 PMC3194039 · DOI · Paper page
  32. [42]Li Z. Cai X. Cai C.-L. Wang J. Zhang W. Petersen B.E. Yang F.-C. Xu M. Deletion of Tet2 in mice leads to dysregulated hematopoietic stem cells and subsequent development of myeloid malignancies Blood 118 2011 4509 4518 10.1182/blood-2010-12-325241 21803851 PMC3952630 · DOI · Paper page
  33. [43]Ostrander E.L. Kramer A.C. Mallaney C. Celik H. Koh W.K. Fairchild J. Haussler E. Zhang C.R.C. Challen G.A. Divergent effects of Dnmt3a and Tet2 mutations on hematopoietic progenitor cell fitness Stem Cell Rep. 3 2020 539 547 10.1016/j.stemcr.2020.02.011 PMC7160307 32220332 · DOI
  34. [46]SanMiguel J.M. Eudy E. Loberg M.A. Young K.A. Mistry J.J. Mujica K.D. Schwartz L.S. Stearns T.M. Challen G.A. Trowbridge J.J. Distinct tumor necrosis factor alpha Receptors Dictate Stem Cell Fitness versus Lineage Output in Dnmt3a-Mutant Clonal Hematopoiesis Cancer Discov. 12 2022 2763 2773 10.1158/2159-8290.CD-22-0086 36169447 PMC9716249 · DOI
  35. [47]Cai Z. Kotzin J.J. Ramdas B. Chen S. Nelanuthala S. Palam L.R. Pandey R. Mali R.S. Liu Y. Kelley M.R. Inhibition of inflammatory signaling in Tet2 mutant preleukemic cells mitigates stress-induced abnormalities and clonal hematopoiesis Cell Stem Cell 23 2018 833 849.e5 10.1016/j.stem.2018.10.013 30526882 PMC6317370 · DOI · Paper page
  36. [48]Meisel M. Hinterleitner R. Pacis A. Chen L. Earley Z.M. Mayassi T. Pierre J.F. Ernest J.D. Galipeau H.J. Thuille N. Microbial signals drive pre-leukaemic myeloproliferation in a Tet2-deficient host Nature 557 2018 580 584 10.1038/s41586-018-0125-z 29769727 PMC6238954 · DOI · Paper page
  37. [51]Fabre M.A. de Almeida J.G. Fiorillo E. Mitchell E. Damaskou A. Rak J. Orrù V. Marongiu M. Chapman M.S. Vijayabaskar M.S. The longitudinal dynamics and natural history of clonal haematopoiesis Nature 606 2022 335 342 10.1038/s41586-022-04785-z 35650444 PMC9177423 · DOI · Paper page
  38. [52]Mitchell E. Spencer Chapman M. Williams N. Dawson K.J. Mende N. Calderbank E.F. Jung H. Mitchell T. Coorens T.H.H. Spencer D.H. Clonal dynamics of haematopoiesis across the human lifespan Nature 606 2022 343 350 10.1038/s41586-022-04786-y 35650442 PMC9177428 · DOI
  39. [53]Watson C.J. Papula A.L. Poon G.Y.P. Wong W.H. Young A.L. Druley T.E. Fisher D.S. Blundell J.R. The evolutionary dynamics and fitness landscape of clonal hematopoiesis Science 367 2020 1449 1454 10.1126/science.aay9333 32217721 · DOI · Paper page
  40. [54]Nam A.S. Dusaj N. Izzo F. Murali R. Myers R.M. Mouhieddine T.H. Sotelo J. Benbarche S. Waarts M. Gaiti F. Single-cell multi-omics of human clonal hematopoiesis reveals that DNMT3A R882 mutations perturb early progenitor states through selective hypomethylation Nat. Genet. 54 2022 1514 1526 10.1038/s41588-022-01179-9 36138229 PMC10068894 · DOI · Paper page
  41. [55]Nakauchi Y. Azizi A. Thomas D. Corces M.R. Reinisch A. Sharma R. Cruz Hernandez D. Köhnke T. Karigane D. Fan A. The cell type–specific 5hmC landscape and dynamics of healthy human hematopoiesis and TET2-mutant preleukemia. Blood Cancer Discovery, bloodcandisc.BCD-A.2021 Blood Cancer Discov. 3 2022 346 367 10.1158/2643-3230.BCD-21-0143 35532363 PMC9338760 · DOI
