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Personalized Medicine : Genetic
Testing and the Implications forfuture therapiesDr. Mohammad Omar Hussaini, MD
Assistant Member, Moffitt Cancer Center
Assistant Professor, University of South Florida
Hematopathology and Molecular Pathology
The body is made of many different types of
cells.
n itrogenous b ases:
- adenine
c:r: thym ine
...guanine
cytosinek,,....._
sugar
phosphate
b ackbone
(a)
base
pair
major
groove
m inor
groove
3' 5 '
5 ' 3 '
(b) (c)
The DNA code consists of 4 letters
• A= adenine
• T= thymine
• C = cytosine
• G= guanine
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Basics
• DNA contains 3 Gb (1 bp= 1 byte)
• 1% represents coding regions
• 25,000-30,000 genes
• Contain introns and exons
• Why sequence DNA?
• Central dogma of biology
Koboldt. Cell. 2013 Sep 26;155(1):27-38.
• DNA is the way that the cell stores information
• Provides the blueprint to make amino acids
• Amino acids come together to make proteins
• Proteins are important for the structure of cells, function of cells, and
regulation of cells
• If everything is working fine, the DNA contains all the information for
the cell to work normally
• However, if the something goes wrong in the DNA, then somethingcan go wrong in the cells and this results in disease
• Have to keep in mind that the whole story does not lie in the genome
only.
• Changes can be genetic (in genes) or
• Epigenetic
• Leave the gene sequence untouched
• Alters the gene activity (for example by methylation, acetylation, phosphorylation, ubiquitylation, chromatin modification and sumolyation)
• The changes can be inherited by daughter cells
• Can be influence by environment to turn on and off genes
Weinhold. Environ Health Perspect. 2006 Mar; 114(3):A160–A167.
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• Not every change in DNA is bad
• Gene mutations can either:
• Germline
• Acquired (somatic)
• As we age we accumulate mutations (or changes in the DNA code)
• Some of these can be deleterious (pathogenic) and some not (benign)
• By sequencing DNA we can find pathogenic mutations in BMF
syndromes.
Cell. 2012 Jul 20; 150(2): 264–278
T
sp
•
he wrong mutation in the wrong cell c
ell trouble.
an
Cell. 2012 Jul 20; 150(2): 264–278
Bone marrow failure syndromes
• BMF are thought to be due to DNA mutation in stem cells
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Domen et al. Bone Marrow (Hematopoietic) Stem Cells. stemcells.nih.gov/
The idea is that if we had some way to look at the DNA, we could get very useful information about
disease.
http://www.fidelitysystems.com/Unlinked_DNA.html
What type of information could we get from
DNA?
• Diagnostic (BRAF V600E mutation in hairy cell leukemia)
• Prognostic (TP53 mutations in MDS)
• Therapeutics
• Mutations that can be targeted (FLT3 ITD and midastaurin)
• Pathways that can be targeted
• Mutations that can make one resistant to certain therapies (ABL1 kinase domain mutation in imatinib)
• Markers that we can follow for minimal residual disease
Yang and Press. The Hematologist. May-June 2016, Volume 13,Issue 3
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A Modee of Clonal Ex1>1tnsion and Clonal Evoeution from N ounal Hematopoeis is toMyelod'ys,plasia a n d Myelo id Leuke'm ia
MDS
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The diagnostic piece is particularly relevant in
BMF syndromesAcronym Condition Description/Definition
ARCH Aging related clonal hematopoiesis Describes the presence of detectable, benign clonal
hematopoiesis (defined by the presence of somatic mutations
in the blood or bone marrow) whose incidence increases with
age. No formal definition involving clonal abundance or types
of mutations. No clinical significance is implied.
CHIP Clonal hematopoiesis of indeterminate potential Defined by somatic mutations of myeloid malignancy-
associated genes in the blood or bone marrow present
at2% variant allele frequency in individuals without a
diagnosed hematologic disorder.
CHOP Clonal hematopoiesis of oncogenic potential Describes clonal hematopoiesis in a clinical context where it is
associated with a significant likelihood of progressing to a
frank malignancy.
IDUS Idiopathic dysplasia of undetermined significance Individuals with unexplained morphologic dysplasia of blood
cells who are not cytopenic. Can occur with or without clonal
hematopoiesis.
