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Science · Evidence

A detected variant is not an actionable one.

Sequencing can reveal many variants, but not every alteration drives cancer or carries the same strength of evidence. These are seven different statements about a variant — and Twin keeps them separate.

Overview

Seven statements that are not interchangeable

Each step requires different evidence and a different kind of judgement. A variant can stop at any step. Moving from one to the next is never automatic.

  1. 01
    Detected

    The sequencing assay observed a difference from the reference sequence that passed quality filters.

    Laboratory assay
  2. 02
    Annotated

    The variant is described: gene, transcript, predicted protein change, population frequency and database entries.

    Computational
  3. 03
    Biological or functional significance

    There is evidence that the variant changes how a gene or protein works.

    Evidence-derived
  4. 04
    Associated with disease or phenotype

    The variant, or variants like it, are associated with a cancer type, inherited condition or phenotype.

    Evidence-derived
  5. 05
    Associated with treatment sensitivity or resistance

    Evidence links the variant to response or resistance to a therapy, in a specific tumour context.

    Evidence-derived
  6. 06
    Potential clinical actionability

    The strength and relevance of that evidence may justify considering a clinical action for this patient.

    Expert-reviewed
  7. 07
    Reviewed and incorporated into a clinical decision

    The treating oncologist weighs the finding with everything else they know and decides.

    Treating oncologist

01

A variant is detected

Detection means the assay observed a difference from the reference sequence that passed its quality filters. It says nothing yet about what the variant does.

What affects detection

Sequencing depth, the , tumour content of the sample, the regions the assay covers, and filters that remove technical artefacts.

What a negative result means

Not detected is not the same as absent. A variant may sit outside the assay's regions, below its detection limit, or — in plasma — in a tumour that sheds little DNA.

02

A variant is annotated

Annotation describes the variant: which gene and transcript it affects, the predicted change to the protein, how common it is in the general population, and whether it appears in curated databases.

Transcript context

The same DNA change can be described differently on different transcripts of a gene. A reference transcript must be stated.

Population frequency

A variant common in healthy people is unlikely to be a cancer driver or a high-penetrance inherited risk — but rarity alone proves nothing.

Database entries

Prior observations, with supporting or conflicting interpretations, each with a source and date.

03

It has evidence of biological or functional significance

Functional significance means there is evidence the variant changes how a gene or protein works — from laboratory experiments, recurrence at known hotspots, or structural knowledge. Computational predictions of effect are supporting evidence, not proof. Many variants have no functional evidence at all.

04

It is associated with a disease or phenotype

An association links a variant — or variants like it — to a cancer type, an inherited condition or a phenotype. Associations are context-specific: a variant well characterised in one tumour type may be poorly understood in another.

05

It is associated with treatment sensitivity or resistance

Some variants are linked by evidence to response or resistance to particular therapies. That evidence varies hugely in strength — from regulatory approvals and guidelines to clinical trials, case reports and laboratory models — and it applies in a specific tumour context.

06

There is evidence for potential clinical actionability

Potential actionability means the strength and relevance of the evidence may justify considering a clinical action for this patient. It is still a potential: approval status differs between countries and changes over time, and the patient's whole situation matters.

07

The finding is reviewed and incorporated into a clinician's decision

The final step belongs to people, not software. The treating oncologist weighs the finding alongside the diagnosis, stage, prior treatment, comorbidities, the patient's goals and the Molecular Tumour Board's discussion — and decides.

The treating oncologist owns every decision. Every Twin report is reviewed and signed by the treating oncologist, then taken to KPCIRC's Molecular Tumour Board.

KPCIRC sign-off process

Two contexts

Somatic and germline interpretation are different questions

A somatic variant was acquired by the tumour. A germline variant is present from birth in every cell and may be inherited. They are interpreted with different frameworks and have different implications, so one classification framework is never applied as though it covered both.

Somatic · tumour

Is it oncogenic, and is it clinically significant for this tumour?

Reference frameworks in the field include the AMP/ASCO/CAP tiers of clinical significance for somatic variants and the ClinGen/CGC/VICC standard for oncogenicity.

Germline · inherited

Is it pathogenic for an inherited condition?

The ACMG/AMP framework classifies germline variants as pathogenic, likely pathogenic, uncertain significance, likely benign or benign. Possible inherited findings need confirmatory testing and genetic counselling.

Uncertainty

Variants of uncertain significance (VUS)

A VUS is a variant whose effect is not yet known. Uncertain findings are reported as uncertain, not upgraded to fill a gap.

  • A VUS does not establish a diagnosis.
  • A VUS should not, on its own, direct therapy.
  • A VUS may be reclassified as evidence grows — in either direction.

Context

Clinical, molecular and phenotype context

Interpretation depends on the cancer type, stage, prior treatment, sample type and the patient's situation. Twin shows which context an interpretation depends on and flags when that context is missing.

Biomarkers

Biomarker and therapeutic associations

Some biomarkers are not single variants but composite measurements — such as tumour mutational burden, microsatellite instability or homologous recombination deficiency, all listed among Twin's integrated analytical features. Their values and thresholds depend on the assay and the indication, and are reported with that context.

Trials

Clinical-trial eligibility information

A biomarker can make a trial worth reviewing. It does not make a patient eligible: eligibility depends on many criteria and is confirmed only by the trial team after screening.

Display

How evidence is shown

Every finding in a Twin report is intended to carry its interpretation, source, strength, supporting and conflicting evidence, required context, limitations, the date it was last checked and its review status. The panel below shows the structure using a fictional example.

Evidence panel
Finding / biomarker
GENE-X · example variant (fictional)
Origin
Somatic / germline / unresolved — as determined by SourceGuard and confirmation pathway
Interpretation
Plain statement of what the finding is understood to mean in this tumour type
Evidence source
[Source name · version · date]
Strength / tier
[Tier under the documented framework — named once confirmed]
Supporting evidence
[Studies or curated entries that support the interpretation]
Conflicting evidence
[Observations that point the other way, if any]
Context required
Tumour type, stage, prior therapy and sample type the interpretation depends on
Limitations & uncertainty
Coverage, tumour content, assay limits and open questions
Last checked
[Date the evidence was last reviewed]
Review status
Pending treating-oncologist review and signature
Field structure only. “GENE-X” is fictional and bracketed values are placeholders — no real evidence grade, citation or date is shown.

Over time

Reassessment when evidence changes

Evidence changes: variants are reclassified, new therapies are approved, guidelines are updated and trials open and close. During the six-month journey, relevant evidence changes can be surfaced for the treating oncologist, who decides whether reassessment is warranted.

See how evidence appears in a Twin report.

Continue the journey

The 21 analytical layers

Step inside every layer.

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