BMC GenomicsBioinformaticsPeer-reviewed journal article
GeneHummus: A pipeline to define gene families and their expression in legumes and beyond
José Vicente DieiD, Moamen M. ElmassryiD, Kimberly H. LeBlanciD, Olaitan Igbagbo AweiD, Allissa DillmaniD, Ben BusbyiD
Abstract
During the last decade, plant biotechnological laboratories have sparked a monumental revolution with the rapid development of next sequencing technologies at affordable prices. Soon, these sequencing technologies and assembling of whole genomes will extend beyond the plant computational biologists and become commonplace within the plant biology disciplines. The current availability of large-scale genomic resources for non-traditional plant model systems (the so-called orphan crops) is enabling the construction of high-density integrated physical and genetic linkage maps with potential applications in plant breeding. The newly available fully sequenced plant genomes represent an incredible opportunity for comparative analyses that may reveal new aspects of genome biology and evolution. Analysis of the expansion and evolution of gene families across species is a common approach to infer biological functions. To date, the extent and role of gene families in plants has only been partially addressed and many gene families remain to be investigated. Manual identification of gene families is highly time-consuming and laborious, requiring an iterative process of manual and computational analysis to identify members of a given family, typically combining numerous BLAST searches and manually cleaning data. Due to the increasing abundance of genome sequences and the agronomical interest in plant gene families, the field needs a clear, automated annotation tool. Here, we present the GeneHummus pipeline, a step-by-step R-based pipeline for the identification, characterization and expression analysis of plant gene families. The impact of this pipeline comes from a reduction in hands-on annotation time combined with high specificity and sensitivity in extracting only proteins from the RefSeq database and providing the conserved domain architectures based on SPARCLE. As a case study we focused on the auxin receptor factors gene (ARF) family in Cicer arietinum (chickpea) and other legumes. We anticipate that our pipeline should be suitable for any plant gene family, and likely other gene families, vastly improving the speed and ease of genomic data processing.
- organism: plant (other)
- assay: whole-genome sequencing
- research focus: gene regulatory network inference
- research focus: database / resource
- research focus: software / tool
- approach: statistical model
- Citations
- 14
- FWCI
- 0.17
- Field percentile
- 44th percentile
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- PhytoFam: A Nextflow Pipeline for Genome-Wide Analysis of Plant Gene Families
Sanam Parajuli, Bibek Adhikari, … Madhav Nepal·bioRxiv·Jul 23, 2026
- GENE-FAM: An automated pipeline for mining gene families and its application to MADS-box genes in Cannabis sativa
Louise Ryan, Nina Trubanová, … Susanne Schilling·bioRxiv·Jun 15, 2026
- Automatic annotation of the bHLH gene family in plants
Corinna Thoben, Boas Pucker·BMC GenomicsPeer-reviewed·Dec 15, 2023
- PubPlant: a continuously updated online resource for sequenced and published plant genomes
Rainer Schwacke, Marie Bolger, Björn Usadel·Frontiers in Plant SciencePeer-reviewed·Jun 24, 2025
- PlantGeneAnn: a high-accuracy ab initio plant gene annotation tool fine-tuned from a genome foundation model
Qian Zhang, Zhang Zhengyang, … Xuehai Hu·bioRxiv·Oct 14, 2026
- PlantTribes2: tools for comparative gene family analysis in plant genomics
Eric K. Wafula, Huiting Zhang, … Claude W. dePamphilis·Frontiers in Plant SciencePeer-reviewed·Jan 31, 2023