Identification of a Gene Expression Signature Characterizing Clonal Fitness and Dominance in Vivo in a Murine Model of MLL-AF9 Leukemia

Rationale: Human malignancies are often composed of multiple, related clones that arise through a process of branching Darwinian evolution. In acute myeloid leukemia (AML), high-throughput DNA sequencing identifies clonal heterogeneity at the mutational level, but the downstream molecular pathways d...

Full description

Saved in:
Bibliographic Details
Published inBlood Vol. 124; no. 21; p. 2383
Main Authors Mercier, Francois, Shi, Jiantao, Sykes, David, Kfoury, Youmna Sami, Yusuf, Rushdia Z., Miller, Elizabeth, Vasic, Radovan, Zhu, Alex, Michor, Franziska, Hide, Winston, Scadden, David T.
Format Journal Article
LanguageEnglish
Published Elsevier Inc 06.12.2014
Online AccessGet full text

Cover

Loading…
Abstract Rationale: Human malignancies are often composed of multiple, related clones that arise through a process of branching Darwinian evolution. In acute myeloid leukemia (AML), high-throughput DNA sequencing identifies clonal heterogeneity at the mutational level, but the downstream molecular pathways driving clonal fitness, and their impact on response to therapy are still poorly understood. We report on the development of a novel experimental tool that allows prospective tracking of clonal evolution at the functional level. Using a combination of murine models of AML and fluorescent protein labeling, we can measure clonal evolution in real time, serially isolate live clones competing in the same environment for phenotypic characterization, and correlate these findings with mutational, epigenetic and gene expression profiling. Methods: A clonal pre-leukemic cell line, derived from a murine granulocyte-macrophage progenitor infected with a retrovirus enforcing expression of the MLL-AF9 fusion protein, was labeled with a pool of lentiviruses driving the expression of multiple fluorescent proteins (FPs). From this cell line, fluorescently distinguishable sub-clones were selected and expanded. This pool of clones was transplanted in multiple recipients. Disease competition and evolution was tracked prospectively in primary recipients through repeated sampling of blood and bone marrow. Secondary leukemic cell lines were established from individual clones harvested at serial time points during growth in vivo. In order to study the cell-intrinsic characteristics acquired following exposure to the bone marrow microenvironment, these secondary cell lines were transplanted into additional recipients to measure engraftment potential, growth rate, cell cycle and apoptosis, gene expression profile and acquisition of secondary mutations. Results: By transplanting in competition multiple pre-leukemic clones in a cohort of primary recipients, we observed emergence of dominant clones during the development of AML. By sampling “winner” clones at different time points, we could observe the gradual acquisition of a cell-intrinsic growth advantage that was preserved in secondary transplantation, whereas control “loser” clones grew at a significantly lower rate. Functional characterization of the winner clones demonstrated a higher engraftment rate in vivo, whereas the self-renewal potential and growth rate in vitro was similar among winner and loser clones. By comparing the gene expression profile of leukemic stem cells isolated from various clones, we observed that the most aggressive clones share a common signature characterized by activation of multiple metabolic pathways, such as steroid biosynthesis and response to oxidative stress. Since these pathways are not activated in the less aggressive clones, we hypothesize that secondary genetic events that promote growth spontaneously occured in vivo. Functional validation of these pathways is underway and, in parallel, constitutes the basis of ongoing pooled genetic perturbation screens to identify novel therapeutic targets that impede malignant cell growth. No relevant conflicts of interest to declare.
