rewirebio.iobenchmarks
Dataset

BindCraft binder design target CD45

CD45 extracellular region, four immunoglobulin-like domains with heavy N-glycosylation, used as the BindCraft design target with the input structure, hotspot settings and binder length given in Supplementary Table 1.

Evaluation results

2 evaluations · 2 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: BindCraft default settingsProtocol: BindCraft per-target binding screen, hit where a binding signal was observed
Dataset: BindCraft binder design target CD45
4 showed binding on SPR Count (designs with an observed binding signal (SPR), out of designs tested)
count · higher

Uncertainty: Not applicable: An exact count.

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

BindCraft binding screen against CD45

uc-binder-20261022-protocol-bindcraft-binding-screen

Aggregation: Not reported

One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025) · Results 'Binders targeting cell-surface receptors', last paragraph: 'We tested 16 binders experimentally, out of which 4 showed binding on SPR (Fig. 1b)'
Configuration: BindCraft default settingsProtocol: BindCraft best per-target binder affinity
Dataset: BindCraft binder design target CD45
14.7 nM Dissociation constant (binder1; by SPR)
nanomolar · lower

Uncertainty: Not reported by the source: No interval is printed.

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

BindCraft best binder affinity against CD45

uc-binder-20261022-protocol-bindcraft-best-affinity

Aggregation: Not reported

One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025) · Results 'Binders targeting cell-surface receptors', last paragraph: 'The best performing binder1 showed a Kd of 14.7 nM'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

14 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Population
BindCraft designs generated against CD45, 80-200 residues long
Context-only references
One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Nature, version of record; Europe PMC JATS full text for PMC12507698
Retrieved: 2026-10-22T11:55:00Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.population

Source artifact SHA-256: 74bd2902d46460ec387ed6ee46b5bf8fe61b9ea09f2d7be4daa2046ac7e59d5d

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Population
BindCraft designs generated against CD45, 80-200 residues long
Context-only references
BindCraft Supplementary Information and Supplementary Data 1 (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Supplementary files archive for PMC12507698, holding 41586_2025_9429_MOESM1_ESM.pdf (Supplementary Text, Figs. 1-6, Table 1 and References) and 41586_2025_9429_MOESM4_ESM.csv (Supplementary Data 1)
Retrieved: 2026-10-22T12:00:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: a402ac50b4860e24430494cb4344c569bf29ef3b8e769372adcd3298659267de

Hash scope: SHA-256 of one retrieval of the whole supplementary archive. Member hashes: Supplementary Information PDF and Supplementary Data 1 CSV were read from this archive without re-download.

Inspected artifact

Reported name
CD45
Context-only references
One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Nature, version of record; Europe PMC JATS full text for PMC12507698
Retrieved: 2026-10-22T11:55:00Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.reported_name

Source artifact SHA-256: 74bd2902d46460ec387ed6ee46b5bf8fe61b9ea09f2d7be4daa2046ac7e59d5d

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Reported name
CD45
Context-only references
BindCraft Supplementary Information and Supplementary Data 1 (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Supplementary files archive for PMC12507698, holding 41586_2025_9429_MOESM1_ESM.pdf (Supplementary Text, Figs. 1-6, Table 1 and References) and 41586_2025_9429_MOESM4_ESM.csv (Supplementary Data 1)
Retrieved: 2026-10-22T12:00:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.reported_name

Source artifact SHA-256: a402ac50b4860e24430494cb4344c569bf29ef3b8e769372adcd3298659267de

Hash scope: SHA-256 of one retrieval of the whole supplementary archive. Member hashes: Supplementary Information PDF and Supplementary Data 1 CSV were read from this archive without re-download.

Inspected artifact

Scope note
Supplementary Table 1, row 'CD45': input PDB 'AF2 prediction of 5FMV16, split by extracellular fibronectin domains'; hotspots 'd1, d2, d3, d4, d1-d2, d2-d3, d3-d4'; binder length '80-200'. In the PDF text layer the superscript reference markers are glued to the accessions and are transcribed as printed.
Context-only references
One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Nature, version of record; Europe PMC JATS full text for PMC12507698
Retrieved: 2026-10-22T11:55:00Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.scope_note

Source artifact SHA-256: 74bd2902d46460ec387ed6ee46b5bf8fe61b9ea09f2d7be4daa2046ac7e59d5d

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Scope note
Supplementary Table 1, row 'CD45': input PDB 'AF2 prediction of 5FMV16, split by extracellular fibronectin domains'; hotspots 'd1, d2, d3, d4, d1-d2, d2-d3, d3-d4'; binder length '80-200'. In the PDF text layer the superscript reference markers are glued to the accessions and are transcribed as printed.
Context-only references
BindCraft Supplementary Information and Supplementary Data 1 (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Supplementary files archive for PMC12507698, holding 41586_2025_9429_MOESM1_ESM.pdf (Supplementary Text, Figs. 1-6, Table 1 and References) and 41586_2025_9429_MOESM4_ESM.csv (Supplementary Data 1)
Retrieved: 2026-10-22T12:00:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.scope_note

Source artifact SHA-256: a402ac50b4860e24430494cb4344c569bf29ef3b8e769372adcd3298659267de

Hash scope: SHA-256 of one retrieval of the whole supplementary archive. Member hashes: Supplementary Information PDF and Supplementary Data 1 CSV were read from this archive without re-download.

