Evidence map›Paper›PMID 41573168›Full record

ArticleBioinformatics advances2026

Puzzler: scalable one-command platinum-quality genome assembly from HiFi and Hi-C.

Justin Merondun, Qingyi Yu

Abstract read
In one paragraph

Article in Bioinformatics advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

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

2 authors.

Justin MerondunTropical Plant Genetic Resources and Disease Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, U.S. Department of Agriculture, Hilo, HI 96720, United States.ORCID https://orcid.org/0000-0001-5077-4096
Qingyi YuTropical Plant Genetic Resources and Disease Research Unit, Daniel K. Inouye U.S. Pacific Basin Agricultural Research Center, Agricultural Research Service, U.S. Department of Agriculture, Hilo, HI 96720, United States.ORCID https://orcid.org/0000-0001-5393-5764

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Motivation: Chromosome-level assemblies are essential for modern genomics, from comparative genomics and evolutionary studies to precision breeding. While integrated HiFi and Hi-C data now enable accurate chromosome-scale genome assemblies, the bioinformatic process remains complex and involves specialized tools and expertise. With large-scale pan-genomic efforts requiring dozens to hundreds of platinum quality chromosome-scale genomes, there is a need for scalable, portable, and user-friendly pipelines that streamline and standardize high-quality genome assembly workflows. Results: We introduce Puzzler, a containerized, scalable pipeline for chromosome-scale Availability and implementation: Puzzler is released into the public domain under 17 U.S.C. §105. Source code, documentation, and tutorials are available at https://github.com/merondun/puzzler and archived on Zenodo: https://doi.org/10.5281/zenodo.15733730 and https://doi.org/10.5281/zenodo.15693025. Pre-configured runtime environments including dependencies are provided via both a Conda environment (https://anaconda.org/heritabilities/puzzler) and an Apptainer hosted both on Zenodo and Sylabs (https://cloud.sylabs.io/library/merondun/default/puzzler).

Identifiers

PMID41573168
PMCPMC12820402

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.