Evidence map›Paper›PMID 42237235›Full record

ArticleBMC bioinformatics2026

KhufuEnv, an auxiliary toolkit for building computational pipelines for plant and animal breeding.

Hallie C Wright, Catherine E M Davis, Josh Clevenger, Walid Korani

Abstract read
In one paragraph

Article in BMC bioinformatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. An X-linked sex determination mechanism in cannabis and hop.bioRxiv : the preprint server for biology · 2025
    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

4 authors.

Hallie C WrightHudsonAlpha Institute for Biotechnology, 601 Genome Way Northwest, Huntsville, AL, 35806, USA.
Catherine E M DavisHudsonAlpha Institute for Biotechnology, 601 Genome Way Northwest, Huntsville, AL, 35806, USA.
Josh ClevengerHudsonAlpha Institute for Biotechnology, 601 Genome Way Northwest, Huntsville, AL, 35806, USA.
Walid KoraniHudsonAlpha Institute for Biotechnology, 601 Genome Way Northwest, Huntsville, AL, 35806, USA. walid@veilgenomics.com.

Funding

National Institute of Food and Agriculture 2023-78408-39694
6 · The paper itself

Abstract

backgroundIn the era of short- and long-read sequencing, vast amounts of DNA sequencing data are being generated. While a variety of tools exist for analyzing and manipulating genomics data, many have a finite number of functions, and thus, require users to depend on multiple sources for conducting analyses and processing data. An integrative environment of tools which is accessible to users of different computational backgrounds would facilitate more efficient data processing and level the playing field for researchers whose research depends on analyzing genomic data.

resultsWe developed the KhufuEnv, an open-source, auxiliary environment for manipulating and analyzing genomic and other datasets. As a proof of concept, we demonstrate rapid de novo identification of previously characterized quantitative trait loci (QTL) for cold tolerance in peanut and hairlessness in dog, identify a candidate sex-determination region (SDR) in Amborella trichopoda and calculate the proportion of the genome containing runs of homozygosity (ROH) in canine using previously published datasets.

conclusionsWe introduce the KhufuEnv, which provides buildable tools for generating custom pipelines for analyzing a variety of genomic datasets from different species. The KhufuEnv is an open-source auxiliary environment available at https://github.com/w-korani/KhufuEnv . Its tools can be exploited for numerous applications and implemented for quick analysis supporting users with minimal computational experience.

Indexed as

BreedingComputational BiologyGenomicsPlant BreedingSoftwareAnimalsDogsQuantitative Trait LociAuxiliaryBreedingData-processingFlexibleGenomicsMappingPipelinesToolbox

Identifiers

PMID42237235
PMCPMC13508277

What OpenQuestion holds

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Registered trials

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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.