Evidence map›Paper›PMID 40644372›Full record

ArticleGenetics2026

The Fruit Fly Auxodrome: a computer vision setup for longitudinal studies of Drosophila development.

Changyuan Wang, Denis F Faerberg, Stanislav Y Shvartsman, Robert A Marmion

Abstract read
In one paragraph

Article in Genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Optogenetic control of transition to metamorphosis.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
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

4 authors.

Changyuan WangDepartment of Physics, Princeton University, Princeton, NJ 08544, United States.ORCID 0009-0007-5432-9601
Denis F FaerbergLewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, United States.ORCID 0000-0003-2047-429X
Stanislav Y ShvartsmanLewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, United States.ORCID 0000-0002-9152-9334
Robert A MarmionLewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, United States.ORCID 0000-0002-3895-0584

Funding

Quantitavie and Computational Biology Graduate ProgramT32HG003284 · NHGRI · PRINCETON UNIVERSITY · PI Joshua Michael Akey, Stanislav Y. Shvartsman · 2004 to 2026
$9.9M
Collective dynamics in cell clustersR01GM134204 · NIGMS · PRINCETON UNIVERSITY · PI Stanislav Y. Shvartsman · 2019 to 2026
$2.6M
Mechanisms of signal integration in developmental control of organ size and tissue patterningR01HD085870 · NICHD · UNIVERSITY OF MASSACHUSETTS BOSTON · PI VERAKSA, ALEXEY · 2016 to 2020
$1.6M
Mechanisms of signal integration in developmental control of organ size and tissue patterningR01GM141843 · NIGMS · UNIVERSITY OF MASSACHUSETTS BOSTON · PI VERAKSA, ALEXEY · 2021 to 2024
$1.2M
NHGRI NIH HHS T32 HG003284NHGRI NIH HHS T32HG003284NICHD NIH HHS R01 HD085870NIGMS NIH HHS R01 GM134204NIGMS NIH HHS R01 GM141843NIH HHS R01GM134204NIH HHS R01GM141843NIH HHS R01HD085870Simons Foundation
6 · The paper itself

Abstract

Studies in Drosophila have contributed a great deal to our understanding of developmental mechanisms. Indeed, familiar names of critical signaling components, such as Hedgehog and Notch, have their origins in the readily identifiable morphological phenotypes of Drosophila. Most studies that led to the identification of these and many other highly conserved genes were based on the end-point phenotypes, such as the larval cuticle or the adult wing. Additional information can be extracted from longitudinal studies, which can reveal how the phenotypes emerge over time. Here we present the Fruit Fly Auxodrome, an experimental setup that enables monitoring and quantitative analysis of the entirety of development of 96 individually housed Drosophila from hatching to eclosion. The Auxodrome combines an inexpensive live imaging setup and a computer vision pipeline that provides access to a wide range of quantitative information, such as the times of hatching and pupation, as well as dynamic patterns of larval activity. We demonstrate the Auxodrome in action by recapitulating several previously reported features of wild-type development as well as developmental delay in a Drosophila model of a human disease. The scalability of the presented design makes it readily suitable for large-scale longitudinal studies in multiple developmental contexts.

Indexed as

DrosophilaDrosophila melanogasterAnimalsLarvaPhenotypeAnimaliacomputer visiondevelopmentDrosophilalive-imaginglongitudinalsyndromes

Identifiers

PMID40644372
PMCPMC12774832

What Socratic holds

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Registered trials

None linked

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 Socratic graph.