  42. [56]Huerga Encabo H. Aramburu I.V. Garcia-Albornoz M. Piganeau M. Wood H. Song A. Ferrelli A. Sharma A. Minutti C.M. Domart M.-C. Loss of TET2 in human hematopoietic stem cells alters the development and function of neutrophils Cell Stem Cell 30 2023 781 799.e9 10.1016/j.stem.2023.05.004 37267914 · DOI
  43. [57]Hecker J.S. Hartmann L. Rivière J. Buck M.C. van der Garde M. Rothenberg-Thurley M. Fischer L. Winter S. Ksienzyk B. Ziemann F. CHIP and hips: clonal hematopoiesis is common in patients undergoing hip arthroplasty and is associated with autoimmune disease Blood 138 2021 1727 1732 10.1182/blood.2020010163 34139005 · DOI
  44. [58]van Zeventer I.A. de Graaf A.O. Salzbrunn J.B. Nolte I.M. Kamphuis P. Dinmohamed A. van der Reijden B.A. Schuringa J.J. Jansen J.H. Huls G. Evolutionary landscape of clonal hematopoiesis in 3,359 individuals from the general population Cancer Cell 41 2023 1017 1031.e4 10.1016/j.ccell.2023.04.006 37146604 · DOI
  45. [59]Rodriguez-Meira A. Buck G. Clark S.-A. Povinelli B.J. Alcolea V. Louka E. McGowan S. Hamblin A. Sousos N. Barkas N. Unravelling intratumoral heterogeneity through high-sensitivity single-cell mutational analysis and parallel RNA sequencing Mol. Cell 73 2019 1292 1305.e8 10.1016/j.molcel.2019.01.009 30765193 PMC6436961 · DOI · Paper page
  46. [60]Hagemann-Jensen M. Ziegenhain C. Chen P. Ramsköld D. Hendriks G.-J. Larsson A.J.M. Faridani O.R. Sandberg R. Single-cell RNA counting at allele and isoform resolution using Smart-seq3 Nat. Biotechnol. 38 2020 708 714 10.1038/s41587-020-0497-0 32518404 · DOI · Paper page
  47. [61]Zhang Y.W. Mess J. Aizarani N. Mishra P. Johnson C. Romero-Mulero M.C. Rettkowski J. Schönberger K. Obier N. Jäcklein K. Hyaluronic acid–GPRC5C signalling promotes dormancy in haematopoietic stem cells Nat. Cell Biol. 24 2022 1038 1048 10.1038/s41556-022-00931-x 35725769 PMC9276531 · DOI
  48. [62]Velten L. Haas S.F. Raffel S. Blaszkiewicz S. Islam S. Hennig B.P. Hirche C. Lutz C. Buss E.C. Nowak D. Human haematopoietic stem cell lineage commitment is a continuous process Nat. Cell Biol. 19 2017 271 281 10.1038/ncb3493 28319093 PMC5496982 · DOI · Paper page
  49. [64]Drissen R. Thongjuea S. Theilgaard-Mönch K. Nerlov C. Identification of two distinct pathways of human myelopoiesis Sci. Immunol. 4 2019 eaau7148 10.1126/sciimmunol.aau7148 31126997 · DOI
  50. [65]Roy A. Wang G. Iskander D. O’Byrne S. Elliott N. O’Sullivan J. Buck G. Heuston E.F. Wen W.X. Meira A.R. Transitions in lineage specification and gene regulatory networks in hematopoietic stem/progenitor cells over human development Cell Rep. 36 2021 109698 10.1016/j.celrep.2021.109698 PMC8456780 34525349 · DOI
  51. [66]Xie S.Z. Kaufmann K.B. Wang W. Chan-Seng-Yue M. Gan O.I. Laurenti E. Garcia-Prat L. Takayanagi S.-I. Ng S.W.K. Xu C. Sphingosine-1-phosphate Receptor 3 potentiates inflammatory programs in normal and leukemia stem cells to promote differentiation Blood Cancer Discov. 2 2021 32 53 10.1158/2643-3230.BCD-20-0155 33458693 PMC7116590 · DOI
