Evidence map›Paper›PMID 36875725›Full record

ArticlePhysiology and molecular biology of plants : an international journal of functional plant biology2023

Artificial neural network modeling for deciphering the in vitro induced salt stress tolerance in chickpea (

Muhammad Aasim, Fatma Akin, Seyid Amjad Ali, Mehmet Burak Taskin, Muslume Sevba Colak, Khalid Mahmood Khawar

Open access · greenAbstract read
In one paragraph

Article in Physiology and molecular biology of plants : an international journal of functional plant biology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
6.4field-weighted citation impact, top 4% of its field
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

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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

6 citing papers in PubMed, 16 citations in OpenAlex.

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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 at 4 institutions in 1 country.

Muhammad AasimDepartment of Plant Protection, Faculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, Turkey.ORCID 0000-0002-8524-9029
Fatma AkinDepartment of Molecular Biology and Genetics, Faculty of Science, Necmettin Erbakan University, Konya, Turkey.
Seyid Amjad AliDepartment of Information Systems and Technologies, Bilkent University, Ankara, Turkey.
Mehmet Burak TaskinDepartment of Soil Science and Plant Nutrition, Faculty of Agriculture, Ankara University, Ankara, Turkey.
Muslume Sevba ColakDepartment of Agricultural Engineering, Faculty of Agriculture, Ankara University, Ankara, Turkey.
Khalid Mahmood KhawarDepartment of Field Crops, Faculty of Agriculture, Ankara University, Ankara, Turkey.
Ankara University · TRBilkent University · TRNecmettin Erbakan University · TRSivas State Hospital · TR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Salt stress is one of the most critical abiotic stresses having significant contribution in global agriculture production. Chickpea is sensitive to salt stress at various growth stages and a better knowledge of salt tolerance in chickpea would enable breeding of salt tolerant varieties. During present investigation, in vitro screening of desi chickpea by continuous exposure of seeds to NaCl-containing medium was performed. NaCl was applied in the MS medium at the rate of 6.25, 12.50, 25, 50, 75, 100, and 125 mM. Different germination indices and growth indices of roots and shoots were recorded. Mean germination (%) of roots and shoots ranged from 52.08 to 100%, and 41.67-100%, respectively. The mean germination time (MGT) of roots and shoots ranged from 2.40 to 4.78 d and 3.23-7.05 d. The coefficient of variation of the germination time (CVt) was recorded as 20.91-53.43% for roots, and 14.53-44.17% for shoots. The mean germination rate (MR) of roots was better than shoots. The uncertainty (U) values were tabulated as 0.43-1.59 (roots) and 0.92-2.33 (shoots). The synchronization index (Z) reflected the negative impact of elevated salinity levels on both root and shoot emergence. Application of NaCl exerted a negative impact on all growth indices compared to control and decreased gradually with elevated NaCl concentration. Results on salt tolerance index (STI) also revealed the reduced STI with elevated NaCl concentration and STI of roots was less than shoot. Elemental analysis revealed more Na and Cl accumulation with respective elevated NaCl concentrations. The In vitro growth parameters and STI values validated and predicted by multilayer perceptron (MLP) model revealed the relatively high Supplementary Information: The online version contains supplementary material available at 10.1007/s12298-023-01282-z.

Indexed as

Artificial neural networkChickpeaMathematical expressionsNaCl stressSalt tolerance

Identifiers

PMID36875725
PMCPMC9981858
OpenAlexW4318481164

What Socratic holds

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Registered trials

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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.