ICUS Idiopathic cytopenia of undetermined significance Patients with one or more unexplained cytopenias who do not
meet diagnostic criteria for myelodysplastic syndrome or
another hematologic disorder. Can occur with or without
clonal hematopoiesis although often used to refer to
cytopenias without evidence of clonal hematopoiesis.
CCUS Clonal cytopenia of undetermined significance Patients with one or more unexplained cytopenias who do not
meet diagnostic criteria for myelodysplastic syndrome or
another hematologic disorder, but who have somatic
mutations of myeloid malignancy-associated genes in the
blood or bone marrow present at2% variant allele frequency.
Can be considered as the intersection between CHIP and ICUS.
• So, if we are able to detect a mutation that is present in a group of
cells we now have evidence of clonal hematopoeisis.
• Cancer is a clonal disease- a cell of origin undergoes unrestrictedgrowth and replication.
• We now know that all clones are not cancer
• For example:
• All dogs are four legged animals but that does not mean that all four leggedanimals are dogs
What is in a name- implications beyond
diagnosis
Bejar. Leukemia (2017) 31, 1869–1871
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Bejar. Haematologica. 2014 Jun; 99(6): 956–964.Haematologica. 2014 Jun; 99(6): 956–964.
Because of the prognostic implications, genemutations are integrated into professionalguidelines
There are several different type of genetics
tests
• Cytogenetics testing- looking at whole chromosome
• Biochemical testing- looking at protein (quantity or quality)
• Even if there is a change at DNA level we want to make sure that it is making a difference at protein level
• Molecular genetic testing
• Can look at single gene
• Panel testing
• Whole exome
• Whole genome
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Cytogenetics
• 1956- Tjio and Levan demonstrated we have 46 chromosomes • 1969- chromosome banding was discovered
• These involved staining protocols that were able to producereproducible patterns of dark and light bands along the length of a chromosome
Nature Reviews Genetics 3, 769-778 (October 2002)
• Several days of cell culture
• Chromosomes are fixed
• Chromosomes are spread on microscope slides
• Chromosomes are stained.
• Distinct bands of each chromosome revealed by staining allow foranalysis of chromosomal structure.
GeneticAlliance; The New York-Mid-Atlantic Consortium
for Genetic and Newborn Screening Services.
Washington (DC): GeneticAlliance; 2009 Jul 8. https://ghr.nlm.nih.gov/chromosome
Allowed scientists to1. identify chromosomes2. Detect subtle deletions3. Inversions4. Insertions5. Translocations6. Fragile sites7. More complex rearrangements
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FISH
O'Connor, C. (2008) Fluorescence in situ hybridization(FISH). Nature Education 1(1):171
Rafael Bejar
Haematologica June 2014 99: 956-964
Advantages
Provides global information in a single assay
Includes primary and secondary anomalies
Knowledge of anticipated anomaly or histological diagnosis not necessary
Variants undetectable by interphase FISH or RT-PCR may be uncovered
Diagnostically useful
Sensitive and specific
Can be performed on fine-needle aspirates
Provides direction for molecular studies of pathogenetically important genes
Limitations
Requires fresh tissue
Although direct preparations can be performed, cell culture is typically required (1–10 days)
May encounter complex karyotypes with suboptimal morphology
Submicroscopic or cryptic rearrangements may result in a false-negative result
Normal karyotypes may be observed following therapy-induced tumor necrosis or overgrowth of normal
supporting stromal cells
Difficulties encountered with bone tumors include low cell density and the release of cells from bone matrix
Advantages and limitations of conventional cytogenetic analysis
FISH, fluorescence in situ hybridization; RT-PCR, reverse transcription-polymerase chain reaction
Bridges.J Orthop Sci. 2008 May; 13(3): 273–282.
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Biochemical Testing
• There can be a lot of mutations in a particular gene
• May not be cost effective, feasible, or reliable to detect all mutations
that may damage the protein
• We can measure the amount of protein or inability of protein tofunction
• Infer that there must be a mutation underlying that aberration
• Protein is derived from various tissue sample types
• For example:• Blood• Urine• Amniotic fluid
• Cerebrospinal fluid.