  52. [67]Karamitros D. Stoilova B. Aboukhalil Z. Hamey F. Reinisch A. Samitsch M. Quek L. Otto G. Repapi E. Doondeea J. Single-cell analysis reveals the continuum of human lympho-myeloid progenitor cells Nat. Immunol. 19 2018 85 97 10.1038/s41590-017-0001-2 29167569 PMC5884424 · DOI
  53. [68]Chen L. Kostadima M. Martens J.H.A. Canu G. Garcia S.P. Turro E. Downes K. Macaulay I.C. Bielczyk-Maczynska E. Coe S. Transcriptional diversity during lineage commitment of human blood progenitors Science 345 2014 1251033 10.1126/science.1251033 PMC4254742 25258084 · DOI
  54. [69]Tirosh I. Izar B. Prakadan S.M. Wadsworth M.H. Treacy D. Trombetta J.J. Rotem A. Rodman C. Lian C. Murphy G. Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq. Science 352 2016 189 196 10.1126/science.aad0501 27124452 PMC4944528 · DOI · Paper page
  55. [70]Drissen R. Buza-Vidas N. Woll P. Thongjuea S. Gambardella A. Giustacchini A. Mancini E. Zriwil A. Lutteropp M. Grover A. Distinct myeloid progenitor-differentiation pathways identified through single-cell RNA sequencing Nat. Immunol. 17 2016 666 676 10.1038/ni.3412 27043410 PMC4972405 · DOI
  56. [72]Sternberg A. Killick S. Littlewood T. Hatton C. Peniket A. Seidl T. Soneji S. Leach J. Bowen D. Chapman C. Evidence for reduced B-cell progenitors in early (low-risk) myelodysplastic syndrome Blood 106 2005 2982 2991 10.1182/blood-2005-04-1543 16076868 · DOI
  57. [73]Goardon N. Marchi E. Atzberger A. Quek L. Schuh A. Soneji S. Woll P. Mead A. Alford K.A. Rout R. Coexistence of LMPP-like and GMP-like leukemia stem cells in acute myeloid leukemia Cancer Cell 19 2011 138 152 10.1016/j.ccr.2010.12.012 21251617 · DOI
  58. [74]Quek L. Otto G.W. Garnett C. Lhermitte L. Karamitros D. Stoilova B. Lau I.J. Doondeea J. Usukhbayar B. Kennedy A. Genetically distinct leukemic stem cells in human CD34- acute myeloid leukemia are arrested at a hemopoietic precursor-like stage J. Exp. Med. 213 2016 1513 1535 10.1084/jem.20151775 27377587 PMC4986529 · DOI
  59. [75]Woll P.S. Kjällquist U. Chowdhury O. Doolittle H. Wedge D.C. Thongjuea S. Erlandsson R. Ngara M. Anderson K. Deng Q. Myelodysplastic syndromes are propagated by rare and distinct human cancer stem cells in vivo Cancer Cell 25 2014 794 808 10.1016/j.ccr.2014.03.036 24835589 · DOI
  60. [76]Büttner M. Ostner J. Müller C.L. Theis F.J. Schubert B. scCODA is a Bayesian model for compositional single-cell data analysis Nat. Commun. 12 2021 6876 10.1038/s41467-021-27150-6 PMC8616929 34824236 · DOI · Paper page
  61. [77]Weinstock J.S. Gopakumar J. Burugula B.B. Uddin M.M. Jahn N. Belk J.A. Bouzid H. Daniel B. Miao Z. Ly N. Aberrant activation of TCL1A promotes stem cell expansion in clonal haematopoiesis Nature 616 2023 755 763 10.1038/s41586-023-05806-1 37046083 PMC10360040 · DOI
  62. [79]Buscarlet M. Provost S. Zada Y.F. Bourgoin V. Mollica L. Dubé M.-P. Busque L. Lineage restriction analyses in CHIP indicate myeloid bias for TET2 and multipotent stem cell origin for DNMT3A Blood 132 2018 277 280 10.1182/blood-2018-01-829937 29764839 · DOI · Paper page
  63. [80]Thol F. Klesse S. Köhler L. Gabdoulline R. Kloos A. Liebich A. Wichmann M. Chaturvedi A. Fabisch J. Gaidzik V.I. Acute myeloid leukemia derived from lympho-myeloid clonal hematopoiesis Leukemia 31 2017 1286 1295 10.1038/leu.2016.345 27881874 PMC7610466 · DOI
