Evidence map›Paper›PMID 42168298›Full record

ArticleScientific reports2026

Integrating temporal morphophysiological and genomic markers for precise classification of flowering time in cannabis.

Mehdi Babaei, Hossein Nemati, Hossein Arouiee, Davoud Torkamaneh

Abstract read
In one paragraph

Article in Scientific reports, 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

4 authors.

Mehdi BabaeiDépartement de Phytologie, Université Laval, Rue de l'Université, Québec City, Québec, G1V 0A6, Canada.
Hossein NematiDepartment of Horticultural Sciences, Ferdowsi University of Mashhad, Azadi Square, Mashhad, Razavi Khorasan, 9177948974, Iran. nemati@um.ac.ir.
Hossein ArouieeDepartment of Horticultural Sciences, Ferdowsi University of Mashhad, Azadi Square, Mashhad, Razavi Khorasan, 9177948974, Iran.
Davoud TorkamanehDépartement de Phytologie, Université Laval, Rue de l'Université, Québec City, Québec, G1V 0A6, Canada. davoud.torkamaneh.1@ulaval.ca.

Funding

Natural Sciences and Engineering Research Council of Canada ALLRP 591842
6 · The paper itself

Abstract

Indigenous Cannabis sativa populations exhibit remarkable diversity in their flowering-time responses to photoperiod cues, reflecting adaptation to varied environments. Understanding the genetic and physiological mechanisms underlying this variation is essential for optimizing cultivation and targeted breeding programs. This study characterizes flowering time diversity among 25 Iranian cannabis landrace populations using longitudinal morphophysiological and genomic approaches. Weekly data on six morphophysiological traits-stem diameter, height, growth rate, node number, internode length, and SPAD chlorophyll index-were collected over 13 weeks for female and 11 weeks for male plants, across 145 accessions genotyped by high-density genotyping-by-sequencing, yielding 233,624 high-quality SNPs. Integrated machine learning analysis of 234,002 features-encompassing SNPs, morphophysiological traits, and environmental variables-identified 53 discriminative features (22 genomic variants and 31 morphophysiological traits) that effectively classify auto, early, and late flowering accessions. Key genomic loci included AutoFlower3 (CsFTL3) on chromosome 08 and CircadianFloweringLocus1 (CsCFL1) on chromosome 09. Auto-flowering accessions showed distinct genetic and phenotypic separation consistent with photoperiod insensitivity, whereas early- and late-flowering groups exhibited overlapping distributions indicative of photoperiod-sensitive responses. These findings advance understanding of the biology of cannabis photoperiodic flowering and provide validated genomic markers for marker-assisted selection and breeding programs targeting specific photoperiod response types.

Indexed as

CannabisFlowersGenetic MarkersGenome, PlantGenomicsGenotypePhenotypePhotoperiodPolymorphism, Single NucleotideQuantitative Trait LociGenetic MarkersAutofloweringGenotyping-by-SequencingHeritabilityLongitudinal PhenotypingMarker-Assisted SelectionPhotoperiodism

Identifiers

PMID42168298
PMCPMC13396590

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.