• Various methods can then be employed to analyze the protein function or amount:• high performance liquid chromatography (HPLC)• gas chromatography/mass spectrometry (GC/MS)• tandem mass spectrometry (MS/MS)
• Bioassays are functional and can employ flourometric, radioisotopic, or thin-layer chromatography methodologies.
GeneticAlliance; The New York-Mid-Atlantic Consortium
for Genetic and Newborn Screening Services.
Washington (DC): GeneticAlliance; 2009 Jul 8.
Genetic Molecular Testing
• Direct analysis of DNA
• Can be performed on almost any tissue
• Require very low amount of input DNA
• Actually can read DNA sequence
Polymerase chain reaction-based assays (PCR)
• Denaturation
• Annealing
• Elongation
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Sanger sequencing
• Developed in 1977
• Heat to denature and form ssDNA
• Primer anneals to template strand
• DNA polymerase, template, dNTP, and ddNTP are added
• ddNTP are irreversible chain terminators
• Different size fragments can be separate by PAG eletrophoresis or CE
Comparative genomic hybridization (CGH) DNA microarray analysis
Wiestner, et al. Blood 2003 101:4944-4951
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What is Next Generation Sequencing (NGS)?
• Post-Sanger sequencing technologies are referred to as NGS
• They share the following characteristics
• High throughput
• Massively parallel sequencing
• Lower Cost
Stronger
ER Mardis. Nature 470, 198-203 (2011) doi:10.1038/nature09796
Cheaper
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Welch. Genomics of AML: Clinical Applications of Next-Generation
Sequencing. ASH. 2011.
--
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Many Faces of NGS
Direct-read Sequencing by TEM
Semiconductor-based pH
sequencing
Sequencing-by-hybridization
Technology Amplification Read length Throughput Sequence by synthesis
Currently available
Roche/GS-FLX Titanium Emulsion PCR 400–600 bp 500 Mbp/run Pyrosequencing
Illumina/HiSeq 2000, HiScan Bridge PCR (Cluster PCR) 2 × 100 bp 200 Gbp/run Reversible terminators
ABI/SOLiD 5500xl Emulsion PCR 50–100 bp >100 Gbp/run Sequencing-by-ligation (octamers)
Polonator/G.007 Emulsion PCR 26 bp 8–10 Gbp/run Sequencing-by-ligation (monomers)
Helicos/Heliscope No 35 (25–55) bp 21–37 Gbp/run True single-molecule sequencing
(tSMS)
In development
Pacific BioSciences/RS No 1000 bp N/A Single-molecule real time (SMRT)
Visigen Biotechnologies No >100 Kbp N/A Base-specific FRET
U.S. Genomics No N/A N/A Single-molecule mapping
Genovoxx No N/A N/A Single-molecule sequencing by
synthesis
Oxford Nanopore Technologies No 35 bp N/A Nanopores/exonuclease-coupled
NABsys No N/A N/A Nanopores
Electronic BioSciences No N/A N/A Nanopores
BioNanomatrix/nanoAnalyzer No 400 Kbp N/A Nanochannel arrays
GE Global Research No N/A N/A Closed Complex/nanoparticle
IBM No N/A N/A Nanopores
LingVitae No N/A N/A Nanopores
Complete Genomics No 70 bp N/A DNA nanoball arrays
base4innovation No N/A N/A Nanostructure arrays
CrackerBio No N/A N/A Nanowells
Reveo No N/A N/A Nano-knife edge
Intelligent BioSystems No N/A N/A Electronics
LightSpeed Genomics No N/A N/A Direct-read Sequencing by EM
Halcyon Molecular No N/A N/A Direct-read Sequencing by EM
ZS Genetics No N/A N/A
Ion Torrent/PostLight No N/A N/A
Genizon BioSciences/CGA No N/A N/A
How NGS works:
• Library Preparation
• Massively Parallel Sequencing
• Sequence
• Image
• Alignment
• Variant Calling
• Annotation
Jason M. Rizzo, and Michael J. Buck Cancer Prev Res 2012;5:887-900
©2012 by American Association for Cancer Research
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Spencer, et al. The Journal of Molecular Diagnostics, Vol. 15, No. 1, January 2013
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©2012 by American Association for Cancer Research
Jason M. Rizzo, and Michael J. Buck Cancer Prev Res2012;5:887-900
METHODOLOGY
Experimental Methodology: This test uses targeted next-generation sequencing to analyze coding regions of the most inclusive annotated RefSeq transcript for
each of the targeted genes. TruSeq Custom Amplicon assay was conducted for resequencing of enriched targeted regions. Sequenc ing of enriched libraries was
performed in multiplex on the Illumina MiSeq with paired-end, 150 base-pair configuration.