  64. [83]Lee-Six H. Øbro N.F. Shepherd M.S. Grossmann S. Dawson K. Belmonte M. Osborne R.J. Huntly B.J.P. Martincorena I. Anderson E. Population dynamics of normal human blood inferred from somatic mutations Nature 561 2018 473 478 10.1038/s41586-018-0497-0 30185910 PMC6163040 · DOI · Paper page
  65. [84]Ainciburu M. Ezponda T. Berastegui N. Alfonso-Pierola A. Vilas-Zornoza A. San Martin-Uriz P. Alignani D. Lamo-Espinosa J. San-Julian M. Jiménez-Solas T. Uncovering perturbations in human hematopoiesis associated with healthy aging and myeloid malignancies at single-cell resolution eLife 12 2023 e79363 10.7554/eLife.79363 PMC9904760 36629404 · DOI
  66. [85]Aksöz M. Gafencu G.-A. Stoilova B. Buono M. Meng Y. Jakobsen N.A. Metzner M. Clark S.-A. Beveridge R. Thongjuea S. Identification and age-dependent increase of platelet biased human hematopoietic stem cells Preprint at bioRxiv 2022 10.1101/2022.01.14.475546 · DOI
  67. [86]Chambers S.M. Shaw C.A. Gatza C. Fisk C.J. Donehower L.A. Goodell M.A. Aging hematopoietic stem cells decline in function and exhibit epigenetic dysregulation PLoS Biol. 5 2007 e201 10.1371/journal.pbio.0050201 PMC1925137 17676974 · DOI
  68. [87]Hammond C.A. Wu S.W. Wang F. MacAldaz M.E. Eaves C.J. Aging alters the cell cycle control and mitogenic signaling responses of human hematopoietic stem cells Blood 141 2023 1990 2002 10.1182/blood.2022017174 36652668 · DOI
  69. [89]García-Prat L. Kaufmann K.B. Schneiter F. Voisin V. Murison A. Chen J. Chan-Seng-Yue M. Gan O.I. McLeod J.L. Smith S.A. TFEB-mediated endolysosomal activity controls human hematopoietic stem cell fate Cell Stem Cell 28 2021 1838 1850.e10 10.1016/j.stem.2021.07.003 34343492 · DOI
  70. [90]Tarashansky A.J. Xue Y. Li P. Quake S.R. Wang B. Self-assembling manifolds in single-cell RNA sequencing data eLife 8 2019 e48994 10.7554/eLife.48994 PMC6795480 31524596 · DOI
  71. [91]Xie S.Z. Garcia-Prat L. Voisin V. Ferrari R. Gan O.I. Wagenblast E. Kaufmann K.B. Zeng A.G.X. Takayanagi S.-I. Patel I. Sphingolipid modulation activates proteostasis programs to govern human hematopoietic stem cell self-renewal Cell Stem Cell 25 2019 639 653.e7 10.1016/j.stem.2019.09.008 31631013 PMC6838675 · DOI
  72. [92]Laurenti E. Frelin C. Xie S. Ferrari R. Dunant C.F. Zandi S. Neumann A. Plumb I. Doulatov S. Chen J. CDK6 levels regulate quiescence exit in human hematopoietic stem cells Cell Stem Cell 16 2015 302 313 10.1016/j.stem.2015.01.017 25704240 PMC4359055 · DOI
  73. [93]Pietras E.M. Mirantes-Barbeito C. Fong S. Loeffler D. Kovtonyuk L.V. Zhang S. Lakshminarasimhan R. Chin C.P. Techner J.-M. Will B. Chronic interleukin-1 exposure drives haematopoietic stem cells towards precocious myeloid differentiation at the expense of self-renewal Nat. Cell Biol. 18 2016 607 618 10.1038/ncb3346 27111842 PMC4884136 · DOI · Paper page
  74. [94]Matatall K.A. Jeong M. Chen S. Sun D. Chen F. Mo Q. Kimmel M. King K.Y. Chronic infection depletes hematopoietic stem cells through stress-induced terminal differentiation Cell Rep. 17 2016 2584 2595 10.1016/j.celrep.2016.11.031 27926863 PMC5161248 · DOI · Paper page
