Mechanisms of blood homeostasis: lineage tracking and a neutral model of cell populations in rhesus macaques

被引:23
作者
Goyal, Sidhartha [1 ]
Kim, Sanggu [2 ]
Chen, Irvin S. Y. [2 ,3 ,4 ]
Chou, Tom [5 ]
机构
[1] Univ Toronto, Dept Phys, Toronto, ON, Canada
[2] Univ Calif Los Angeles, Dept Microbiol Immunol & Mol Genet, Los Angeles, CA USA
[3] Univ Calif Los Angeles, UCLA AIDS Inst, Los Angeles, CA USA
[4] Univ Calif Los Angeles, Dept Med, Los Angeles, CA 90024 USA
[5] Univ Calif Los Angeles, Dept Biomath, Los Angeles, CA 90095 USA
来源
BMC BIOLOGY | 2015年 / 13卷
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
Hematopoiesis; Stem cell clones; Lineage tracking; Mathematical modeling; HEMATOPOIETIC STEM-CELLS; CLONAL ANALYSIS; HIGH-THROUGHPUT; GENE-THERAPY; SELF-RENEWAL; HETEROGENEITY; DYNAMICS; NUMBER;
D O I
10.1186/s12915-015-0191-8
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: How a potentially diverse population of hematopoietic stem cells (HSCs) differentiates and proliferates to supply more than 1011 mature blood cells every day in humans remains a key biological question. We investigated this process by quantitatively analyzing the clonal structure of peripheral blood that is generated by a population of transplanted lentivirus-marked HSCs in myeloablated rhesus macaques. Each transplanted HSC generates a clonal lineage of cells in the peripheral blood that is then detected and quantified through deep sequencing of the viral vector integration sites (VIS) common within each lineage. This approach allowed us to observe, over a period of 4-12 years, hundreds of distinct clonal lineages. Results: While the distinct clone sizes varied by three orders of magnitude, we found that collectively, they form a steady-state clone size-distribution with a distinctive shape. Steady-state solutions of our model show that the predicted clone size-distribution is sensitive to only two combinations of parameters. By fitting the measured clone size-distributions to our mechanistic model, we estimate both the effective HSC differentiation rate and the number of active HSCs. Conclusions: Our concise mathematical model shows how slow HSC differentiation followed by fast progenitor growth can be responsible for the observed broad clone size-distribution. Although all cells are assumed to be statistically identical, analogous to a neutral theory for the different clone lineages, our mathematical approach captures the intrinsic variability in the times to HSC differentiation after transplantation.
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页数:14
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共 53 条
  • [1] Evidence that the number of hematopoietic stem cells per animal is conserved in mammals
    Abkowitz, JL
    Catlin, SN
    McCallie, MT
    Guttorp, P
    [J]. BLOOD, 2002, 100 (07) : 2665 - 2667
  • [2] Lentiviral Hematopoietic Stem Cell Gene Therapy in Patients with Wiskott-Aldrich Syndrome
    Aiuti, Alessandro
    Biasco, Luca
    Scaramuzza, Samantha
    Ferrua, Francesca
    Cicalese, Maria Pia
    Baricordi, Cristina
    Dionisio, Francesca
    Calabria, Andrea
    Giannelli, Stefania
    Castiello, Maria Carmina
    Bosticardo, Marita
    Evangelio, Costanza
    Assanelli, Andrea
    Casiraghi, Miriam
    Di Nunzio, Sara
    Callegaro, Luciano
    Benati, Claudia
    Rizzardi, Paolo
    Pellin, Danilo
    Di Serio, Clelia
    Schmidt, Manfred
    Von Kalle, Christof
    Gardner, Jason
    Mehta, Nalini
    Neduva, Victor
    Dow, David J.
    Galy, Anne
    Miniero, Roberto
    Finocchi, Andrea
    Metin, Ayse
    Banerjee, Pinaki P.
    Orange, Jordan S.
    Galimberti, Stefania
    Valsecchi, Maria Grazia
    Biffi, Alessandra
    Montini, Eugenio
    Villa, Anna
    Ciceri, Fabio
    Roncarolo, Maria Grazia
    Naldini, Luigi
    [J]. SCIENCE, 2013, 341 (6148) : 865 - U71
  • [3] Allen L.J., 2010, An Introduction to Stochastic Processes with Applications to Biology
  • [4] Exact solution of a two-type branching process: clone size distribution in cell division kinetics
    Antal, Tibor
    Krapivsky, P. L.