Inspected artifact

Source location
Supplementary Table 1, row 'CD45'
Context-only references
One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Nature, version of record; Europe PMC JATS full text for PMC12507698
Retrieved: 2026-10-22T11:55:00Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 74bd2902d46460ec387ed6ee46b5bf8fe61b9ea09f2d7be4daa2046ac7e59d5d

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Source location
Supplementary Table 1, row 'CD45'
Context-only references
BindCraft Supplementary Information and Supplementary Data 1 (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Supplementary files archive for PMC12507698, holding 41586_2025_9429_MOESM1_ESM.pdf (Supplementary Text, Figs. 1-6, Table 1 and References) and 41586_2025_9429_MOESM4_ESM.csv (Supplementary Data 1)
Retrieved: 2026-10-22T12:00:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: a402ac50b4860e24430494cb4344c569bf29ef3b8e769372adcd3298659267de

Hash scope: SHA-256 of one retrieval of the whole supplementary archive. Member hashes: Supplementary Information PDF and Supplementary Data 1 CSV were read from this archive without re-download.

Inspected artifact

Version
Supplementary Table 1, Nature 2025 version of record
Context-only references
One-shot design of functional protein binders with BindCraft (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Nature, version of record; Europe PMC JATS full text for PMC12507698
Retrieved: 2026-10-22T11:55:00Z

not individually reviewed

No individual claim review recorded

Source has a recorded evidence concern. Consult its source page before using the claim.

Audit details

Field: attributes.version

Source artifact SHA-256: 74bd2902d46460ec387ed6ee46b5bf8fe61b9ea09f2d7be4daa2046ac7e59d5d

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Version
Supplementary Table 1, Nature 2025 version of record
Context-only references
BindCraft Supplementary Information and Supplementary Data 1 (Pacesa et al., Nature 2025)

Original source ↗

Supplementary Table 1, row 'CD45'

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Supplementary files archive for PMC12507698, holding 41586_2025_9429_MOESM1_ESM.pdf (Supplementary Text, Figs. 1-6, Table 1 and References) and 41586_2025_9429_MOESM4_ESM.csv (Supplementary Data 1)
Retrieved: 2026-10-22T12:00:00Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: a402ac50b4860e24430494cb4344c569bf29ef3b8e769372adcd3298659267de

Hash scope: SHA-256 of one retrieval of the whole supplementary archive. Member hashes: Supplementary Information PDF and Supplementary Data 1 CSV were read from this archive without re-download.

Inspected artifact

How to read the evidence

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: uc-binder-20261022-data-bindcraft-cd45

areas
proteins-complexes; protein-structure
contexts
research
missing metadata
accession: note: Several inputs are AlphaFold2 predictions rather than a deposited structure, so no single accession identifies the target used.; reason: unreported
population
BindCraft designs generated against CD45, 80-200 residues long
reported name
CD45
review
artifact sha256: 74bd2902d46460ec387ed6ee46b5bf8fe61b9ea09f2d7be4daa2046ac7e59d5d; method: source-hash-verification; independent-cell-check; ai-assisted-source-review; method note: Re-downloaded from Europe PMC (HTTP 200, 226,059 bytes) and the SHA-256 recomputed and matched. Own flattening of the JATS XML; every quoted locator sentence and every printed value checked verbatim against it by a parser written for this review.; note: Reviewed in docs/reviews/use-cases/binder-2026-10-22.md. Automated AI review of the source transcription only; it is not human scientific review and nothing here was reproduced experimentally.; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12507698/fullTextXML; reviewed at: 2026-10-22T15:00:00Z; reviewer: claude; reviewer note: Claude review agent, independent of the extraction agent; no human review claimed
scope note
Supplementary Table 1, row 'CD45': input PDB 'AF2 prediction of 5FMV16, split by extracellular fibronectin domains'; hotspots 'd1, d2, d3, d4, d1-d2, d2-d3, d3-d4'; binder length '80-200'. In the PDF text layer the superscript reference markers are glued to the accessions and are transcribed as printed.
source locator
Supplementary Table 1, row 'CD45'
version
Supplementary Table 1, Nature 2025 version of record
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