  75. [96]Mitchell C.A. Verovskaya E.V. Calero-Nieto F.J. Olson O.C. Swann J.W. Wang X. Hérault A. Dellorusso P.V. Zhang S.Y. Svendsen A.F. Stromal niche inflammation mediated by IL-1 signalling is a targetable driver of haematopoietic ageing Nat. Cell Biol. 25 2023 30 41 10.1038/s41556-022-01053-0 36650381 PMC7614279 · DOI
  76. [97]Liao M. Chen R. Yang Y. He H. Xu L. Jiang Y. Guo Z. He W. Jiang H. Wang J. Aging-elevated inflammation promotes DNMT3A R878H-driven clonal hematopoiesis Acta Pharm. Sin. B 12 2022 678 691 10.1016/j.apsb.2021.09.015 35256939 PMC8897035 · DOI
  77. [98]Avagyan S. Henninger J.E. Mannherz W.P. Mistry M. Yoon J. Yang S. Weber M.C. Moore J.L. Zon L.I. Resistance to inflammation underlies enhanced fitness in clonal hematopoiesis Science 374 2021 768 772 10.1126/science.aba9304 34735227 · DOI · Paper page
  78. [99]Turkalj S. Jakobsen N.A. Groom A. Metzner M. Riva S.G. Gür E.R. Usukhbayar B. Salazar M.A. Hentges L.D. Mickute G. GTAC enables parallel genotyping of multiple genomic loci with chromatin accessibility profiling in single cells Cell Stem Cell 30 2023 722 740.e11 10.1016/j.stem.2023.04.012 37146586 · DOI
  79. [100]Robinson W.H. Lepus C.M. Wang Q. Raghu H. Mao R. Lindstrom T.M. Sokolove J. Low-grade inflammation as a key mediator of the pathogenesis of osteoarthritis Nat. Rev. Rheumatol. 12 2016 580 592 10.1038/nrrheum.2016.136 27539668 PMC5500215 · DOI
  80. [101]Van de Sande B. Flerin C. Davie K. De Waegeneer M. Hulselmans G. Aibar S. Seurinck R. Saelens W. Cannoodt R. Rouchon Q. A scalable SCENIC workflow for single-cell gene regulatory network analysis Nat. Protoc. 15 2020 2247 2276 10.1038/s41596-020-0336-2 32561888 · DOI · Paper page
  81. [102]Picelli S. Faridani O.R. Björklund Å.K. Winberg G. Sagasser S. Sandberg R. Full-length RNA-seq from single cells using Smart-seq2 Nature Protocols 9 2014 171 181 10.1038/nprot.2014.006 24385147 · DOI · Paper page
  82. [103]Li H. Durbin R. Fast and accurate short read alignment with Burrows–Wheeler transform Bioinformatics 25 2009 1754 1760 10.1093/bioinformatics/btp324 19451168 PMC2705234 · DOI · Paper page
  83. [104]Lai Z. Markovets A. Ahdesmaki M. Chapman B. Hofmann O. McEwen R. Johnson J. Dougherty B. Barrett J.C. Dry J.R. VarDict: a novel and versatile variant caller for next-generation sequencing in cancer research Nucleic Acids Res. 44 2016 e108 10.1093/nar/gkw227 PMC4914105 27060149 · DOI
  84. [105]Yang H. Wang K. Genomic variant annotation and prioritization with ANNOVAR and wANNOVAR Nat. Protoc. 10 2015 1556 1566 10.1038/nprot.2015.105 26379229 PMC4718734 · DOI
  85. [106]Untergasser A. Cutcutache I. Koressaar T. Ye J. Faircloth B.C. Remm M. Rozen S.G. Primer3--new capabilities and interfaces Nucleic Acids Res. 40 2012 e115 10.1093/nar/gks596 PMC3424584 22730293 · DOI
  86. [107]Aguilar-Navarro A.G. Meza-León B. Gratzinger D. Juárez-Aguilar F.G. Chang Q. Ornatsky O. Tsui H. Esquivel-Gómez R. Hernández-Ramírez A. Xie S.Z. Human aging alters the spatial organization between CD34+ hematopoietic cells and adipocytes in bone marrow Stem Cell Rep. 15 2020 317 325 10.1016/j.stemcr.2020.06.011 PMC7419665 32649902 · DOI
