The DOI matches its Crossref record; 208 of the 210 references it cites were found in a registry or an index.
Plant Metabolomics: An Overview of the Role of Primary and Secondary Metabolites against Different Environmental Stress Factors
Open accessAbstract
Several environmental stresses, including biotic and abiotic factors, adversely affect the growth and development of crops, thereby lowering their yield. However, abiotic factors, e.g., drought, salinity, cold, heat, ultraviolet radiations (UVr), reactive oxygen species (ROS), trace metals (TM), and soil pH, are extremely destructive and decrease crop yield worldwide. It is expected that more than 50% of crop production losses are due to abiotic stresses. Moreover, these factors are responsible for physiological and biochemical changes in plants. The response of different plant species to such stresses is a complex phenomenon with individual features for several species. In addition, it has been shown that abiotic factors stimulate multi-gene responses by making modifications in the accumulation of the primary and secondary metabolites. Metabolomics is a promising way to interpret biotic and abiotic stress tolerance in plants. The study of metabolic profiling revealed different types of metabolites, e.g., amino acids, carbohydrates, phenols, polyamines, terpenes, etc, which are accumulated in plants. Among all, primary metabolites, such as amino acids, carbohydrates, lipids polyamines, and glycine betaine, are considered the major contributing factors that work as osmolytes and osmoprotectants for plants from various environmental stress factors. In contrast, plant-derived secondary metabolites, e.g., phenolics, terpenoids, and nitrogen-containing compounds (alkaloids), have no direct role in the growth and development of plants. Nevertheless, such metabolites could play a significant role as a defense by protecting plants from biotic factors such as herbivores, insects, and pathogens. In addition, they can enhance the resistance against abiotic factors. Therefore, metabolomics practices are becoming essential and influential in plants by identifying different phytochemicals that are part of the acclimation responses to various stimuli. Hence, an accurate metabolome analysis is important to understand the basics of stress physiology and biochemistry. This review provides insight into the current information related to the impact of biotic and abiotic factors on variations of various sets of metabolite levels and explores how primary and secondary metabolites help plants in response to these stresses.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Figures




Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“While the consistency of the leaves was standardized by selecting those with a similar structure and without damage, tree age and growth stage may still influence the phytochemical profile and antioxidant activity.”
From Comparative Analysis of Infusions and Ethanolic Extracts of Annona muricata Leaves from Colima, Mexico: Phytochemical Profile and Antioxidant Activity (2024) · cites this paper as [63]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Older trees might produce different concentrations of secondary metabolites compared to younger ones, potentially affecting the antioxidant capacity of the extracts and infusions [62,63,64].”
From Comparative Analysis of Infusions and Ethanolic Extracts of Annona muricata Leaves from Colima, Mexico: Phytochemical Profile and Antioxidant Activity (2024) · cites this paper as [63]
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
van den Berg, R. A., Hoefsloot, H. C., Westerhuis, J. A., Smilde, A. K., & van der Werf, M. J. (2006) · BMC Genomics · doi:10.1186/1471-2164-7-142 · Cited by 2,450
Physiological, Biochemical, and Molecular Mechanisms of Heat Stress Tolerance in Plants
Hasanuzzaman, M., Nahar, K., Alam, M., Roychowdhury, R., & Fujita, M. (2013) · International Journal of Molecular Sciences · doi:10.3390/ijms14059643 · Cited by 2,313
Response of Phenylpropanoid Pathway and the Role of Polyphenols in Plants under Abiotic Stress
Sharma, A., Shahzad, B., Rehman, A., Bhardwaj, R., Landi, M., & Zheng, B. (2019) · Molecules · doi:10.3390/molecules24132452 · Cited by 2,090
Proline accumulation in plants: a review
Verbruggen, N., & Hermans, C. (2008) · Amino Acids · doi:10.1007/s00726-008-0061-6 · Cited by 1,952
Animal Communication: When I'm Calling You, Will You Answer Too?
