Evidence map›Paper›PMID 41218032›Full record

ArticleG3 (Bethesda, Md.)2026

A generic pipeline for CADD score generation: chickenCADD and turkeyCADD.

Kim Lensing, Job G C van Schipstal, Dick de Ridder, Martien A M Groenen, Martijn F L Derks

Abstract read
In one paragraph

Article in G3 (Bethesda, Md.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Kim LensingAnimal Breeding and Genomics, Wageningen University and Research, Wageningen 6708PB, Gelderland, The Netherlands.ORCID 0009-0003-2519-3072
Job G C van SchipstalAnimal Breeding and Genomics, Wageningen University and Research, Wageningen 6708PB, Gelderland, The Netherlands.
Dick de RidderBioinformatics Group, Wageningen University and Research, Wageningen 6708PB, Gelderland, The Netherlands.ORCID 0000-0002-4944-4310
Martien A M GroenenAnimal Breeding and Genomics, Wageningen University and Research, Wageningen 6708PB, Gelderland, The Netherlands.ORCID 0000-0003-0484-4545
Martijn F L DerksAnimal Breeding and Genomics, Wageningen University and Research, Wageningen 6708PB, Gelderland, The Netherlands.ORCID 0000-0003-1317-5654

Funding

CATAgroFood (Shared Research Facilities Wageningen UR)PPS TKI Topsector Agri & Food program LWV22156
6 · The paper itself

Abstract

Combined Annotation Dependent Depletion (CADD) is a machine learning approach used to predict the deleteriousness of genetic variants across a genome. By integrating diverse genomic features, CADD assigns a PHRED-like rank score to each potential variant. Unlike other methods, CADD does not rely on limited datasets of known pathogenic or benign variants but uses larger and less biased training sets. The rapid increase in high-quality genomes and functional annotations across species highlights the need for an automated, non-species-specific pipeline to generate CADD scores. Here, we introduce such a pipeline, facilitating the generation of CADD scores for various species using only a high-quality genome with gene annotation and a multi-species alignment. Additionally, we present updated chickenCADD scores and newly generated turkeyCADD scores, both generated with the pipeline.

Indexed as

Computational BiologyGenomicsMolecular Sequence AnnotationAnimalsGenetic VariationGenomeHumansMachine LearningSoftwareautomated workflowCADDdeleteriousness scorefunctional annotationgeneric pipelinemachine learningpoultrysnakemake

Identifiers

PMID41218032
PMCPMC12774583

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 Socratic graph.