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2010,
  • [5] Oscillations in cyclical neutropenia:: new evidence based on mathematical modeling
    Bernard, S
    Bélair, J
    Mackey, MC
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2003, 223 (03) : 283 - 298
  • [6] Lentiviral Hematopoietic Stem Cell Gene Therapy Benefits Metachromatic Leukodystrophy
    Biffi, Alessandra
    Montini, Eugenio
    Lorioli, Laura
    Cesani, Martina
    Fumagalli, Francesca
    Plati, Tiziana
    Baldoli, Cristina
    Martino, Sabata
    Calabria, Andrea
    Canale, Sabrina
    Benedicenti, Fabrizio
    Vallanti, Giuliana
    Biasco, Luca
    Leo, Simone
    Kabbara, Nabil
    Zanetti, Gianluigi
    Rizzo, William B.
    Mehta, Nalini A. L.
    Cicalese, Maria Pia
    Casiraghi, Miriam
    Boelens, Jaap J.
    Del Carro, Ubaldo
    Dow, David J.
    Schmidt, Manfred
    Assanelli, Andrea
    Neduva, Victor
    Di Serio, Clelia
    Stupka, Elia
    Gardner, Jason
    von Kalle, Christof
    Bordignon, Claudio
    Ciceri, Fabio
    Rovelli, Attilio
    Roncarolo, Maria Grazia
    Aiuti, Alessandro
    Sessa, Maria
    Naldini, Luigi
    [J]. SCIENCE, 2013, 341 (6148) : 864 - U58
  • [7] Unravelling stem cell dynamics by lineage tracing
    Blanpain, Cedric
    Simons, Benjamin D.
    [J]. NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2013, 14 (08) : 489 - 502
  • [8] Hematopoietic Stem Cell Gene Therapy with a Lentiviral Vector in X-Linked Adrenoleukodystrophy
    Cartier, Nathalie
    Hacein-Bey-Abina, Salima
    Bartholomae, Cynthia C.
    Veres, Gabor
    Schmidt, Manfred
    Kutschera, Ina
    Vidaud, Michel
    Abel, Ulrich
    Dal-Cortivo, Liliane
    Caccavelli, Laure
    Mahlaoui, Nizar
    Kiermer, Veronique
    Mittelstaedt, Denice
    Bellesme, Celine
    Lahlou, Najiba
    Lefrere, Francois
    Blanche, Stephane
    Audit, Muriel
    Payen, Emmanuel
    Leboulch, Philippe
    l'Homme, Bruno
    Bougneres, Pierre
    Von Kalle, Christof
    Fischer, Alain
    Cavazzana-Calvo, Marina
    Aubourg, Patrick
    [J]. SCIENCE, 2009, 326 (5954) : 818 - 823
  • [9] The replication rate of human hematopoietic stem cells in vivo
    Catlin, Sandra N.
    Busque, Lambert
    Gale, Rosemary E.
    Guttorp, Peter
    Abkowitz, Janis L.
    [J]. BLOOD, 2011, 117 (17) : 4460 - 4466
  • [10] Transfusion independence and HMGA2 activation after gene therapy of human β-thalassaemia
    Cavazzana-Calvo, Marina
    Payen, Emmanuel
    Negre, Olivier
    Wang, Gary
    Hehir, Kathleen
    Fusil, Floriane
    Down, Julian
    Denaro, Maria
    Brady, Troy
    Westerman, Karen
    Cavallesco, Resy
    Gillet-Legrand, Beatrix
    Caccavelli, Laure
    Sgarra, Riccardo
    Maouche-Chretien, Leila
    Bernaudin, Francoise
    Girot, Robert
    Dorazio, Ronald
    Mulder, Geert-Jan
    Polack, Axel
    Bank, Arthur
    Soulier, Jean
    Larghero, Jerome
    Kabbara, Nabil
    Dalle, Bruno
    Gourmel, Bernard
    Socie, Gerard
    Chretien, Stany
    Cartier, Nathalie
    Aubourg, Patrick
    Fischer, Alain
    Cornetta, Kenneth
    Galacteros, Frederic
    Beuzard, Yves
    Gluckman, Eliane
    Bushman, Frederick
    Hacein-Bey-Abina, Salima
    Leboulch, Philippe
    [J]. NATURE, 2010, 467 (7313) : 318 - U94