Vickers, N. J. (2017) · Current Biology · doi:10.1016/j.cub.2017.05.064 · Cited by 1,793
Contribution of phenylpropanoid metabolism to plant development and plant–environment interactions
Dong, N., & Lin, H. (2020) · Journal of Integrative Plant Biology · doi:10.1111/jipb.13054 · Cited by 1,772
Rizhsky, L., Liang, H., Shuman, J. L., Shulaev, V., Davletova, S., & Mittler, R. (2004) · PLANT PHYSIOLOGY · doi:10.1104/pp.103.033431 · Cited by 1,724
A comprehensive classification system for lipids
Fahy, E., Subramaniam, S., Brown, H. A., Glass, C. K., Merrill, A. H., Murphy, R. C., Raetz, C. R. H., Russell, D. W., Seyama, Y., Shaw, W., et al. (2005) · Journal of Lipid Research · doi:10.1194/jlr.e400004-jlr200 · Cited by 1,699
Plant phenolics: Recent advances on their biosynthesis, genetics, and ecophysiology
Cheynier, V., Comte, G., Davies, K. M., Lattanzio, V., & Martens, S. (2013) · Plant Physiology and Biochemistry · doi:10.1016/j.plaphy.2013.05.009 · Cited by 1,367
Nakabayashi, R., Yonekura‐Sakakibara, K., Urano, K., Suzuki, M., Yamada, Y., Nishizawa, T., Matsuda, F., Kojima, M., Sakakibara, H., Shinozaki, K., et al. (2013) · The Plant Journal · doi:10.1111/tpj.12388 · Cited by 1,346
Research works printed but not linked: 13
- Athar, H., and Ashraf, M. (2009). Salinity and Water Stress, Springer.
- Hummel, J., Strehmel, N., Bölling, C., Schmidt, S., Walther, D., and Kopka, J. (2013). The Handbook of Plant Metabolomics, Wiley.
- Das, 2021, Climate Change and Crop Stresses, Biot. Res. Today, 3, 351
- Ghag, S.B., Ganapathi, T., Jain, S.M., and Penna, S. (2022). Omics in Horticultural Crops, Elsevier.
- Wang, J.H., Byun, J., and Pennathur, S. (2010). Seminars in Nephrology, Elsevier.
- Ghatak, A., Chaturvedi, P., and Weckwerth, W. (2018). Plant Genetics and Molecular Biology, Springer.
- Dikilitas, M., Simsek, E., and Roychoudhury, A. (2020). Protective Chemical Agents in the Amelioration of Plant Abiotic Stress: Biochemical and Molecular Perspectives, Wiley.
- Krasavina, M.S., Burmistrova, N.A., and Raldugina, G.N. (2014). Emerging Technologies and Management of Crop Stress Tolerance, Elsevier.
- Bosila, 2016, Enhancement of callus growth and hyoscyamine alkaloid production in Hyoscyamus muticus by nanotechnology, biotic elicitor and precursor, Int. J. ChemTech. Res., 9, 135
- Cabane, M., Afif, D., and Hawkins, S. (2012). Advances in Botanical Research, Elsevier.
- Toffolatti, S.L., Maddalena, G., Passera, A., Casati, P., Bianco, P.A., and Quaglino, F. (2021). Biocontrol Agents and Secondary Metabolites, Elsevier.
- Al Musayeib, N.M., Musarat, A., and Maqsood, F. (2022). Eco-Friendly Biobased Products Used in Microbial Diseases, CRC Press.
