Podcast
Questions and Answers
What percentage of variants detected during tumor sequencing is typically somatic?
What percentage of variants detected during tumor sequencing is typically somatic?
- 1/2000
- 1/1000 (correct)
- 1/100
- 1/500
What is the False Discovery Rate when the sensitivity for detecting variants is 99.9%?
What is the False Discovery Rate when the sensitivity for detecting variants is 99.9%?
- 35%
- 50% (correct)
- 25%
- 75%
Which type of read pairs are indicative of structural variation?
Which type of read pairs are indicative of structural variation?
- Discordant read pairs (correct)
- Concordant read pairs
- Reverse strand read pairs
- Forward strand read pairs
What is the primary purpose of the VCF file format in variant calling?
What is the primary purpose of the VCF file format in variant calling?
What portion of the human genome is transcribed into protein-coding mRNAs?
What portion of the human genome is transcribed into protein-coding mRNAs?
What are non-coding RNAs (ncRNAs) primarily characterized by?
What are non-coding RNAs (ncRNAs) primarily characterized by?
What is the approximate size of microRNAs (miRNAs)?
What is the approximate size of microRNAs (miRNAs)?
Which of the following tools is commonly used to manage or convert VCF files?
Which of the following tools is commonly used to manage or convert VCF files?
What is the primary function of tumor suppressor genes?
What is the primary function of tumor suppressor genes?
How do oncogenes contribute to cancer development?
How do oncogenes contribute to cancer development?
What does Knudson’s Two-Hit Hypothesis explain?
What does Knudson’s Two-Hit Hypothesis explain?
What is the output format of basecalling in DNA sequencing?
What is the output format of basecalling in DNA sequencing?
Why is reference mapping important in DNA sequencing?
Why is reference mapping important in DNA sequencing?
What percentage of the reference genome is derived from a single male from Buffalo, NY?
What percentage of the reference genome is derived from a single male from Buffalo, NY?
What is one challenge of reference mapping?
What is one challenge of reference mapping?
Which genomic alterations can be identified using variant calling algorithms?
Which genomic alterations can be identified using variant calling algorithms?
What primary role do PIWI-interacting RNAs (piRNAs) play in germline cells?
What primary role do PIWI-interacting RNAs (piRNAs) play in germline cells?
Which type of non-coding RNA is primarily involved in chromatin remodeling and gene expression control?
Which type of non-coding RNA is primarily involved in chromatin remodeling and gene expression control?
What is a potential therapeutic target of non-coding RNAs in cancer therapy?
What is a potential therapeutic target of non-coding RNAs in cancer therapy?
How do ncRNAs influence chemotherapy resistance mechanisms?
How do ncRNAs influence chemotherapy resistance mechanisms?
Which of the following ncRNAs is known to promote uncontrolled cell growth?
Which of the following ncRNAs is known to promote uncontrolled cell growth?
What is a significant characteristic of circular RNAs (circRNAs)?
What is a significant characteristic of circular RNAs (circRNAs)?
Which of the following non-coding RNAs can serve as biomarkers for cancer detection?
Which of the following non-coding RNAs can serve as biomarkers for cancer detection?
How do ncRNAs contribute to angiogenesis in cancer?
How do ncRNAs contribute to angiogenesis in cancer?
What is the impact of rare genetic variants associated with diseases?
What is the impact of rare genetic variants associated with diseases?
Which statement accurately describes common genetic variants identified in GWAS studies?
Which statement accurately describes common genetic variants identified in GWAS studies?
What is a significant limitation of GWAS studies?
What is a significant limitation of GWAS studies?
What types of mutations lead to cancer development?
What types of mutations lead to cancer development?
Which of the following is an example of a hereditary mutation that increases cancer risk?
Which of the following is an example of a hereditary mutation that increases cancer risk?
How does cancer genomics approach the study of cancer?
How does cancer genomics approach the study of cancer?
Why is there a missing heritability problem in genetic studies of diseases?
Why is there a missing heritability problem in genetic studies of diseases?
What is a critical focus for cancer genomics research?
What is a critical focus for cancer genomics research?
What is the first step in the development of colorectal cancer (CRC)?
What is the first step in the development of colorectal cancer (CRC)?
CIMP-high (CIMP-H) colorectal cancers are significantly associated with which of the following?
CIMP-high (CIMP-H) colorectal cancers are significantly associated with which of the following?
What is the role of TET genes in cancer?
What is the role of TET genes in cancer?
Which of the following is associated with an increase in genomic instability in cancer?
Which of the following is associated with an increase in genomic instability in cancer?
How does TET1 function as a tumor suppressor in colorectal cancer?
How does TET1 function as a tumor suppressor in colorectal cancer?
Which of the following statements regarding 5fC and 5caC is correct?
Which of the following statements regarding 5fC and 5caC is correct?
Which methylation phenotype is categorized by a significant number of colorectal cancers and is linked to specific mutations?