  87. [108]Cibulskis K. Lawrence M.S. Carter S.L. Sivachenko A. Jaffe D. Sougnez C. Gabriel S. Meyerson M. Lander E.S. Getz G. Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples Nat. Biotechnol. 31 2013 213 219 10.1038/nbt.2514 23396013 PMC3833702 · DOI
  88. [109]Acuna-Hidalgo R. Sengul H. Steehouwer M. van de Vorst M. Vermeulen S.H. Kiemeney L.A.L.M. Veltman J.A. Gilissen C. Hoischen A. Ultra-sensitive sequencing identifies high prevalence of clonal hematopoiesis-associated mutations throughout adult life Am. J. Hum. Genet. 101 2017 50 64 10.1016/j.ajhg.2017.05.013 28669404 PMC5501773 · DOI · Paper page
  89. [110]Körber V. Ansari-Pour N. Jakobsen N.A. Moore R. Claudino N. Metzner M. Hörsch F. Usukhbayar B. Salazar M.A. Newman S. Detecting and quantifying clonal selection in somatic stem cells Preprint at bioRxiv 2023 10.1101/2021.12.15.472780 PMC12283403 40610627 · DOI
  90. [111]Ye J. Coulouris G. Zaretskaya I. Cutcutache I. Rozen S. Madden T.L. Primer-BLAST: A tool to design target-specific primers for polymerase chain reaction BMC Bioinformatics 13 2012 134 10.1186/1471-2105-13-134 PMC3412702 22708584 · DOI
  91. [112]Quek L. David M.D. Kennedy A. Metzner M. Amatangelo M. Shih A. Stoilova B. Quivoron C. Heiblig M. Willekens C. Clonal heterogeneity of acute myeloid leukemia treated with the IDH2 inhibitor enasidenib Nat. Med. 24 2018 1167 1177 10.1038/s41591-018-0115-6 30013198 PMC6925974 · DOI
  92. [113]Jahn K. Kuipers J. Beerenwinkel N. Tree inference for single-cell data Genome Biol. 17 2016 86 10.1186/s13059-016-0936-x PMC4858868 27149953 · DOI
  93. [115]Brennecke P. Anders S. Kim J.K. Kołodziejczyk A.A. Zhang X. Proserpio V. Baying B. Benes V. Teichmann S.A. Marioni J.C. Accounting for technical noise in single-cell RNA-seq experiments Nat. Methods 10 2013 1093 1095 10.1038/nmeth.2645 24056876 · DOI · Paper page
  94. [116]Andrews T.S. Hemberg M. M3Drop: dropout-based feature selection for scRNASeq Bioinformatics 35 2019 2865 2867 10.1093/bioinformatics/bty1044 30590489 PMC6691329 · DOI
  95. [117]Korsunsky I. Millard N. Fan J. Slowikowski K. Zhang F. Wei K. Baglaenko Y. Brenner M. Loh P.-R. Raychaudhuri S. Fast, sensitive and accurate integration of single-cell data with Harmony Nat. Methods 16 2019 1289 1296 10.1038/s41592-019-0619-0 31740819 PMC6884693 · DOI · Paper page
  96. [118]Burkhardt D.B. Stanley J.S. Tong A. Perdigoto A.L. Gigante S.A. Herold K.C. Wolf G. Giraldez A.J. van Dijk D. Krishnaswamy S. Quantifying the effect of experimental perturbations at single-cell resolution Nat. Biotechnol. 39 2021 619 629 10.1038/s41587-020-00803-5 33558698 PMC8122059 · DOI · Paper page
  97. [119]Haghverdi L. Büttner M. Wolf F.A. Buettner F. Theis F.J. Diffusion pseudotime robustly reconstructs lineage branching Nat. Methods 13 2016 845 848 10.1038/nmeth.3971 27571553 · DOI · Paper page
  98. [121]Ritchie M.E. Phipson B. Wu D. Hu Y. Law C.W. Shi W. Smyth G.K. limma powers differential expression analyses for RNA-sequencing and microarray studies Nucleic Acids Res. 43 2015 e47 10.1093/nar/gkv007 PMC4402510 25605792 · DOI · Paper page
