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Mutational signatures

Mutational signatures is a biology topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Mutational signatures rather than just read about it. In short: Mutational signatures are characteristic combinations of mutation types arising from specific mutagenesis processes such as DNA replication infidelity, exogenous and endogenous genotoxin exposures, defective DNA repair pathways, and DNA enzymatic editing. The term is used for two distinct concepts, often conflated: mutagen signatures and tumor signatures.

Mutational signatures — main illustration
Mutational signatures — illustration

Key takeaways

  • Mutational signatures belongs to biology; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Mutational signatures to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Mutational signatures from memory before moving on to harder problems.

Reference excerpt

Mutational signatures are characteristic combinations of mutation types arising from specific mutagenesis processes such as DNA replication infidelity, exogenous and endogenous genotoxin exposures, defective DNA repair pathways, and DNA enzymatic editing. The term is used for two distinct concepts, often conflated: mutagen signatures and tumor signatures. Its original use, mutagen signature, referred to a pattern of mutations made in the laboratory by a known mutagen and not made by other mutagens – unique to the mutagen as a human signature is unique to the signer. Uniqueness allows the mutagen to be deduced from a cell's mutations Later, the phrase referred to a pattern of mutations characteristic of a tumor type, although usually not unique to the tumor type nor to a mutagen. If a tumor mutational signature matches a unique mutagen mutational signature, it is valid to deduce the carcinogen exposure or mutagenesis process that occurred in the patient's distant past. Increasingly refined tumor signatures are becoming assignable to mutagen signatures. Deciphering mutational signatures in cancer provides insight into the biological mechanisms involved in carcinogenesis and normal somatic mutagenesis. Mutational signatures have shown their applicability in cancer treatment and cancer prevention. Advances in the fields of oncogenomics have enabled the development and use of molecularly targeted therapy, but such therapies historically focused on inhibition of oncogenic drivers (e.g. EGFR gain-of-function mutation and EGFR inhibitor treatment in colorectal cancer). More recently, mutational signatures profiling has proven successful in guiding oncological management and use of targeted therapies (e.g. immunotherapy in mismatch repair deficient of diverse cancer types, platinum and PARP inhibitor to exploit synthetic lethality in homologous recombination deficient breast cancer).

General concepts

Mechanisms – overview The biological mutagenesis mechanisms underlying mutational signatures (e.g. COSMIC Signatures 1 to 30) include, but are not limited to:

Genomic data Cancer mutational signatures analyses require genomic data from cancer genome sequencing with paired-normal DNA sequencing in order to create the tumor mutation catalog (mutation types and counts) of a specific tumor. Different types of mutations (e.g. single nucleotide variants, indels, structural variants) can be used individually or in combination to model mutational signatures in cancer.

Types of mutations: base substitutions There are six classes of base substitution: C>A, C>G, C>T, T>A, T>C, T>G. The G>T substitution is considered equivalent to the C>A substitution because it is not possible to differentiate on which DNA strand (forward or reverse) the substitution initially occurred. Both the C>A and G>T substitutions are therefore counted as part of the "C>A" class. For the same reason the G>C, G>A, A>T, A>G and A>C mutations are counted as part of the "C>G", "C>T", "T>A", "T>C" and "T>G" classes respectively. Taking the information from the 5' and 3' adjacent bases (also called flanking base pairs or trinucleotide context) lead to 96 possible mutation types (e.g. A[C>A]A, A[C>A]T, etc.). The mutation catalog of a tumor is created by categorizing each single nucleotide variant (SNV) (synonyms: base-pair substitution or substitution point mutation) in one of the 96 mutation types and counting the total number of substitutions for each of these 96 mutation types (see figure).

Tumor mutation catalog Once the mutation catalog (e.g. counts for each of the 96 mutation types) of a tumor is obtained, there are two approaches to decipher the contributions of different mutational signatures to tumor genomic landscape: The mutation catalog of the tumor is compared to a reference mutation catalogue, or mutational signatures reference dataset, such as the 21 Signatures of Mutational Processes in Human Cancer from the Catalogue of Somatic Mutation In Cancer (COSMIC) database. De novo mutational signatures modelling can be accomplished using statistical methods such as non-negative matrix factorization to identify potential novel mutational processes. Identifying the contributions of diverse mutational signatures to carcinogenesis provides insight into tumor biology and can offer opportunities for targeted therapy.