- Davodnia, 2017, Evaluation of drought and salinity stresses on morphological and biochemical characteristics in four species of Papaver, Eco-Phytochem. J. Med. Plants, 5, 24
Cited by
Sorted by citations
Загоскина, Н. В., Zubova, M. Y., Nechaeva, T. L., Kazantseva, V. V., Goncharuk, E. A., Katanskaya, V. M., Baranova, E. N., & Aksenova, M. A. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms241813874 · Cited by 464
Rao, M. J., & Zheng, B. (2025) · Antioxidants · doi:10.3390/antiox14010074 · Cited by 385
Shiade, S. R. G., Zand-Silakhoor, A., Fathi, A., Rahimi, R., Minkina, T., Rajput, V. D., Zulfiqar, U., & Chaudhary, T. (2024) · Plant Stress · doi:10.1016/j.stress.2024.100454 · Cited by 152
Multi-Omics Approaches Against Abiotic and Biotic Stress—A Review
Varadharajan, V., Rajendran, R., Muthuramalingam, P., Runthala, A., Madhesh, V., Swaminathan, G., Murugan, P., Srinivasan, H., Park, Y., Shin, H., et al. (2025) · Plants · doi:10.3390/plants14060865 · Cited by 130
AbuQamar, S. F., El‐Saadony, M. T., Saad, A. M., Desoky, E. M., Elrys, A. S., El-Mageed, T. A. A., Semida, W. M., Abdelkhalik, A., Mosa, W. F. A., Alkafaas, S. S., et al. (2024) · Plant Stress · doi:10.1016/j.stress.2024.100482 · Cited by 118
Phyto-microbiome to mitigate abiotic stress in crop plants
Singh, A., Mazahar, S., Chapadgaonkar, S. S., Giri, P., & Shourie, A. (2023) · Frontiers in Microbiology · doi:10.3389/fmicb.2023.1210890 · Cited by 116
Roy, A., Mandal, M., Das, S., Popek, R., Rakwal, R., Agrawal, G. K., Awasthi, A., & Sarkar, A. (2024) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2023.169763 · Cited by 102
Environmental factors on secondary metabolism in medicinal plants: exploring accelerating factors
Alami, M. M., Guo, S., Mei, Z., Yang, G., & Wang, X. (2024) · Medicinal Plant Biology · doi:10.48130/mpb-0024-0016 · Cited by 89
Amin, A., Zaman, W., & Park, S. (2025) · Genes · doi:10.3390/genes16070809 · Cited by 82
Nanoparticles as a Tool for Alleviating Plant Stress: Mechanisms, Implications, and Challenges
Kumari, A., Gupta, A. K., Sharma, S., Jadon, V. S., Sharma, V., Chun, S. C., & Sivanesan, I. (2024) · Plants · doi:10.3390/plants13111528 · Cited by 83
Khan, N. (2025) · Plant Cell & Environment · doi:10.1111/pce.15473 · Cited by 73
Chen, L., Geng, J., Guo, Z., & Huang, X. (2023) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2023.117233 · Cited by 63
Plant secondary metabolites against biotic stresses for sustainable crop protection
Jahan, T., Huda, M. N., Zhang, K., He, Y., Lai, D., Dhami, N., Quinet, M., Ali, M. A., Kreft, I., Woo, S.-H., et al. (2025) · Biotechnology Advances · doi:10.1016/j.biotechadv.2025.108520 · Cited by 63
Barthwal, R., & Mahar, R. (2024) · Metabolites · doi:10.3390/metabo14020119 · Cited by 60
Progress in Transcriptomics and Metabolomics in Plant Responses to Abiotic Stresses
Yu, T., Ma, X., Zhang, J., Cao, S., Cao, S., Li, W., & Yang, G. (2025) · Current Issues in Molecular Biology · doi:10.3390/cimb47060421 · Cited by 63
Sana, Aftab, T., Naeem, M. S., Jha, P. K., & Prasad, P. V. V. (2025) · Frontiers in Plant Science · doi:10.3389/fpls.2025.1569014 · Cited by 49