  99. [122]Korotkevich G. Sukhov V. Budin N. Shpak B. Artyomov M.N. Sergushichev A. Fast gene set enrichment analysis Preprint at bioRxiv 2021 10.1101/060012 · DOI
  100. [123]Lambert S.A. Jolma A. Campitelli L.F. Das P.K. Yin Y. Albu M. Chen X. Taipale J. Hughes T.R. Weirauch M.T. The human transcription factors Cell 172 2018 650 665 10.1016/j.cell.2018.01.029 29425488 PMC12908702 · DOI · Paper page

Cited by

Sorted by citations

Authors
Jakobsen, N. A., Turkalj, S., Zeng, A. G. X., Stoilova, B., Metzner, M., Rahmig, S., Nagree, M. S., Shah, S., Moore, R., Usukhbayar, B., Angulo Salazar, M., Gafencu, G.-A., Kennedy, A., Newman, S., Kendrick, B. J. L., Taylor, A. H., Afinowi-Luitz, R., Gundle, R., Watkins, B., Wheway, K., Beazley, D., Murison, A., Aguilar-Navarro, A. G., Flores-Figueroa, E., Dakin, S. G., Carr, A. J., Nerlov, C., Dick, J. E., Xie, S. Z., & Vyas, P.
Affiliations
  • University of Oxford (GB)
  • University Health Network (CA)
  • Wellcome/MRC Cambridge Stem Cell Institute (GB)
  • Nuffield Orthopaedic Centre (GB)
  • Mexican Social Security Institute (MX)
Corresponding author
Vyas, Paresh
Venue
Cell Stem Cell
Publisher
Elsevier BV
Published
2024-08
Volume
31
Issue
8
Pages
1127-1144.e17
ISSN
  • 1875-9777 (ISSN-L)
  • 1934-5909
OpenAlex
W4399970144
Cited by
130
References
24
Citations by year
2026: 66 · 2025: 51 · 2024: 13
FWCI
40.33
Type
journal article
Language
en
Open access
Locations
  • Cell stem cell (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • PubMed Central (publishedVersion, cc-by)
Funders
  • Radcliffe Department of Medicine, University of Oxford
  • Blood Cancer UK (13008)
  • Government of Ontario
  • Manchester Biomedical Research Centre
  • Pfizer
  • Terry Fox Foundation
  • Clarendon Fund
  • National Research Council Canada
  • Princess Margaret Cancer Foundation
  • Canadian Institutes of Health Research (RN380110-409786)
  • Canada Research Chairs
  • University of Toronto
  • International Development Research Centre
  • Ministry of Health, Ontario
  • Ontario Institute for Cancer Research
  • Canadian Cancer Society Research Institute (703212)
  • University of Oxford
  • NIHR
  • Canada First Research Excellence Fund
  • Canadian Cancer Society
  • MRC (MC_UU_00029/8, MR/R002258/1)
  • Versus Arthritis
  • NIHR Oxford Biomedical Research Centre
Topics
  • Health Sciences › Medicine › Hematology › Acute Myeloid Leukemia Research
  • Health Sciences › Medicine › Hematology › Hematopoietic Stem Cell Transplantation
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Blood disorders and treatments
Keywords
clonal hematopoiesis, hematopoietic stem cells, DNMT3A mutation, TET2 mutation, clonal expansion, inflammation, aging, myeloid maturation, non-cell-autonomous effects, single-cell multi-omics
MeSH terms
Clonal Hematopoiesis, DNA Methyltransferase 3A, Aging, DNA (Cytosine-5-)-Methyltransferases, DNA-Binding Proteins, Hematopoiesis, Hematopoietic Stem Cells, Humans, Inflammation, Mutation, Proto-Oncogene Proteins, Dioxygenases

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