ArticlePlant communications2025
Pangenome and pantranscriptome as the new reference for gene-family characterization: A case study of basic helix-loop-helix (bHLH) genes in barley.
Article in Plant communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers.
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.
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.
Who cites it
44 citing papers in PubMed.
- The evolution of CaHorticulture research · 2026Article
- Genus-Wide Pan-Genome Analysis ofPlants (Basel, Switzerland) · 2026Article
- Pan-Genome Analysis Reveals Evolutionary Dynamics and Functional Divergence of thePlants (Basel, Switzerland) · 2026Article
- Pan-Genome and Transcriptome-Guided Analysis Reveals Duplication-Driven Evolution and Candidate MYB-bHLH Modules Associated with Fruit Development in Pear.Plants (Basel, Switzerland) · 2026Article
- Genome‑wide analysis of the CaWRKY transcription factors reveals CaWRKY28 as a candidate gene for cold tolerance breeding in Coffea arabica L.BMC plant biology · 2026Article
- Haplotype‑resolved comparison of transcription factor superfamilies between wild and cultivated autotetraploid green jujube and prioritization of candidate transcription factors via machine learning.The plant genome · 2026Article
- Pan-genomic and pan-transcriptomic integration unveils evolutionary dynamics and regulatory diversification of the WRKY gene family in Camellia sinensis.BMC plant biology · 2026Article
- Genome-wide identification and expression analysis of the bHLH gene family in Lilium davidii var. unicolor and its response to abiotic stress.BMC plant biology · 2026Article
- Pan-Genome-Wide Analysis and Expression Profiling of the Potato GST Gene Family.Plants (Basel, Switzerland) · 2026Article
- Population and pangenome analyses uncover the evolutionary dynamics of the peroxidase gene family in barley.BMC genomics · 2026Article
- Genome-Wide Identification of WRKY Gene Family in Artemisia and Its Expression Analysis of Aphid Resistance.International journal of molecular sciences · 2026Article
- Genome-Wide Analysis IdentifiesCurrent issues in molecular biology · 2026Article
- Large-scale plant genomic identification and analysis uncoverHorticulture research · 2026Article
- Pan-genome-wide characterization of the ascorbate peroxidase gene family reveals evolutionary dynamics and salt-responsive mechanisms in Fraxinus.BMC plant biology · 2026Article
- Evolutionary and functional characterization of BBX genes in the barley pangenome.BMC plant biology · 2026Article
- Genome-wide identification of the GATA transcription factor family in ten Cucurbitaceae species and expression analysis of ClGATA genes in watermelon stress responses.BMC genomics · 2026Article
- Pan-Genome Analysis and Expression Profiling ofGenes · 2026Article
- Pan-NLR gene family analyses decipher evolutionary dynamics, population diversity, and potential disease resistance genes in cucumber.BMC plant biology · 2026Article
- Identification and Analysis of the Terpene Synthases (TPS) Gene Family in Camellia Based on Pan-Genome.Genes · 2026Article
- Comparative genomic analysis of the MAPKKK gene family reveals WGD-driven expansion and strong evolutionary constraints in Asteraceae.Frontiers in plant science · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
Abstract
Genome-wide identification and comparative gene-family analyses have commonly been performed to investigate species-specific evolution linked to various traits and molecular pathways. However, most previous studies have been limited to gene screening in a single reference genome, failing to account for the gene presence/absence variations (gPAVs) in a species. Here, we propose an innovative pangenome-based approach for gene-family analyses based on orthologous gene groups (OGGs). Using the basic helix-loop-helix (bHLH) transcription factor family in barley as an example, we identified 161-176 bHLHs in 20 barley genomes, which can be classified into 201 OGGs. These 201 OGGs were further classified into 140 core, 12 softcore, 29 shell, and 20 line-specific/cloud bHLHs, revealing the complete profile of bHLH genes in barley. Using a genome-scanning approach, we overcame the genome annotation bias and identified an average of 1.5 un-annotated core bHLHs per barley genome. We found that whole-genome/segmental duplicates are predominant mechanisms contributing to the expansion of most core/softcore bHLHs, whereas dispensable bHLHs are more likely to result from small-scale duplication events. Interestingly, we noticed that the dispensable bHLHs tend to be enriched in the specific subfamilies SF13, SF27, and SF28, implying the potentially biased expansion of specific bHLHs in barley. We found that 50% of the bHLHs contain at least 1 intact transposon element (TE) within the 2-kb upstream-to-downstream region. bHLHs with copy-number variations (CNVs) have 1.48 TEs on average, significantly more than core bHLHs without CNVs (1.36), supporting a potential role of TEs in bHLH expansion. Analyses of selection pressure showed that dispensable bHLHs have experienced clear relaxation of selection compared with core bHLHs, consistent with their conservation patterns. We also integrated the pangenome data with recently available barley pantranscriptome data from 5 tissues and discovered apparent transcriptional divergence within and across bHLH subfamilies. We conclude that pangenome-based gene-family analyses can better describe the previously untapped, genuine evolutionary status of bHLHs and provide novel insights into bHLH evolution in barley. We expect that this study will inspire similar analyses in many other gene families and species.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.