AbstractList Rationale: Human malignancies are often composed of multiple, related clones that arise through a process of branching Darwinian evolution. In acute myeloid leukemia (AML), high-throughput DNA sequencing identifies clonal heterogeneity at the mutational level, but the downstream molecular pathways driving clonal fitness, and their impact on response to therapy are still poorly understood. We report on the development of a novel experimental tool that allows prospective tracking of clonal evolution at the functional level. Using a combination of murine models of AML and fluorescent protein labeling, we can measure clonal evolution in real time, serially isolate live clones competing in the same environment for phenotypic characterization, and correlate these findings with mutational, epigenetic and gene expression profiling. Methods: A clonal pre-leukemic cell line, derived from a murine granulocyte-macrophage progenitor infected with a retrovirus enforcing expression of the MLL-AF9 fusion protein, was labeled with a pool of lentiviruses driving the expression of multiple fluorescent proteins (FPs). From this cell line, fluorescently distinguishable sub-clones were selected and expanded. This pool of clones was transplanted in multiple recipients. Disease competition and evolution was tracked prospectively in primary recipients through repeated sampling of blood and bone marrow. Secondary leukemic cell lines were established from individual clones harvested at serial time points during growth in vivo. In order to study the cell-intrinsic characteristics acquired following exposure to the bone marrow microenvironment, these secondary cell lines were transplanted into additional recipients to measure engraftment potential, growth rate, cell cycle and apoptosis, gene expression profile and acquisition of secondary mutations. Results: By transplanting in competition multiple pre-leukemic clones in a cohort of primary recipients, we observed emergence of dominant clones during the development of AML. By sampling “winner” clones at different time points, we could observe the gradual acquisition of a cell-intrinsic growth advantage that was preserved in secondary transplantation, whereas control “loser” clones grew at a significantly lower rate. Functional characterization of the winner clones demonstrated a higher engraftment rate in vivo, whereas the self-renewal potential and growth rate in vitro was similar among winner and loser clones. By comparing the gene expression profile of leukemic stem cells isolated from various clones, we observed that the most aggressive clones share a common signature characterized by activation of multiple metabolic pathways, such as steroid biosynthesis and response to oxidative stress. Since these pathways are not activated in the less aggressive clones, we hypothesize that secondary genetic events that promote growth spontaneously occured in vivo. Functional validation of these pathways is underway and, in parallel, constitutes the basis of ongoing pooled genetic perturbation screens to identify novel therapeutic targets that impede malignant cell growth.
Rationale: Human malignancies are often composed of multiple, related clones that arise through a process of branching Darwinian evolution. In acute myeloid leukemia (AML), high-throughput DNA sequencing identifies clonal heterogeneity at the mutational level, but the downstream molecular pathways driving clonal fitness, and their impact on response to therapy are still poorly understood. We report on the development of a novel experimental tool that allows prospective tracking of clonal evolution at the functional level. Using a combination of murine models of AML and fluorescent protein labeling, we can measure clonal evolution in real time, serially isolate live clones competing in the same environment for phenotypic characterization, and correlate these findings with mutational, epigenetic and gene expression profiling. Methods: A clonal pre-leukemic cell line, derived from a murine granulocyte-macrophage progenitor infected with a retrovirus enforcing expression of the MLL-AF9 fusion protein, was labeled with a pool of lentiviruses driving the expression of multiple fluorescent proteins (FPs). From this cell line, fluorescently distinguishable sub-clones were selected and expanded. This pool of clones was transplanted in multiple recipients. Disease competition and evolution was tracked prospectively in primary recipients through repeated sampling of blood and bone marrow. Secondary leukemic cell lines were established from individual clones harvested at serial time points during growth in vivo. In order to study the cell-intrinsic characteristics acquired following exposure to the bone marrow microenvironment, these secondary cell lines were transplanted into additional recipients to measure engraftment potential, growth rate, cell cycle and apoptosis, gene expression profile and acquisition of secondary mutations. Results: By transplanting in competition multiple pre-leukemic clones in a cohort of primary recipients, we observed emergence of dominant clones during the development of AML. By sampling “winner” clones at different time points, we could observe the gradual acquisition of a cell-intrinsic growth advantage that was preserved in secondary transplantation, whereas control “loser” clones grew at a significantly lower rate. Functional characterization of the winner clones demonstrated a higher engraftment rate in vivo, whereas the self-renewal potential and growth rate in vitro was similar among winner and loser clones. By comparing the gene expression profile of leukemic stem cells isolated from various clones, we observed that the most aggressive clones share a common signature characterized by activation of multiple metabolic pathways, such as steroid biosynthesis and response to oxidative stress. Since these pathways are not activated in the less aggressive clones, we hypothesize that secondary genetic events that promote growth spontaneously occured in vivo. Functional validation of these pathways is underway and, in parallel, constitutes the basis of ongoing pooled genetic perturbation screens to identify novel therapeutic targets that impede malignant cell growth. No relevant conflicts of interest to declare.
Author Zhu, Alex
Mercier, Francois
Yusuf, Rushdia Z.
Scadden, David T.