Which methylation phenotype is categorized by a significant number of colorectal cancers and is linked to specific mutations?
What is the primary effect of TET mutations in solid tumors?
What is the primary effect of TET mutations in solid tumors?
What role does miR-34a play in the regulation of p53 activity?
What role does miR-34a play in the regulation of p53 activity?
Which lncRNA is known to enhance p53 stability by suppressing MDM2 expression?
Which lncRNA is known to enhance p53 stability by suppressing MDM2 expression?
What is the function of Circ-FOXO3 in relation to p53?
What is the function of Circ-FOXO3 in relation to p53?
How does lncRNA HOTAIR contribute to cancer progression?
How does lncRNA HOTAIR contribute to cancer progression?
Which of the following lncRNAs is involved in suppressing p53-mediated apoptosis?
Which of the following lncRNAs is involved in suppressing p53-mediated apoptosis?
What effect does lncRNA EPIC1 have in cancer due to its interaction with MYC?
What effect does lncRNA EPIC1 have in cancer due to its interaction with MYC?
Which lncRNA is directly regulated by p53 and inhibits genes involved in cell proliferation?
Which lncRNA is directly regulated by p53 and inhibits genes involved in cell proliferation?
What mechanism does lncRNA HOTAIR use to induce epithelial-to-mesenchymal transition (EMT)?
What mechanism does lncRNA HOTAIR use to induce epithelial-to-mesenchymal transition (EMT)?
Flashcards
Rare variants
Rare variants
These mutations often confer a large effect on the development of a disease, but are rare in the population.
Common variants
Common variants
These variants are common in the population, but have a smaller effect on disease development.
Evolutionary forces
Evolutionary forces
The concept of genetic variants having different frequencies and effect sizes is molded by natural selection.
GWAS Studies
GWAS Studies
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Missing heritability
Missing heritability
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Cancer Genomics
Cancer Genomics
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Somatic Mutations
Somatic Mutations
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Cancer Susceptibility Genes
Cancer Susceptibility Genes
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Tumor Suppressor Genes
Tumor Suppressor Genes
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Oncogenes
Oncogenes
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Knudson's Two-Hit Hypothesis
Knudson's Two-Hit Hypothesis
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Reference Mapping Challenges
Reference Mapping Challenges
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Basecalling
Basecalling
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What are paired reads?
What are paired reads?
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Reference Genome
Reference Genome
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Reference Mapping
Reference Mapping
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What are piRNAs?
What are piRNAs?
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What are lncRNAs?
What are lncRNAs?
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What are circRNAs?
What are circRNAs?
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How do ncRNAs impact cancer?
How do ncRNAs impact cancer?
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How do ncRNAs affect cell proliferation?
How do ncRNAs affect cell proliferation?
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How do ncRNAs affect apoptosis?
How do ncRNAs affect apoptosis?
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How do ncRNAs influence metastasis?
How do ncRNAs influence metastasis?
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How are ncRNAs used as biomarkers?
How are ncRNAs used as biomarkers?
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Somatic Variant Contamination
Somatic Variant Contamination
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Sequencing Depth
Sequencing Depth
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Sequencing Errors
Sequencing Errors
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Expected Read Pair Orientation
Expected Read Pair Orientation
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Discordant Read Pairs
Discordant Read Pairs
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Structural Variation (SV)
Structural Variation (SV)
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VCF Format
VCF Format
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Non-coding RNA (ncRNA)
Non-coding RNA (ncRNA)
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miR-34 Family
miR-34 Family
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miR-34a
miR-34a
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c-MYC
c-MYC
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LncRNA MEG3
LncRNA MEG3
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LincRNA-p21
LincRNA-p21
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Circ-FOXO3
Circ-FOXO3
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EPIC1
EPIC1
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HOTAIR
HOTAIR
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Global hypomethylation
Global hypomethylation
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CpG island methylator phenotype (CIMP)
CpG island methylator phenotype (CIMP)
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CIMP-high (CIMP-H)
CIMP-high (CIMP-H)
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Active DNA demethylation
Active DNA demethylation
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5-hydroxymethylcytosine (5hmC)
5-hydroxymethylcytosine (5hmC)
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Ten-Eleven Translocation (TET) genes
Ten-Eleven Translocation (TET) genes
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Deregulation of TET function
Deregulation of TET function
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TET1
TET1
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Study Notes
Introduction to Computational Cancer Genomic
- Personalized/Precision Medicine aims to discover genetic mechanisms, risk factors for diseases (like inherited conditions, cancer, and autoimmune disorders), and provide DNA-based predictions of future diseases.
- It uses precision diagnostics to classify existing conditions and tailoring treatments to individual genetic profiles.
- Genomic insights enhance drug efficacy and specificity.
Genetic Penetrance
- Definition: The proportion of individuals with a specific genetic variant (genotype) who exhibit the associated trait or condition (phenotype).
- High penetrance: The genetic variant almost always leads to the condition.