Unlocking Plant Resilience: Metabolomic Insights into Abiotic Stress Tolerance in Crops
Głuchowska, A., Zieniuk, B., & Pawełkowicz, M. E. (2025) · Metabolites · doi:10.3390/metabo15060384 · Cited by 45
Perdomo, S. A., Valencia, D. P., Velez, G. E., & Jaramillo-Botero, A. (2024) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2024.116261 · Cited by 43
Ureña-Vacas, I., Belén, A. D. L. R. M., Serrano, D. R., & González‐Burgos, E. (2024) · Current Research in Biotechnology · doi:10.1016/j.crbiot.2024.100235 · Cited by 41
Phenolic amides (avenanthramides) in oats – an update review
Xie, X., Lin, M., Xiao, G., Liu, H., Wang, F., Liu, D., Ma, L., Wang, Q., & Li, Z. (2024) · Bioengineered · doi:10.1080/21655979.2024.2305029 · Cited by 40
Kale, S. S., Chauhan, R., Nigam, B., Gosavi, S., & Chaudhary, I. J. (2024) · Biocatalysis and Agricultural Biotechnology · doi:10.1016/j.bcab.2024.103066 · Cited by 38
Sarfraz, Z., Zarlashat, Y., Ambreen, A., Mujahid, M., Iqbal, M. S., Fatima, S. A., Iqbal, M. S., Iqbal, R., & Fiaz, S. (2025) · Plant Breeding · doi:10.1111/pbr.13277 · Cited by 38
Chemotaxonomy, an Efficient Tool for Medicinal Plant Identification: Current Trends and Limitations
Amin, A., & Park, S. (2025) · Plants · doi:10.3390/plants14142234 · Cited by 38
Zarbakhsh, S., Fakhrzad, F., Rajković, D. D., Niedbała, G., & Piekutowska, M. (2025) · Current Plant Biology · doi:10.1016/j.cpb.2025.100535 · Cited by 33
Imran, M., Wu, Q., Guanming, C., & Zhou, L. (2025) · GM crops & food · doi:10.1080/21645698.2025.2559489 · Cited by 33
Chai, S., Deng, W., Yang, J., Guo, L., Wang, L., Jiang, Y., Liao, J., Deng, X., Yang, R., Zhang, Y., et al. (2024) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2024.134245 · Cited by 32
Valorization of soybean by‐products for sustainable waste processing with health benefits
Usman, M., Li, Q., Luo, D., Xing, Y., & Dong, D. (2024) · Journal of the Science of Food and Agriculture · doi:10.1002/jsfa.13999 · Cited by 32
Elicitation: “A Trump Card” for Enhancing Secondary Metabolites in Plants
Selwal, N., Goutam, U. K., Akhtar, N., Sood, M., & Kukreja, S. (2024) · Journal of Plant Growth Regulation · doi:10.1007/s00344-024-11294-y · Cited by 28
Hacham, Y., Kaplan, A., Cohen, E., Gal, M., & Amir, R. (2024) · Journal of Integrative Plant Biology · doi:10.1111/jipb.13799 · Cited by 28
El-Hack, M. E. A., Allam, A. A., Aldhalmi, A. K., Kamal, M., Arif, M. A., Alawam, A. S., Rudayni, H. A., Taha, A. E.-S., Swelum, A. A., Elolimy, A. A., et al. (2025) · Frontiers in Veterinary Science · doi:10.3389/fvets.2025.1594749 · Cited by 29
Unraveling the genetic and molecular basis of heat stress in cotton
Ijaz, A., Anwar, Z., Ali, A., Ditta, A., Shani, M. Y., Haidar, S., Wang, B., Liu, F., Khan, S. M.-U.-D., & Khan, M. K. R. (2024) · Frontiers in Genetics · doi:10.3389/fgene.2024.1296622 · Cited by 27
Kanojia, A., Lyall, R., Sujeeth, N., Alseekh, S., Martínez-Rivas, F. J., Fernie, A. R., Gechev, T., & Petrov, V. (2024) · Plant Stress · doi:10.1016/j.stress.2024.100692 · Cited by 27