Types of mutations: indels Signature 3, seen in homologous recombination (HR) deficient tumour, is associated with increased burden of large indels (up to 50 nucleotides) with overlapping microhomology at the breakpoints. In such tumors, DNA double-strand breaks are repaired by the imprecise repair mechanisms of non-homologous end joining (NHEJ) or microhomology-mediated end joining (MMEJ) instead of high fidelity HR repair. Signature 6, seen in tumors with microsatellite instability, also features enrichment of 1bp indels in nucleotide repeat regions.

Types of mutations: structural variants Homologous recombination deficiency leads to Signature 3 substitution pattern, but also to increase burden of structural variants. In the absence of homologous recombination, non-homologous end joining leads to large structural variants such as chromosomal translocations, chromosomal inversions and copy number variants.

Mutational signatures A brief description of selected mutational processes and their associated mutational signatures in cancer will be included in the sections below. Some signatures are ubiquitous across diverse cancer types (e.g. Signature 1) while some others tend to associate with specific cancers (e.g. Signature 9 and lymphoid malignancies). Some mutational signatures feature strong transcriptional-bias with substitutions preferentially affecting one of the DNA strands, either the transcribed or untranscribed strand (Signatures 5, 7, 8, 10, 12, 16).

Age-related mutagenesis Signature 1 features a predominance of C>T transition (genetics) in the Np[C>T]G trinucleotide contexts and correlates with the age of patient at time of cancer diagnosis. The underlying proposed biological mechanism is the spontaneous deamination of 5-methylcytosine. Signature 5 has a predominance of T>C substitutions in the ApTpN trinucleotide context with transcriptional strand bias.

… excerpt ends here. Continue reading the full article.

Illustrations

Mutational signatures: The 96 mutation types concept from Alexandrov et al.[4] Considering the 5' flanking base (A, C, G, T), the 6 substitution classes (C>A, C>G, C>T, T>A, T>C, T>G) and 3' flanking base (A, C, G, T) leads to a 96 mutation types classification (4 x 6 x 4 = 96). The 16 possible mutation types of the substitution class C>A are shown as an example.
The 96 mutation types concept from Alexandrov et al.[4] Considering the 5' flanking base (A, C, G, T), the 6 substitution classes (C>A, C>G, C>T, T>A, T>C, T>G) and 3' flanking base (A, C, G, T) leads to a 96 mutation types classification (4 x 6 x 4 = 96). The 16 possible mutation types of the substitution class C>A are shown as an example.
Mutational signatures: Role of MUTYH in base excision repair and somatic signature. Defective MUTYH in colorectal cancer leads to enrichment for transversion mutations (G:C>T:A),[17] which has been linked to COSMIC Signature 18 described by Alexandrov et al[4] (Signature 18 plot R code).[10]
Role of MUTYH in base excision repair and somatic signature. Defective MUTYH in colorectal cancer leads to enrichment for transversion mutations (G:C>T:A),[17] which has been linked to COSMIC Signature 18 described by Alexandrov et al[4] (Signature 18 plot R code).[10]

Worked examples

Example 1 — a first encounter with Mutational signatures

Start with the simplest possible case. Write down what Mutational signatures claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In biology, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Mutational signatures before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Mutational signatures ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Mutational signatures

In research
Mutational signatures appears in biology research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Mutational signatures in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Mutational signatures is common in secondary-school and first-year university syllabi. It links to neighbouring topics Cancer genomics, Mutagenesis, so understanding it makes those chapters shorter.
In everyday life
Look for Mutational signatures outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Mutational signatures in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Mutational signatures means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Mutational signatures out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Mutational signatures in simple terms?

Mutational signatures are characteristic combinations of mutation types arising from specific mutagenesis processes such as DNA replication infidelity, exogenous and endogenous genotoxin exposures, defective DNA repair pathways, and DNA enzymatic editing. The term is used for two distinct concepts…

Why does Mutational signatures matter?

Because it connects several biology ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Mutational signatures?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Mutational signatures.

Tags

  • Cancer genomics
  • Mutagenesis

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