Evidence map›Paper›PMID 42885203›Full record

ArticleProtein science : a publication of the Protein Society2026

PDBe-SIFTS: An open-source tool for Structure Integration with Function, Taxonomy, and Sequences, featuring improved alignment, scoring scheme, and accelerated search.

Adam Bellaiche, Preeti Choudhary, Sreenath Nair, Deborah Harrus, Conny Wing-Heng Yu, Syed Ahsan Tanweer, Genevieve Laura Evans, Stephanie W Lo, Maria J Martin, Jennifer R Fleming and 1 more

Abstract read
PubMed Publisher
In one paragraph

Article in Protein science : a publication of the Protein Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Adam BellaicheProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0003-2465-2313
Preeti ChoudharyProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0003-2340-3278
Sreenath NairProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-6861-7627
Deborah HarrusProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-7651-672X
Conny Wing-Heng YuProtein Function Content, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-6478-5762
Syed Ahsan TanweerProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-4793-3700
Genevieve Laura EvansProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-8612-9539
Stephanie W LoProtein Function Content, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-2182-0222
Maria J MartinProtein Function Development, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0001-5454-2815
Jennifer R FlemingProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0003-4016-8740
Sameer VelankarProtein Data Bank in Europe, European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridgeshire, UK.ORCID https://orcid.org/0000-0002-8439-5964

Funding

UniProt - Text Mining and Large Language models to Enhance Functional Annotation in UniProt of Protein Variants Associated with Alzheimer's DiseaseU24HG007822 · NHGRI · GEORGETOWN UNIVERSITY · PI Alex Bateman, Alan James Bridge · 2018 to 2026
$53.0M
European Commission 101094651NIH HHS U24HG007822
6 · The paper itself

Abstract

Structure integration with function, taxonomy and sequences (SIFTS) provides residue-level mappings between UniProt Knowledgebase sequences and Protein Data Bank structures and has historically been generated through internal Protein Data Bank in Europe (PDBe) pipelines. Here, PDBe-SIFTS is presented as a fully open-source, locally deployable implementation of this mapping framework. The pipeline combines fast, scalable sequence search using MMseqs2, an improved bounded scoring scheme for ranking candidate mappings, and residue-level mapping refinement based on backbone connectivity. PDBe-SIFTS is distributed as a Python package with command-line tools for (1) building a sequence search database, (2) identifying the best sequence-structure match, (3) one-to-one mapping at the residue level, and (4) generating SIFTS annotations in PDBx/mmCIF format. Benchmarking on the complete Protein Data Bank archive showed that MMseqs2 reduced archive-scale UniProtKB searches from hours with BLASTP to minutes, approximately 22-36 times faster, while curated mappings were recovered at top rank in 93.1% of cases. The remaining discrepancies mainly involved biologically ambiguous cases such as highly conserved proteins, chimeric constructs, or closely related orthologs. These results show that PDBe-SIFTS enables fast mapping, improving structural coherence in residue-level alignments while delivering the most up-to-date and accurate mappings, comparable to expert curation. Tool: https://github.com/PDBeurope/SIFTS. Quick start notebook with example: https://github.com/PDBeurope/SIFTS/tree/master/notebooks.

Indexed as

Databases, ProteinProteinsSequence Analysis, ProteinSoftwareSequence AlignmentProteinsbenchmarkingbiological resourcesBLASTPcomputational biologydata annotationdatabasesdata integrationMMSeqs2open‐source softwarePDBpipelinesprotein backbone connectivityprotein sequencesprotein structuresresidue‐level mappingscoring functionssequence alignmentsequence searchSIFTSstructural bioinformaticsstructure‐to‐sequence mappingUniProtKB

Identifiers

PMID42885203

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.