Informatics Methodology: There are four informatics tools used and relevant parameters used for each tool are detailed as follows:
1. Novoalign
Version 3.02.00
Parameters: --r none --softclip 9999 -l 30 -e 100 -i 230 140 -t 254 --amplicons <amplicon file> -H
2. samtools
Version 0.1.19
Parameters: -B -d 1000000
3. Varscan
Version 2.3.6
Parameters: --min-freq 0.01 -strand-filter 0 --min-avg-qual 0
4. Freebayes
Version 0.9.7
Parameters: --use-duplicate-reads --min-alternate-count 10 --min-alternate-fraction 0.03 --min-coverage 10 --min-base-quality 20 --min-mapping-quality 30 --min-
supporting-quality 30,20 --min-alternate-qsum 40
Novoalign is an alignment tool. Samtools provides an input for Varscan. Varscan is a variant caller used to identify SNVs. Freebayes is a variant caller used to
identify insertions and deletions.
For single base-pair substitutions, an evaluation of this gene panel found a sensitivity of 99.32% for variant allele frequencies of 10-20% and a sensitivity of
100% for variant allele frequencies >20%. Specificity and positive predictive value were found to be 100% for substitutions with a variant allele frequency >10%.
Cutoff criteria were set such that a minimum variant allele frequency of 10% and a depth of 1000x were required to call single nucleotide variants.
For insertions and deletions, an evaluation of this gene panel identified 24 of 24 insertions and deletions with a variant allele frequency > 10%
Cutoff criteria were set such that a minimum variant allele frequency of 10% and a depth of 1000x were required to call insertions and deletions.
Note that it is possible that pathogenic variants may not be reported by one or more of the tools because of the parameters used. However, tool parameters were
optimized to maximize specificity and sensitivity.
Now that we know how to look; what do we
look for?Germline mutation testing
Dohner et al. Blood 2016 :blood-2016-08-733196
WHO classification
Classification*
Myeloid neoplasms with germ line predisposition without a preexisting disorder or organ dysfunction
AML with germ line CEBPA mutation
Myeloid neoplasms with germ line DDX41 mutation†
Myeloid neoplasms with germ line predisposition and preexisting platelet disorders
Myeloid neoplasms with germ line RUNX1 mutation†
Myeloid neoplasms with germ line ANKRD26 mutation†
Myeloid neoplasms with germ line ETV6 mutation†
Myeloid neoplasms with germ line predisposition and other organ dysfunction
Myeloid neoplasms with germ line GATA2 mutation
Myeloid neoplasms associated with bone marrow failure syndromes
Juvenile myelomonocytic leukemia associated with neurofibromatosis, Noonan syndrome, or Noonan syndrome-like disorders
Myeloid neoplasms associated with Noonan syndrome
Myeloid neoplasms associated with Down syndrome†
Guide for molecular genetic diagnostics‡
Myelodysplastic predisposition/acute leukemia predisposition syndromes
CEBPA, DDX41, RUNX1, ANKRD26, ETV6, GATA2, SRP72, 14q32.2 genomic duplication (ATG2B/GSKIP)
Cancer predisposition syndromes§
Li Fraumeni syndrome (TP53)
Germ line BRCA1/BRCA2 mutations
Bone marrow failure syndromes
Dyskeratosis congenita (TERC, TERT)
Fanconi anemia
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Testing in AML 2017 ELN risk stratification by genetics
Risk category* Genetic abnormality
Favorable t(8;21)(q22;q22.1); RUNX1-RUNX1T1
inv(16)(p13.1q22) or t(16;16)(p13.1;q22); CBFB-
MYH11
Mutated NPM1 without FLT3-ITD or with FLT3-ITDlow†
Biallelic mutated CEBPA
Intermediate Mutated NPM1 and FLT3-ITDhigh†
