Evidence map›Paper›PMID 41634567›Full record

ArticleBMC plant biology2026

Dissecting Salt-Induced growth and physiological responses in blackgram [Vigna mungo (L.) Hepper] via multivariate analysis.

Dhamotharan Palanisamy, Manivannan Narayana, Babu Rajendra Prasad Venugopal, Ganesan Kalipatty Nalliappan, Janaki Ponnusamy, Harish Sankarasubramanian

Abstract read
In one paragraph

Article in BMC plant biology, 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. 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

6 authors.

Dhamotharan PalanisamyCentre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, 641003, India.
Manivannan NarayanaCentre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, 641003, India. nm68@tnau.ac.in.ORCID http://orcid.org/0000-0001-5918-1799
Babu Rajendra Prasad VenugopalDepartment of Crop Physiology, Tamil Nadu Agricultural University, Coimbatore, 641003, India.
Ganesan Kalipatty NalliappanCentre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, 641003, India.
Janaki PonnusamyDepartment of Soil Science and Agricultural Chemistry, Tamil Nadu Agricultural University, Coimbatore, 641003, India.
Harish SankarasubramanianDepartment of Plant Pathology, Centre for Plant Protection Studies, Tamil Nadu Agricultural University, Coimbatore, 641003, India.

Funding

Council of Scientific and Industrial Research, Ministry of Science and Technology, Govt. of India, New Delhi CSIR-JRF-File No: 09/641(14045)/2022-EMR-I
6 · The paper itself

Abstract

Salinity tolerance in blackgram is genotype- and growth stage-specific, and the crop is highly susceptible to salinity stress. Therefore, deciphering the tolerance mechanisms of available germplasm is crucial for breeding genotypes with multiple salinity tolerance traits. In this study, a fuzzy logic based comprehensive approach using membership function values (MFVs) was employed to integrate multiple traits involving morphology (root and shoot length and their fresh and dry weights), ion accumulation (sodium and potassium), physiology (SPAD, NDVI, chlorophyll fluorescence, electrolyte leakage, and relative water content), and biochemical parameters (superoxide dismutase, catalase, ascorbate peroxidase, malondialdehyde, chlorophyll, and proline) into a single comprehensive metric for evaluating salt tolerance and to identify promising genotypes. Salinity stress significantly reduced fresh and dry biomass, photosynthetic pigments and related traits, relative water content, and potassium levels, while increasing sodium accumulation, electrolyte leakage, antioxidant enzyme activity, and proline content. Salinity-sensitive genotypes exhibited increased root length and higher sodium ion accumulation across all plant parts. In contrast, tolerant genotypes showed greater photosynthetic efficiency, chlorophyll content, enzymatic activity, higher leaf biomass, and better ion homeostasis throughout the plant. On the basis of principal component analysis (PCA) and membership function values, tolerant (VBG 19010 and VBG 17007) and susceptible (VBG 13003 and ADT 3) genotypes were identified for further molecular dissection. These tolerant genotypes can be used to identify the possible genomic regions and metabolites responsible for salinity tolerance in black gram and serve as valuable resources for crop breeding programs.

Indexed as

Salt ToleranceSodium ChlorideVignaChlorophyllGenotypeMultivariate AnalysisPhotosynthesisChlorophyllSodium ChlorideBlack gramHydroponicsMembership function valuePCASalinity tolerance at the seedling stage

Identifiers

PMID41634567
PMCPMC12964746

What OpenQuestion 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 OpenQuestion graph.