Evidence map›Paper›PMID 34276722›Full record

ArticleFrontiers in plant science2021

Harnessing Sorghum Landraces to Breed High-Yielding, Grain Mold-Tolerant Cultivars With High Protein for Drought-Prone Environments.

Mallela Venkata Nagesh Kumar, Vittal Ramya, Mahalingam Govindaraj, Chanda Venkata Sameer Kumar, Setaboyine Maheshwaramma, Seshu Gokenpally, Mathyam Prabhakar, Hariprasanna Krishna, Mulinti Sridhar, Maparla Venkata Ramana and 2 more

Abstract read
In one paragraph

Article in Frontiers in plant science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. A NovelPlants (Basel, Switzerland) · 2026
    Article
  2. Multi-environment evaluations reveal that peanut (Frontiers in plant science · 2026
    Article
  3. Article
  4. Sorghum as a monocot model for drought research.Frontiers in plant science · 2025
    Review
  5. Article
  6. Article
  7. Article
  8. 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

12 authors.

Mallela Venkata Nagesh KumarRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Vittal RamyaRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Mahalingam GovindarajSorghum Improvement Asia Program - International Crop Research Institute for Semi Arid Tropics, Patancheru, India.
Chanda Venkata Sameer KumarRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Setaboyine MaheshwarammaRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Seshu GokenpallyRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Mathyam PrabhakarIndian Council of Agricultural Research-Central Research Institute for Dryland Agriculture, Hyderabad, India.
Hariprasanna KrishnaIndian Council of Agricultural Research-Indian Institute of Millets Research, Hyderabad, India.
Mulinti SridharRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Maparla Venkata RamanaRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Kodari Avil KumarRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.
Rumandla JagadeeshwarRegional Agricultural Research Station, Palem - Professor Jayashankar Telangana State Agricultural University, Hyderabad, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Intermittent drought and an incidence of grain mold disease are the two major constraints affecting sorghum production and productivity. The study aimed at developing drought-tolerant sorghum varieties possessing a high protein content and tolerance to grain mold with stable performance using additive main effects and multiplicative interaction (AMMI) and genotype and genotype × environment interaction (GGE) biplot methods. Systematic hybridization among the 11 superior landraces resulted in subsequent pedigree-based breeding and selection from 2010 to 2015 evolved 19 promising varieties of grains such as white, yellow, and brown pericarp grains. These grain varieties were evaluated for their adaptability and stability for yield in 13 rainfed environments and for possessing tolerance to grain mold in three hot spot environments. A variety of yellow pericarp sorghum PYPS 2 (3,698 kg/ha; 14.52% protein; 10.70 mg/100 g Fe) possessing tolerance to grain mold was identified as a stable variety by using both AMMI and GGE analyses. Four mega-environments were identified for grain yield and fodder yield. Sorghum varieties PYPS 2, PYPS 4, PYPS 8, and PYPS 11 were highly stable in E2 with a low grain mold incidence. Besides meeting the nutritional demand of smallholder farmers under dryland conditions, these varieties are suitable for enhancing sorghum productivity under the present climate change scenario.

Indexed as

AMMIdrought toleranceG × E interactionGGE biplotgrain moldlandracessorghum

Identifiers

PMID34276722
PMCPMC8279770

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.