Wild-type NPM1 without FLT3-ITD or with FLT3-
ITDlow† (without adverse-risk genetic lesions)
t(9;11)(p21.3;q23.3); MLLT3-KMT2A‡
Cytogenetic abnormalities not classified as favorable
or adverse
Adverse t(6;9)(p23;q34.1); DEK-NUP214
t(v;11q23.3); KMT2A rearranged
t(9;22)(q34.1;q11.2); BCR-ABL1
inv(3)(q21.3q26.2) or
t(3;3)(q21.3;q26.2); GATA2,MECOM(EVI1)
−5 or del(5q); −7; −17/abn(17p)
Complex karyotype,§ monosomal karyotype||
Wild-type NPM1 and FLT3-ITDhigh†
Mutated RUNX1¶
MDS
• 2017 NCCN guidelinesSpl ic ing factors
DNA methylat ion
H istone modif ication
Cohesin components
SF3B 1,SRSF2, U2AF1, ZRSR2
100
Transcription factors
Signal transduction
p53 pathway
TET2, DNMT3A, IDH1/2
ASXL 1,EZH2, BCOR, EP300
STAG2, RAD21, SMC1A, SMC3
RUNX1, ETV6, CUX1, GATA2
CBL, JAK2, NRAS, KRAS, MPL, NF1, PTPN11, KIT, FLT3
TP53, PPM1D
0 20 40 60
Mutation Frequency (%)
80
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I
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- Ua>)Cytopenias + + +
caCJ . .
·c: .... Dysplasia + +·- cQa)
( . )
LL BM b lasts < 5% < 5o/o up to 20% > 20%
Summary on Impact on prognosis
• As number of driver mutation increases, the prognosis gets worse
• Somatic mutations can predict patient outcomes
• Many studies showTP53, EZH2, ETV6, RUNX1, ASXL1, and SRSF2 mutations predict poor overall survival
• SF3B1 mutations are associated with better outcomes
• In univariate analysis
• Can predict OS independent of clinical prognostic scoring systems
• In multivariate analysis, contribution is small (due to close link
between mutations and clinical factors)
Kennedy and Ebert. Clinical Implications of Genetic
Mutations in Myelodysplastic Syndrome. JCO. 2017
Therapeutic Implications in MDS
• del(5q) MDS
• Treatment with lenolidamide cytogentic CR and lower transfusion reqs
• HMAs
• 50% show hematologic response
• TET2 mutated consistently show association with better response
• TP53, RUNX1, and ASXL1 mutated patients do worse with transplant so may need to look at other options
• DNMT3A inhibitors, Spliceosome inhibitor, IDH inhibitors etc. arepresent and identification of mutation can assist triage to clinical trial
Kennedy and Ebert. Clinical Implications of Genetic
Mutations in Myelodysplastic Syndrome. JCO. 2017
AA
• Can be acquired or somatic
• Acquired BMF syndromes:
• Fanconi anemia
• Shwachman-Diamond syndrome
• Dyskeratosis congenita
• Diamond-Blackfan anemia
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Dokal. Haematologica. 2010Aug; 95(8): 1236–1240.Dokal. Haematologica. 2010 Aug; 95(8): 1236–1240
N Engl J Med 2015; 373:35-47N Engl J Med 2015; 373:35-47
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PNH
National Center for Biotechnology Information (US).
Bethesda (MD): National Center for Biotechnology
Information (US); 1998-.
•Nature Reviews Disease Primers 3,
Article number: 17028 (2017)
•Nature Reviews Disease Primers 3, Article number: 17028
(2017)
Medical Genetics versus Direct to Consumer
Genetics
• Quality of the data
• Does it occur in a CAP/CLIA accredited environment
• Is it FDA approved
• What are the implications of the data?
• Interpretation
• Correlation is not causation
• Other factors (diet, environment, ethnicity, etc.) may influence expression
• Emotional toll- what if your adopted? What if you have only small risk for
cancer but think that you have it?
• May be hard to get some types of insurance
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What does medical genetic testing involve?
