Computational Systems Biology Methods and Protocols.7z

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4.3 Genetic
Characteristics and
the Related NGS-Based
Genomic Technologies


Extensive efforts have been made to comprehensively understand
the genetic basis of leukemogenesis and treatment outcomes
through microarray-based profiling of gene expression as well as
DNA copy number alterations before 2010. Afterward, next-
generation sequencing (NGS) was firstly used to detect ALL in
2009 for sequence alterations and rearrangements to avoid the
disadvantages of microarrays [9, 153]. In the past 7–8 years of
studies to identify inherited and somatic genetic alterations in
ALL including sequencing of gene panels, WES, RNA-seq, and
WGS, hundreds of novel alterations and their interactions have
been revealed to achieve multiple ALL genomic landscapes
[69, 154–160]. Aims to obtain the insights of genomic profiling
of ALL are mainly:


  1. Identification of novel subtypes of ALL.

  2. Characterization of the interactions of genetic alterations in each
    ALL subtype.

  3. Identification of the genetic basis of clonal heterogeneity and
    the corresponding effects on treatment outcomes.

  4. Definition of the role of inherited genetic variants in ALL sus-
    ceptibility and drug response.

  5. Most importantly translation of these findings to improve diag-
    nostic, prognostic, and targeted treatment approaches [11].


Although multiple molecular subtypes have been described in
terms of the recurring gross chromosomal changes and chromo-
somal rearrangements, which are hallmarks of ALL, including mul-
tiple subtypes described above, the mechanism involved in their
role on leukemogenesis and treatment outcomes is poorly under-
stood. Firstly, some special subtypes with distinct clinical character-
istics have been submitted to whole genome profiling with WES,
RNA-seq, or even WGS. As an example, ETP T-ALL, a subtype of
T-ALL which has poor treatment outcomes, was submitted to be
comprehensively sequenced [159]. Genome profiling has shown
that ETP-ALL is a genetically heterogeneous disease, not only with
distinct gene expression profile but also lacking common chromo-
somal rearrangement [159]; however, recurrent gene mutations are
commonly observed in several pathways, including regulators of
hematopoietic development, RAS and cytokine receptor signaling
pathways, etc. [159], which are different with other T-ALL (e.g.,
tumor suppressor pathways including NOTCH [26], FBXW7
[161], and poorly understoodPHF6 in children [153, 162]).
Importantly, target therapy strategies (i.e., JAK inhibition and/or
chromatin-modifying agents) may be more effective for ETP-ALL
due to its involvement in JAK–STATand PRC2 pathways, and both
strategies have been proved to be effective in preclinical
models [163].

Insights of Acute Lymphoblastic Leukemia with Development of Genomic... 403
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