Shi, Jiantao
Kfoury, Youmna Sami
Michor, Franziska
Miller, Elizabeth
Vasic, Radovan
Hide, Winston
Sykes, David
Author_xml – sequence: 1
  givenname: Francois
  surname: Mercier
  fullname: Mercier, Francois
  organization: Massachusetts General Hospital, Boston, MA
– sequence: 2
  givenname: Jiantao
  surname: Shi
  fullname: Shi, Jiantao
  organization: Harvard School of Public Health, Boston, MA
– sequence: 3
  givenname: David
  surname: Sykes
  fullname: Sykes, David
  organization: Massachusetts General Hospital, Boston, MA
– sequence: 4
  givenname: Youmna Sami
  surname: Kfoury
  fullname: Kfoury, Youmna Sami
  organization: Massachusetts General Hospital, Boston, MA
– sequence: 5
  givenname: Rushdia Z.
  surname: Yusuf
  fullname: Yusuf, Rushdia Z.
  organization: Massachusetts General Hospital, Boston, MA
– sequence: 6
  givenname: Elizabeth
  surname: Miller
  fullname: Miller, Elizabeth
  organization: Harvard University, Boston, MA
– sequence: 7
  givenname: Radovan
  surname: Vasic
  fullname: Vasic, Radovan
  organization: Yale University, New Haven, CT
– sequence: 8
  givenname: Alex
  surname: Zhu
  fullname: Zhu, Alex
  organization: Massachusetts General Hospital, Boston, MA
– sequence: 9
  givenname: Franziska
  surname: Michor
  fullname: Michor, Franziska
  organization: Dana-Farber Cancer Institute, Boston, MA
– sequence: 10
  givenname: Winston
  surname: Hide
  fullname: Hide, Winston
  organization: Harvard Stem Cell Institute, Cambridge, MA
– sequence: 11
  givenname: David T.
  surname: Scadden
  fullname: Scadden, David T.
  organization: Massachusetts General Hospital, Boston, MA
BookMark eNqFkE1OwzAQhS0EEuXnDPgCCbbjJO2yChQqpWIBdGs59rgMpHblpAi4ANcmKezZzJNG897MfGfk2AcPhFxxlnI-FddNG4JN11zIVPBUZNPsUI7IhOdimjAm2DGZMMaKRM5KfkrOuu6VMS4zkU_I99KC79Gh0T0GT4Ojmt6BB3r7sYvQdWPzETde9_sItHrRUZseIn6h39CqDV63dIG9H0ap9pbehC167Q1Q9HSN72FUTVf7iEPoKlhoxyWruk7mixmtYf8GW9QX5MTptoPLPz0nz4vbp-o-qR_ultW8TgxnRZYIoVlWykKCFdIUupmactYYYxxrwBWSlbp0Nmd5I6zjTS6Bc5CcNbYQueYuOyflb66JoesiOLWLuNXxU3GmRp7qwFONPJXgakR5KINz_uuE4bx3hKg6gzA8ajGC6ZUN-G_GDzMZg2w
ContentType Journal Article
Copyright 2014 American Society of Hematology
Copyright_xml – notice: 2014 American Society of Hematology
DBID 6I.
AAFTH
AAYXX
CITATION
DOI 10.1182/blood.V124.21.2383.2383
DatabaseName ScienceDirect Open Access Titles
Elsevier:ScienceDirect:Open Access
CrossRef
DatabaseTitle CrossRef
DatabaseTitleList CrossRef

DeliveryMethod fulltext_linktorsrc
Discipline Medicine
Chemistry
Biology
Anatomy & Physiology
EISSN 1528-0020
EndPage 2383
ExternalDocumentID 10_1182_blood_V124_21_2383_2383
S0006497119713093
GroupedDBID ---
-~X
.55
1CY
23N
2WC
34G
39C
4.4
53G
5GY
5RE
5VS
6I.
6J9
AAEDW
AAFTH
AAXUO
ABOCM
ABVKL
ACGFO
ADBBV
AENEX
AFOSN
AHPSJ
ALMA_UNASSIGNED_HOLDINGS
BAWUL
BTFSW
CS3
DIK
DU5
E3Z
EBS
EJD
EX3
F5P
FDB
FRP
GS5
GX1
IH2
K-O
KQ8
L7B
LSO
MJL
N9A
OK1
P2P
R.V
RHF
RHI
ROL
SJN
THE
TR2
TWZ
W2D
W8F
WH7
WOQ
WOW
X7M
YHG
YKV
ZA5
0R~
AALRI
AAYXX
ACVFH
ADCNI
ADVLN
AEUPX
AFPUW
AGCQF
AIGII
AITUG
AKBMS
AKRWK
AKYEP
AMRAJ
CITATION
H13
ID FETCH-LOGICAL-c1063-22a037464ed24c6ab8c79bcccf0bef6407a7fd505b2df1b54e11e410bd625a1f3
ISSN 0006-4971
IngestDate Tue Jul 01 00:15:30 EDT 2025
Fri Feb 23 02:43:43 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 21
Language English
License This article is made available under the Elsevier license.