• Informed Consent
• Discussing the patient's role in the decision-making process
• Describing the clinical issue and suggested treatment;
• Discussing alternatives to the suggested treatment (including the option of no
treatment)
• Discussing risks and benefits of the suggested treatment (and comparing them to the risks and benefits of alternatives)
• Discussing related uncertainties
• Assessing the patient's understanding of the information provided
• Eliciting the patient's preference
Evidence Reports/Technology Assessments, No. 211.
Rockville (MD): Agency for Healthcare Research and
Quality (US); 2013 Mar.
Genetic Counseling
• Aimed to asssist in
• Assessing inherited cancer risk (family history)
• Seeing what testing may be needed
• Look for opportunities for risk reduction, early detection and/or targeted
treatment
• Insurance coverage
• Discussing ethical or potential emotional impact of results
Important because
• Genetics are not destiny
• No way to predict whether any given individual will develop cancer or not
• What to do with variants of unknown significance
• Our ability to detect aberration has outstripped our ability to determine what they mean
• Genetic testing is not cheap (1000-7000 USD)
• Help make a good decision about
• Whether to get tested or nor
• What test to get
• Determine what the test means
How common are hereditary disposition to
leukemia?• 11% of MDS/AML patients have two or more first-degree relatives
with acute leukemia, myelodysplastic syndrome, or aplastic anemia
• Approximately 8% of patients with myeloproliferative neoplasms havetwo or more affected family members
10/31/2017
21
Bannon et al. Hereditary predispositions to myelodysplastic syndrome. IJMS 2016.
Table 1. Familial myelodysplastic syndromes (MDS)/acute leukemia (AL) predisposition syndromes.
Syndrome Gene Inheritance Heme Malignancy Other Associated
Abnormalities
Reference
Familial platelet disorder
with propensity to myeloid
malignancies
RUNX1 AD MDS/AML/T-cell ALL Thrombocytopenia, bleeding
propensity, aspirin-like
platelet dysfunction
[3]
Thrombocytopenia 2 ANKRD26 AD MDS/AML Thrombocytopenia, bleeding
propensity
[4]
Familial AML with mutated
DDX41
DDX41 AD MDS/AML, CMML None [5]
Thrombocytopenia 5 ETV6 AD MDS/AML, CMML, B-cell ALL,
multiple myeloma
Aplastic anemia [6]
Familial MDS/AML with
mutated GATA2
GATA2 AD MDS/AML/CMML Neutropenia,
monocytopenia, MonoMAC
syndrome, Emberger
syndrome
[7]
Familial aplastic anemia with
SRP72 mutation
SRP72 AD MDS Aplastic anemia [8]
Familial AML with mutated
CEBPA
CEBPA AD AML None [9]
Fanconi anemia Complementation Groups AR, X-linked MDS, AML Pancytopenia, macrocytic
anemia, congenital
malformations
[10]
Telomeropathies
(dyskeratosis congenita)
TERC, TERT, others AD, AR MDS/AML Macrocytosis, aplastic
anemia, oral leukoplakia,
dysplastic nails, lacy skin rash
[11]
When would one start thinking that their
cancer is hereditary?
• Two or more first degree relatives with blood cancer
• Acute leukemia aggregating in close relatives
• Family history of SCC of H&N or anogenital
• If someone in family has multiple cancer or develops cancer at young
age (e.g., Li-Fraumeni)
• Have signs a susceptibility syndrome (abnormal nails, liver/lung
fibrosis, birth defects, etc.)
What to do if there one has a susceptibility
syndrome?
• Monitor CBC every 6 months
• May have to get skin biopsy, if find certain mutations in PBL to
determine if somatic or germline
• Baseline BMBx and then monitor esp. if new or worsening cytopenia
• If get dysplasia, can think about BMT
• Keep in mind that early detection does not always mean that there is
something to do if detect early
• Also if one does have a mutation, not much one can do to reduce risk other than observe closely.
Churpek JE et al, Leuk & Lymph 2012
What on the horizon?
• We do NGS on every new MDS and AML and sequential testing
• Cases with cytopenia of uncertain etiology will get NGS
• Cases with potential germline variant will get referred to genetic
counseling (referral guidelines are in place)
• Have developed various germline panels to assess for BMFsyndromes, familial MDS, familial AML