bioRxivMicrobiologyPreprint
ProFinder: Candidate constitutive promoter prediction across the bacterial tree for genetic tool development in non-model species
Abstract
Reliable constitutive promoters for non-model bacteria are lacking, resulting in a bottleneck for genetic tool development. Existing computational promoter predictors are trained on model Gammaproteobacteria and degrade on phylogenetically distant or compositionally atypical genomes. Here we present ProFinder, a computational method that integrates three biologically informed criteria for promoter prediction: a conserved 98-gene constitutive marker panel, an empirically derived intergenic search window, and a 72-motif {sigma}70 motif catalogue built from diverse lineages. From an input bacterial assembly, ProFinder returns a ranked shortlist of putative constitutive promoters. It matches the precision of full-genome classifiers and is more robust to GC extremes. Applied to 56,742 bacterial genomes spanning 149 phyla, ProFinder returned candidate promoters for 99.76%, delivering a pan-bacterial catalogue of pre-computed constitutive promoter parts to accelerate chassis development across the bacterial tree. ProFinder can be accessed at: https://plabase.cs.uni-tuebingen.de/profinder/.
- organism: bacteria (other)
- assay: whole-genome sequencing
- research focus: gene regulatory network inference
- research focus: variant calling
- research focus: database / resource
- approach: deep learning
- approach: statistical model
- Citations
- 0
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
- Promotech: A general tool for bacterial promoter recognition
Ruben Chevez-Guardado, Lourdes Peña‐Castillo·Genome biologyPeer-reviewed·Nov 17, 2021
- Benchmarking available bacterial promoter prediction tools: potentialities and limitations
Murilo Henrique Anzolini Cassiano, Rafael Silva‐Rocha·mSystemsPeer-reviewed·Aug 24, 2020
- Characterizing constitutive promoters across the Proteobacteria
Layla A. Schuster, Catalina Mejia, … Raquel Dias·bioRxiv·Nov 2, 2023
- GBactPro: cross-species bacterial promoter prediction using element-resolved promoter definitions
Hsiang-Yu Han, Yu-Chien Vicky Kao, … Jia‐Ming Chang·bioRxiv·Oct 29, 2026
- PromoterAtlas: decoding regulatory sequences across Gammaproteobacteria using a transformer model
Lucas Coppens, Rodrigo Ledesma‐Amaro·Nature CommunicationsPeer-reviewed·May 15, 2026
- Assessing and characterising the repertoire of constitutive promoter elements in soil metagenomic libraries in Escherichia coli
C. A. Westmann, L. d. F. Alves, … M.-E. Guazzaroni·bioRxiv·Oct 30, 2017