Hou, M., Leng, C., Zhu, J., Yang, M., Yin, Y., Xing, Y.-M., & Chen, J. (2024) · Environmental Microbiome · doi:10.1186/s40793-024-00614-0 · Cited by 25
Plant-Derived Bioactive Compounds: One Health Perspective
Gonçalves, A. C., Pinto, A. R., Cima, A., Olo-Fontinha, E., Martins, J. C. L., Garcia, J., Lemos, A. M., Saavedra, M. J., Pintado, M., & Alves, M. J. (2025) · Applied Sciences · doi:10.3390/app16010327 · Cited by 24
Copper homeostasis: Crosstalk with plant secondary metabolism and stress responses
Akhtar, M. T., Lu, Z., Ren, S., Zou, H.-L., Noor, I., & Jin, B. (2025) · Plant Science · doi:10.1016/j.plantsci.2025.112795 · Cited by 23
Advances in Monitoring Crop and Soil Nutrient Status: Proximal and Remote Sensing Techniques
Fischer, P. T. B., Carella, A., Massenti, R., Fadhilah, R., & Bianco, R. L. (2025) · Horticulturae · doi:10.3390/horticulturae11020182 · Cited by 22
Zha, L., Wei, S., Huang, D., & Zhang, J. (2024) · Journal of Agricultural and Food Chemistry · doi:10.1021/acs.jafc.4c00394 · Cited by 21
Chitosan as an Elicitor in Plant Tissue Cultures: Methodological Challenges
Chowdhury, M. R., Mehmet, M., Mukherjee, J., Debnath, A. J., & Ražná, K. (2025) · Molecules · doi:10.3390/molecules30173476 · Cited by 21
Geeganage, J. R., & Gunathilaka, M. D. T. L. (2024) · Journal of Herbal Medicine · doi:10.1016/j.hermed.2024.100884 · Cited by 21
Alzahrani, A. R., Hosny, N., Mohamed, D. I., Nahas, H. H. A., Albogami, A., Al-Hazani, T. M. I., Ibrahim, I. A. A., Falemban, A. H., Bamagous, G. A., & Saied, E. M. (2024) · RSC Advances · doi:10.1039/d4ra02131b · Cited by 20
Singh, D., Singh, N., Dwivedi, S., & Trivedi, P. K. (2024) · Plant Cell Tissue and Organ Culture (PCTOC) · doi:10.1007/s11240-024-02925-z · Cited by 20
Deciphering nutrient stress in plants: integrative insight from metabolomics and proteomics
Moshood, A. Y., Abdulraheem, M. I., Li, L., Zhang, Y., Raghavan, V., & Hu, J. (2025) · Functional & Integrative Genomics · doi:10.1007/s10142-025-01551-y · Cited by 20
Wheat domestication alters root metabolic functions to drive the assembly of endophytic bacteria
Deng, L., Zhang, A., Wang, A., Zhang, H., Wang, T., Song, W., & Yue, H. (2024) · The Plant Journal · doi:10.1111/tpj.16972 · Cited by 20
He, Y., Zhang, W., Zuo, X., Li, J., Ming, X., Zhang, Y., You, J., Zhao, W. G., & Chen, X. (2024) · Scientific Reports · doi:10.1038/s41598-024-82551-z · Cited by 19
Gaikwad, P. N., Sidhu, G. S., Brar, N. S., Singh, J., Tokala, V. Y., Sharma, A., & Manchanda, P. (2025) · Plant Growth Regulation · doi:10.1007/s10725-025-01308-4 · Cited by 19
Lavanya, M., Selvam, K., Prakash, P., & Shivaswamy, M. S. (2023) · Process Biochemistry · doi:10.1016/j.procbio.2023.11.032 · Cited by 18
Yadav, V., Zhong, H., Patel, M. K., Zhang, S., Zhou, X., Zhang, C., Zhang, J., Su, J., Zhang, F., & Wu, X. (2024) · Plant Stress · doi:10.1016/j.stress.2024.100356 · Cited by 18
EL-BELTAGI, H. S., Nada, R. S., Mady, E. A., Ashmawi, A. E., Gashash, E. A., Elateeq, A. A., Suliman, A. A., Al‐Harbi, N. A., Al-Qahtani, S. M., Zarad, M. M., et al. (2023) · Agronomy · doi:10.3390/agronomy13051189 · Cited by 18
