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Adenocarcinoma
= A type of non-small cell lung cancer (NSCLC) that harbours activating mutations or fusions in oncogenes like KRAS, EGFR, ALK, and ERBB2, making them potentially targetable
Arrayed Screening
= A type of functional genetic screen where RNAi molecules are placed in known map positions, and changes in phenotype are analyzed in many parallel cell cultures
It is highly reproducible and suitable for complex phenotypes
Chromosomal Copy Number Aberrations (CNAs)
= Somatic alterations in the cancer genome characterized by extra or missing pieces of a chromosome, ranging from a few bases to an entire chromosome
CNAs are a major class of mutation in cancer
Clonal Hematopoiesis
= The presence of non-tumoral mutations in blood cells, which can be a confounding factor in liquid biopsy analysis
Clonality
= The state of cells being derived from a single common ancestor
In oncology, determining if multiple tumors are clonal (metastasis) or non-clonal (separate primary cancers) is critical for treatment decisions
Cytology
= A diagnostic modality in pathology that examines loose cells, for example from a smear, to make a diagnosis
Epigenetics
= The study of heritable phenotype changes that do not involve alterations in the DNA sequence. These mechanisms, such as DNA methylation and histone modifications, regulate gene expression and are involved in cancer development
Feedback System Control (FSC)
= An optimization strategy to rapidly identify optimal, low-dose, synergistic drug combinations
Uses a learning algorithm (like differential evolution) to navigate through a large parametric space
Functional Genomics
= The direct analysis of the relationship between gene expression and a cellular phenotype
Aims to determine the function of genes and whether their expression drives biological behaviour
Gene Expression Signature
= A list of genes that are differentially expressed in a specific biological distinction, which can be used to predict a patient's prognosis or likelihood of responding to a particular treatment
HER2 (Human Epidermal Growth Factor Receptor 2)
= A protein involved in cell growth
In about 15% of breast cancers, the HER2 gene is amplified, leading to protein overexpression, tumor proliferation, and providing a target for therapies like trastuzumab (Herceptin)
Histology
= A diagnostic modality in pathology that examines tissue sections fixed in formalin (preserves tissue structure) to make a diagnosis, with an accuracy of 95-97%
Immunohistochemistry (IHC)
= An in situ technique used on histologic tissue slides to detect the presence and location of specific proteins (antigens) by using antibodies that bind to them
In situ refers to detecting molecules within their original location in intact tissue, preserving cellular and architectural context, as in immunohistochemistry
Kinase
= An enzyme that catalyzes phosphorylation (the addition of a phosphate group to a protein)
Aberrant kinase activity is a hallmark of cancer, making kinases a major class of drug targets
Knockdown (KD)
= A gene expression modulation technique that decreases the expression of a gene, for instance by RNA interference
This can mimic the effect of a pharmaceutical inhibitor
Knockout (KO)
= A gene expression modulation technique that results in the complete loss of a gene's expression, for example by using CRISPR/Cas9
KRAS
= An oncogene that is frequently mutated in cancers like adenocarcinoma of the lung and colorectal cancer.
KRAS = gene that encodes a protein involved in cell growth signalling
In CRC: KRAS is a negative predictive biomarker for response to anti-EGFR antibody therapy
EGFR is a receptor upstream of KRAS in the growth pathway:
EGFR → KRAS → cell growth
Anti-EGFR antibody therapy (e.g. cetuximab) works by:
Blocking EGFR at the cell surface
Preventing growth signals from being sent
If KRAS is mutated:
KRAS sends growth signals without needing EGFR
Blocking EGFR does nothing
Liquid Biopsy
= A minimally invasive test done on a sample of blood to look for cancer cells or for pieces of DNA from tumor cells (cfDNA)
Used to identify targetable alterations, especially when tissue is unavailable
Detect mutations (e.g. EGFR, KRAS)
Helps choose targeted therapies
Microsatellite Instability (MSI)
= A type of genomic instability resulting from a deficient mismatch repair (dMMR) system
Key biomarker in colorectal cancer, indicating potential hereditary
Lynch syndrome and predicting a positive response to immunotherapy.
MSI = The length of these repeat DNA sequences becomes unstable because DNA repair is not working properly
Mutation
= A somatic or acquired alteration in the DNA of a tumor cell that is not a polymorphism.
Examples include point mutations and CNAs
Next-Generation Sequencing (NGS)
= High-throughput DNA sequencing technology used in molecular pathology to analyze DNA and RNA
It can detect chromosomal copy number aberrations, mutations, and other genetic alterations for research and diagnostic purposes
Pharmacogenetics
= The study or clinical testing of specific genetic variations that give rise to differing drug responses, including metabolism, disposition, tolerability, and efficacy
Pharmacogenomics
= The study of the role of the whole genome in drug response, representing a broader application of genomic technologies to aid in new drug discovery and development
Phosphoproteomics
= The large-scale analysis of proteins that are post-translationally modified by phosphorylation
Provides direct insight into cell signalling pathways and aberrant kinase activity in cancer
Polymorphism
= A DNA variation in which a possible sequence is present in at least 1% of the population
Single Nucleotide Polymorphisms (SNPs) are the most common type
Pooled Screening
= A type of functional genetic screen where a library of RNAi molecules is introduced into a single pool of cells, which are then cultured and selected for a particular phenotype
RNAi = Process that turns off (silences) specific genes by destroying or blocking their mRNA
Precision Medicine
= An approach to patient care that allows doctors to select treatments that are most likely to help patients based on a genetic, environmental, and lifestyle understanding of their disease
Predictive Biomarker
= A marker used to identify which patients are most likely to benefit from a particular treatment
Example: KRAS mutations for anti-EGFR therapy or MSI status for immunotherapy
MSI-high tumors predict a good response to immunotherapy because they have many mutations that create abnormal proteins the immune system can easily recognize
Prognostic Biomarker
= A marker that provides information about the likely course of a disease in an untreated individual
An example is the 1p/19q co-deletion in lower-grade gliomas, which is associated with better survival
Proteomics
= The large-scale analysis of proteins, including their expression, post-translational modifications, and interactions
Provides a direct link between the information encoded by the genome and biological function
Single Nucleotide Polymorphism (SNP)
= A type of DNA variation in which only one nucleotide differs between a reference sequence and a variant
Squamous Cell Carcinoma
= A subtype of non-small cell lung cancer (NSCLC) characterized primarily by mutations in tumor suppressor genes, with no currently identified targetable driver mutations
Synthetic Lethality
= A type of interaction where a combination of deficiencies in two or more genes leads to cell death, whereas a deficiency in only one of these genes does not
Concept used in functional genetic screens to find cancer-specific therapeutic target
Example:
Cancer cells often have: A broken DNA repair gene (e.g. BRCA)
They survive only because: A backup repair pathway (e.g. PARP) is still working
Use drug to inhibit PARP:
No repair left → cell dies
Removing all DNA repair pathways in cancer cells is intentional and beneficial, because it selectively kills cancer cells while leaving normal cells largely unharmed