Evidence map›Paper›PMID 42358514›Full record

ArticleBioinformatics advances2026

pygenoscape: a Python package for spatial interpolation and visualization of genetic distance landscapes.

Andrew A Davinack, Rylie A Seaberg

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.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

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.

3 · Its place in the literature

Who cites it

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.

Andrew A DavinackDepartment of Biological, Chemical, and Environmental Sciences, Wheaton College, Norton, MA 02766, United States.ORCID https://orcid.org/0000-0002-1263-7119
Rylie A SeabergDepartment of Biological, Chemical, and Environmental Sciences, Wheaton College, Norton, MA 02766, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Motivation: Spatial genetic structure is central to population genetics and phylogeography, but many approaches rely on discrete population models or summary statistics that can obscure continuous geographic patterns. Results: We developed pygenoscape, an open-source Python package for transforming pairwise genetic distance data into continuous spatial representations of genetic turnover. The package accepts precomputed genetic distance matrices or aligned nucleotide sequence data and combine distance embedding, geographic projection, spatial interpolation, and interactive visualization in a reproducible command-line workflow. We demonstrate its utility using genome-wide data from the invasive bumblebee Availability and implementation: pygenoscape is freely available at https://github.com/parasiteguy/pygenoscape under the MIT License and can be installed from PyPI using pip install pygenoscape.

Identifiers

PMID42358514
PMCPMC13293121

What OpenQuestion holds

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LicenceCC BY
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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.