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Identifying, phasing, and structurally annotating sex chromosomes for genome assemblies using CBS-tools

A complete reference genome for species with chromosomally-determined separate sexes should contain scaffolds for all sex chromosome homologs.

By Whitt, Akozbek, Bentz +3

Score████░░░░░░4.5

VerdictWorth a reader's time today.

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Abstract

A complete reference genome for species with chromosomally-determined separate sexes should contain scaffolds for all sex chromosome homologs. However, sex chromosomes present distinct computational challenges compared to autosomes. Here we present a k-mer based analysis that utilizes whole-genome sequencing of a few sex-identified isolates: Cytogenetics-By-Sequencing (CBS) tools. Unlike other approaches that typically address one aspect of the sex chromosomes, CBS-tools strives to guide users from the discovery of the heterogametic sex through identifying the sex-determination region (SDR). The core of CBS-tools is automated quantification of sex-specific k-mers in order to predict the heterogametic sex. Using publicly-available datasets, CBS-tools correctly identified the known sex-system of the 31 species tested. Additionally, we used these k-mers to verify and correct phasing of sex chromosomes between haplotypes in species representing different sex-systems. Finally, we used these k-mers to delimit the SDR boundary using an interactive web platform. CBS-tools was developed with previously unexplored sex chromosome systems in mind, but is also suitable for well-examined sex chromosome pairs.

L. Whitt, L. Akozbek, P. C. Bentz, E. Armstrong, A. Harkess, S. B. Carey

The editor's rubric

Heuristic review

DimensionLevelWeightWhat that level means
Leverage████░ 424%A general-purpose tool used across several fields (Adam, ResNet, LoRA, next-generation sequencing).
Magnitude██░░░ 216%Solid incremental gain on a meaningful problem.
Evidence███░░ 320%Solid: multiple benchmarks or cohorts, ablations, fair baselines, released code or data.
Novelty███░░ 320%A genuinely new approach to an open problem.
Trajectory███░░ 310%A clear path to scale.
Stakes██░░░ 210%Benefits a professional community (practitioners, clinicians, engineers).

Editor’s rationale

Heuristic triage from title and abstract text only, not a reading of the paper. Cues found: method (we propose); breadth (many tasks, programmable); novelty (discovery); verification (multiple benchmarks).

How the score was computed

rank-2026-09-29

Score████░░░░░░4.5

Score = 10 × (75% × adjusted merit / 10 + 15% × attention + 10% × freshness)

Merit
6.0 / 10
Weighted rubric, evidence-gated.
Adjusted merit
4.8 / 10
Shrunk toward the desk prior by editor confidence (40%).
Attention
0%
Citations, upvotes, points, mentions.
Freshness
87%
Half-life decay since publication.

No attention signals recorded yet.

The record

  • Reviewed by heuristic-v2 on Sep 29, 2026, 23:53 UTC. Paper type: method.
  • Categories: genomics
  • BRIEF, No.5 in the Biology edition of September 30, 2026.
  • BRIEF, No.2 in the Biology edition of September 29, 2026.