ReviewGenes2023
Multi-Omics Pipeline and Omics-Integration Approach to Decipher Plant's Abiotic Stress Tolerance Responses.
Review in Genes, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 92 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
92 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Integrating multiomics driven bioengineering and regenerative approaches to improve soil health and productivity in climate adaptive soybean farming on problematic soils.Frontiers in microbiology · 2026Pooled it
- Influence of sound vibrations on plant holobionts: physiological pathways linking root function and rhizospheric microbial interactions.Plant signaling & behavior · 2026Review
- Metabolic reprogramming in plant defense: linking signaling networks to metabolomics-driven insights.Plant signaling & behavior · 2026Review
- Melatonin-enabled omics: understanding plant responses to single and combined abiotic stresses for climate-smart agriculture.GM crops & food · 2026Review
- Review
- Molecular mechanisms and agronomic strategies for thermotolerance in chili pepper (Capsicum annuum L.).Plant cell reports · 2026Review
- Hyperspectral imaging reveals early drought stress and associated molecular responses in lettuce for space agriculture.Plant phenomics (Washington, D.C.) · 2026Article
- Beyond Protein Abundance: Proteoform Diversity and Phosphoproteome Remodeling in Maize (Proteomes · 2026Review
- Turbocharging crop breeding with integrated biotechnology for a climate-resilient future.Journal of integrative plant biology · 2026Review
- Editorial for the Special Issue "Advances in Multi-Omics for Functional Genomics Studies and Molecular Breeding".Current issues in molecular biology · 2026Article
- FERONIA Modulates Translational Buffering Capacity of Ribosome-Associated Gene Module in Salt-Stressed Tomato Roots.Plants (Basel, Switzerland) · 2026Article
- Reactive Oxygen Species in Crop Plants: Production, Detoxification, Signaling, and Molecular Cross-Talk.Plants (Basel, Switzerland) · 2026Review
- CRISPR-enabled functional genomics for bolstering plant tolerance to abiotic and biotic stress; a comprehensive review.Functional & integrative genomics · 2026Review
- Artificial intelligence in plant salt stress research: from predictive models to multi-omics integration.Journal of experimental botany · 2026Review
- Host-dependent variation in free amino acid profiles and physiological responses enhancing drought tolerance in Santalum album.Scientific reports · 2026Article
- Multi-Omics Dissection of Drought Stress Responses in Crops: From Molecular Regulatory Networks to Climate-Resilient Breeding Applications.International journal of molecular sciences · 2026Review
- The Computational Revolution in Natural Product Research: A Data-Driven Roadmap for Next-Generation Drug Development.Biology · 2026Review
- Exploring the role of DNA damage response in seed priming to uncover key players for multi-stress tolerance.Journal of experimental botany · 2026Review
- Decoding plant physiology through systems biology: Integrative multi-omics and computational perspectives for next-generation crop design.Plant communications · 2026Review
- Peroxisomal acyl-CoA oxidase OsACX4 negatively regulates salt and drought stress tolerance by modulating cellular redox homeostasis in rice.Plant cell reports · 2026Article
32 more citing papers are in PubMed but not listed here.
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.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The present day's ongoing global warming and climate change adversely affect plants through imposing environmental (abiotic) stresses and disease pressure. The major abiotic factors such as drought, heat, cold, salinity, etc., hamper a plant's innate growth and development, resulting in reduced yield and quality, with the possibility of undesired traits. In the 21st century, the advent of high-throughput sequencing tools, state-of-the-art biotechnological techniques and bioinformatic analyzing pipelines led to the easy characterization of plant traits for abiotic stress response and tolerance mechanisms by applying the 'omics' toolbox. Panomics pipeline including genomics, transcriptomics, proteomics, metabolomics, epigenomics, proteogenomics, interactomics, ionomics, phenomics, etc., have become very handy nowadays. This is important to produce climate-smart future crops with a proper understanding of the molecular mechanisms of abiotic stress responses by the plant's genes, transcripts, proteins, epigenome, cellular metabolic circuits and resultant phenotype. Instead of mono-omics, two or more (hence 'multi-omics') integrated-omics approaches can decipher the plant's abiotic stress tolerance response very well. Multi-omics-characterized plants can be used as potent genetic resources to incorporate into the future breeding program. For the practical utility of crop improvement, multi-omics approaches for particular abiotic stress tolerance can be combined with genome-assisted breeding (GAB) by being pyramided with improved crop yield, food quality and associated agronomic traits and can open a new era of omics-assisted breeding. Thus, multi-omics pipelines together are able to decipher molecular processes, biomarkers, targets for genetic engineering, regulatory networks and precision agriculture solutions for a crop's variable abiotic stress tolerance to ensure food security under changing environmental circumstances.
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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.