- Low penetrance: Other factors (environment, additional genes) are more significant in manifesting the condition.
Challenges for Risk Prediction
- Low impact of individual variants. Most common complex traits have minimal effect.
- Difficulty with complex trait prediction. Combining multiple variants for risk prediction remains challenging.
- Missing heritability. Large portions of heritability (the ability to inherit traits) remain unexplained by known genetic factors.
How Are Genetic Variants Discovered?
- Genome-Wide Association Studies (GWAS). Compares genetic variants across large populations to identify statistical associations with traits; requires thousands to millions of participants to detect small effect sizes and results visualized as a Manhattan plot.
- Family-based studies and linkage analysis. Focuses on identifying genetic variants shared among affected family members.
Cancer
- Cancer is understood as a complex disease, moving from cancer cells to understanding the ecosystem of the tumor.
- Cancer genomics has shifted toward an understanding of the entire tumor ecosystem.
- Cancer is strongly technologically driven, leveraging wet lab and computational analyses.
Somatic Mutations
- Cancer arises from acquired mutations in cells during a lifetime. These mutations drive uncontrolled cell growth and survival.
- They are not heritable (not passed on from parents to offspring).
- Occur in somatic cells, not germline cells, unlike genetic diseases.
Cancer Susceptibility Genes
- Some hereditary mutations (e.g., BRCA1, BRCA2) increase cancer risk.
- These predispositions interact with somatic mutations to initiate cancer.
- Cancer genomics focuses on understanding somatic mutations and their role in tumor biology and identifying actionable targets for therapy.
Cancer Cells Accumulate Mutations Over Time
- Mutation burden varies by cancer type, exposure, age of onset, and DNA repair ability.
Identify Genomic Alterations: Variant Calling Algorithms
- General DNA Sequencing Workflow: Includes genomic DNA or RNA acquisition, DNA fragment library preparation, sequencing, and computational analysis.
Basecalling
- Prediction of DNA sequence from images. Output (result) format is FASTQ.
Reference Mapping
- Mapping reads to a reference genome to identify variants. Output in FASTA format.
- Reference genomes are maintained by the Genome Reference Consortium (GRC).
- 70% of the reference genome is derived from a male subject in Buffalo, New York.
- Reference version: GRCh38 (2013), later improved to hg38 with alternative configurations for highly polymorphic regions like HLA genes.
What Is a Mutation?
- In NGS, a mutation is a position where we detect a non-reference allele, always relative to the reference genome.
- This might not necessarily be unusual since the reference allele may be extremely rare or not match the ethnicity of the samples.
Types of Variants
- Single Nucleotide Variants/Substitutions (SNVs).
- Short Insertions/Deletions (indels).
- Short Tandem Repeats (STRs).
- Structural variants (SV). Copy number variants (CNVs).
Germline Variants
- For Europeans relative to reference genomes, there are about 3-4 million single nucleotide variants, 1.2 million homozygous variants, 500,000 short insertions/deletions, 22,000 coding variants (10,000 non-synonymous, 200 loss-of-function variants), and thousands of structural variations (5-100,000 bp).
Somatic Variants
- Rare, estimated at one per megabase.
- Exome (50Mb): ~50 somatic mutations.
- Genome (3Gb): ~3,000 somatic mutations.
Cancer Genomes Have Specific Properties
- Tumor DNA is often contaminated with non-cancerous DNA.
- Cancer is often a mosaic of different genetically distinct cellular populations.
- Genomic instability distorts expected allelic distributions (copy number changes, loss of heterozygosity, and genomic rearrangements).
Non-Coding RNA in Cancer
- Overview of Human Genome Transcription: 75% of the human genome is transcribed into RNA, and 3% is protein-coding mRNA.
- Non-coding RNAs (ncRNAs) are RNA molecules that do not code proteins and are categorized by length (long vs. short), shape (linear/circular), and location (cytoplasmic, nuclear, or mitochondrial).
- Major types include microRNAs (miRNAs), PIWI-interacting RNAs (piRNAs), and long non-coding RNAs (lncRNAs), playing regulatory roles in cancer (gene expression, chromatin remodeling, proliferation).
Statistical Issues in Cancer Sequencing
- When sequencing tumors, one in every thousand found variants might be actually a false positive due to limited sensitivity of detection processes, from matched germline DNA.
Copy Number Variations (CNVs) and Cancer
- Classifications of copy number alteration include single copy gain, diploid, homozygous amplification, heterozygous deletion, copy neutral loss-of-heterozygosity.
Read Pair Orientation and Structural Variants (SVS)
- One read on the forward strand, one on the reverse strand.
- Fragment size determined by library preparation.
- Concordant pairs match expectation for orientation and distance, while discordant pairs indicate structural variation.
VCF Format for Variant Calling
- Metadata and precise variant definition in tab-delimited fields. Tools for managing and converting include BCFtools, R's VariantAnnotation package.
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