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c1063-22a037464ed24c6ab8c79bcccf0bef6407a7fd505b2df1b54e11e410bd625a1f3
OpenAccessLink https://dx.doi.org/10.1182/blood.V124.21.2383.2383
PageCount 1
ParticipantIDs crossref_primary_10_1182_blood_V124_21_2383_2383
elsevier_sciencedirect_doi_10_1182_blood_V124_21_2383_2383
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2014-12-06
PublicationDateYYYYMMDD 2014-12-06
PublicationDate_xml – month: 12
  year: 2014
  text: 2014-12-06
  day: 06
PublicationDecade 2010
PublicationTitle Blood
PublicationYear 2014
Publisher Elsevier Inc
Publisher_xml – name: Elsevier Inc
SSID ssj0014325
Score 2.1295056
Snippet Rationale: Human malignancies are often composed of multiple, related clones that arise through a process of branching Darwinian evolution. In acute myeloid...
SourceID crossref
elsevier
SourceType Index Database
Publisher
StartPage 2383
Title Identification of a Gene Expression Signature Characterizing Clonal Fitness and Dominance in Vivo in a Murine Model of MLL-AF9 Leukemia
URI https://dx.doi.org/10.1182/blood.V124.21.2383.2383
Volume 124
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1bb9MwFLbKEJcXBB2IcZMfEC9VSuykacNbmaim0SKhbtPeIjtxULS1maYUafsD_Bj-JOccO0kjhrg91Emjxm57vhx_9rkx9jqTYRb7k9CLTRR7YZDFnhqL2IPlUKxELkNt0KK7-BQdHIeHp6PTXu_7ltfSptLD9PrGuJJ_kSpcA7lilOxfSLbpFC7AOcgXWpAwtH8kYxtlm7ttNxvqiHmkMYGx9W-Fh7f4YpN3kmXd5ma-JmP_OW0CzoqKtB25JJfkGJNSIpGT4muJRzVY4I68obJpxFwX87k3ncWDudmcmVWhOobhc1d9nqSI5ZwsJqiAR1k0DH5JxYQHh4DOSpXN1aszq7a2XO1hMshLZ-0H3bRaq8FSrYrt7QpBSRH9qN1Dq-NoOm6eOGlirTuLMuNUMebO9qXf0dU24NqB0sZW16o3sBVx3DRev_15iphgylkKCxieQH9DKYb44WHbQSf_9pJoG3w3AS-0G99ityWsSbBcxsfPrckqDKQtl-F-inMmhOHe_mKwm6nQFr05esgeuHUJn1qQPWI9s-6z3SlAp1xd8TecPIXJBNNnd97XZ_f263qBfXZ34dw0dtm3LjB5mXPFEZi8BSZvgMm7wOQWmNwBkwMweQNMXqw5AhOPiltgcgImDuKAyWtgPmbHsw9H-weeq_jhpQK4sielwnxIUWhAh6SR0pN0HOs0TXNfmxxtzmqcZ0DatcxyoUehEcKEwtcZLONBtQRP2M66XJunjMegmzJhUq2yCXAuX-ksDqKRHCt_pHyR7jG__vOTC5vYJaEF8UQmJK8E5ZVIkaCoqNlj72ohJY6fWt6ZALZ-d_Oz_7n5ObvfPksv2E51uTEvgQxX-hWB8AdfzrIB
linkProvider Colorado Alliance of Research Libraries
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Identification+of+a+Gene+Expression+Signature+Characterizing+Clonal+Fitness+and+Dominance+in+Vivo+in+a+Murine+Model+of+MLL-AF9+Leukemia&rft.jtitle=Blood&rft.au=Mercier%2C+Francois&rft.au=Shi%2C+Jiantao&rft.au=Sykes%2C+David&rft.au=Kfoury%2C+Youmna+Sami&rft.date=2014-12-06&rft.pub=Elsevier+Inc&rft.issn=0006-4971&rft.eissn=1528-0020&rft.volume=124&rft.issue=21&rft.spage=2383&rft.epage=2383&rft_id=info:doi/10.1182%2Fblood.V124.21.2383.2383&rft.externalDocID=S0006497119713093
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0006-4971&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0006-4971&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0006-4971&client=summon