LRSniper
Checking evidence pipeline
Analysis provenance Model routing unavailable Literature retrieval unavailable
Evidence-first ligand–receptor analysis

Ligand–receptor evidence,
verified claim by claim.

Enter a human ligand–receptor pair. LRSniper maps receptor complexes, retrieves relevant literature, and checks every claim against PMIDs, quoted passages, species, and signaling direction.

Try an example
Auditable evidence from PubMedPMCKEGGIUPHAR/BPScurated LR libraries
How it works

From a proposed pair to an auditable report.

LRSniper separates retrieval from verification so a plausible model answer never becomes evidence by itself.

01

Normalize

Resolve gene symbols, aliases, receptor subunits, and order-independent complexes.

02

Retrieve

Search local curated resources and external literature for each atomic claim.

03

Verify

Check PMID, verbatim passage, species, direction, and pair specificity.

04

Report

Return conclusions with evidence boundaries, failures, and machine-readable exports.

Example report

See the conclusion before reading every claim.

A compact executive summary shows what is verified, what is supported with limitations, and what remains context-dependent.

IL6IL6R + IL6ST
Literature-supported interaction
Pair identity
Verified
Receptor complex
Verified
Signaling direction
Supported
Sample activity
Not established
Evidence standards

Uncertainty is a result, not an error.

Every status answers a different question. LRSniper keeps database support, direct literature evidence, conflicting findings, and unverified hypotheses distinct.

Externally verified

A resolvable publication contains pair-specific evidence that passes entity, species, and direction checks.

Supported with limitations

Relevant evidence was retrieved, but one or more strict verification conditions remain unmet.

Database-supported

A curated source supports the fact; this is not automatically sample-specific activity evidence.

Insufficient external evidence

The claim remains a search hypothesis and must not be treated as established biology.

Built for research decisions

Move faster without hiding the evidence boundary.

Literature triageHypothesis assessmentReceptor-complex validationCell–cell communication interpretation

Use human gene symbols. Separate receptor subunits with |, ;, or +. Library absence is not biological disproof.