ArticlePlant physiology2019
Semiautomated Feature Extraction from RGB Images for Sorghum Panicle Architecture GWAS.
Article in Plant physiology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
26 citing papers in PubMed, 1 synthesis or guideline pooled it, 71 citations in OpenAlex.
- Meta-analysis identifies pleiotropic loci controlling phenotypic trade-offs in sorghum.Genetics · 2021Pooled it
- Toward Breeding by Gene Design: Constructing the Ideotype ofPlants (Basel, Switzerland) · 2026Review
- SpykProps: an imaging pipeline to quantify architecture in unilateral grass inflorescences.Plant methods · 2023Article
- Genetic control of morphological traits useful for improving sorghum.Breeding science · 2023Article
- Interspecies transfer of RAMOSA1 orthologs and promoter cis sequences impacts maize inflorescence architecture.Plant physiology · 2023Article
- Article
- Evaluating Introgression Sorghum Germplasm Selected at the Population Level While Exploring Genomic Resources as a Screening Method.Plants (Basel, Switzerland) · 2023Article
- Discovering useful genetic variation in the seed parent gene pool for sorghum improvement.Frontiers in genetics · 2023Article
- Selection Signatures in Chinese Sorghum Reveals Its Unique Liquor-Making Properties.Frontiers in plant science · 2022Article
- A SNP-based GWAS and functional haplotype-based GWAS of flag leaf-related traits and their influence on the yield of bread wheat (Triticum aestivum L.).TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2021Article
- Dissection of the Genetic Basis of Rice Panicle Architecture Using a Genome-wide Association Study.Rice (New York, N.Y.) · 2021Article
- Sorghum breeding in the genomic era: opportunities and challenges.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2021Review
- Exploring genetic architecture for pod-related traits in soybean using image-based phenotyping.Molecular breeding : new strategies in plant improvement · 2021Article
- Genome-Wide Association Study Reveals Marker-Trait Associations for Early Vegetative Stage Salinity Tolerance in Rice.Plants (Basel, Switzerland) · 2021Article
- Status and prospects of genome-wide association studies in plants.The plant genome · 2021Review
- Genome-Wide Association Mapping Identifies Novel Panicle Morphology Loci and Candidate Genes in Sorghum.Frontiers in plant science · 2021Article
- Robotic Technologies for High-Throughput Plant Phenotyping: Contemporary Reviews and Future Perspectives.Frontiers in plant science · 2021Review
- Identification for surrogate drought tolerance in maize inbred lines utilizing high-throughput phenomics approach.PloS one · 2021Article
- Detection of the Progression of Anthesis in Field-Grown Maize Tassels: A Case Study.Plant phenomics (Washington, D.C.) · 2021Article
- Automated trichome counting in soybean using advanced image-processing techniques.Applications in plant sciences · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Because structural variation in the inflorescence architecture of cereal crops can influence yield, it is of interest to identify the genes responsible for this variation. However, the manual collection of inflorescence phenotypes can be time consuming for the large populations needed to conduct genome-wide association studies (GWAS) and is difficult for multidimensional traits such as volume. A semiautomated phenotyping pipeline, TIM (Toolkit for Inflorescence Measurement), was developed and used to extract unidimensional and multidimensional features from images of 1,064 sorghum (
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.