Self-citationCuticular proteins: Essential molecular code for insect survival
Qi, H., & Liu, T. (2025) · Insect Biochemistry and Molecular Biology · doi:10.1016/j.ibmb.2025.104402 · Cited by 18
Srivastava, Y., Saini, N., Nishu, Yadav, S., Tripathi, S., Kumar, A., Yadav, N., Saini, M., & Sangwan, N. S. (2026) · Frontiers in Genetics · doi:10.3389/fgene.2026.1762633 · Cited by 20
Sathasivam, R., Kim, N. S., Lim, J., Yang, S. H., Kim, B.-K., Park, H. W., Kim, J. K., & Park, S. U. (2024) · Food Chemistry · doi:10.1016/j.foodchem.2024.142394 · Cited by 17
Assouguem, A., Annemer, S., Kara, M., & Lazraq, A. (2025) · Phyton · doi:10.32604/phyton.2025.065750 · Cited by 19
Guo, Z., He, S., Zhong, X., Yang, N., & Xu, D. (2025) · Journal of Plant Physiology · doi:10.1016/j.jplph.2025.154545 · Cited by 16
Hernandez-Fuentes, G. A., Delgado-Enciso, O. G., Larios-Cedeño, E. G., Sánchez-Galindo, J. M., Ceballos-Magaña, S. G., Pineda-Urbina, K., Alcalá-Pérez, M. A., Magaña-Vergara, N. E., Delgado-Enciso, J., Díaz-Llerenas, U., et al. (2024) · Life · doi:10.3390/life14121702 · Cited by 15
Mekinić, I. G., Politeo, O., Ljubenkov, I., Mastelić, L., Popović, M., Bratinčević, M. V., Šimat, V., Radman, S., Skroza, D., Ninčević, T., et al. (2024) · Food Chemistry X · doi:10.1016/j.fochx.2024.101386 · Cited by 15
Sridhar, D., Alherwairini, S. S., Eswaran, S. U. D., Barasarathi, J., Sundaram, L., & Sayyed, R. Z. (2025) · Scientific Reports · doi:10.1038/s41598-025-15589-2 · Cited by 14
Ali, B., Khan, Z., Imin, N., Janda, T., & Gholizadeh, F. (2026) · International Journal of Molecular Sciences · doi:10.3390/ijms27115008 · Cited by 14
Al‐Hazmi, N. E., & Naguib, D. M. (2023) · Plant and Soil · doi:10.1007/s11104-023-06358-z · Cited by 14
Nilofar, N., Duran, T., Uba, A. İ., Cvetanović, A. D., Božunović, J., Gašić, U. M., Bouyahya, A., Yıldıztugay, E., Ferrante, C., & Zengin, G. (2023) · Journal of Separation Science · doi:10.1002/jssc.202300678 · Cited by 14
Hyeon, H., Jang, E. B., Kim, S. C., Yoon, S., Go, B., Lee, J.-D., Hyun, H. B., & Ham, Y. (2024) · Plants · doi:10.3390/plants13020167 · Cited by 14
Razgonova, M. P., Nawaz, M. A., Sabitov, A., & Golokhvast, K. S. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms251810085 · Cited by 14
Gatti, N., Serio, G., Maghrebi, M., Gentile, C., Bertea, C. M., & Mannino, G. (2025) · Current Plant Biology · doi:10.1016/j.cpb.2025.100438 · Cited by 14
Ullah, M., Batool, M., El-Badri, A. M., Ikram, M., Zheng, L., Khalid, B., Mohamed, I. A. A., Chang, L., Wang, B., Kuai, J., et al. (2025) · Horticultural Plant Journal · doi:10.1016/j.hpj.2025.01.017 · Cited by 14
Nutraceutical Profile Characterization in Apricot (Prunus armeniaca L.) Fruits
Ortuño-Hernández, G., Silva, M., Toledo, R., Ramos, H., Reis-Mendes, A., Ruiz, D., Martínez-Gómez, P., Ferreira, I. M. P. L. V. O., & Salazar, J. A. (2025) · Plants · doi:10.3390/plants14071000 · Cited by 13
Venkatachalam, K., Charoenphun, N., Lekjing, S., & Noonim, P. (2023) · Foods · doi:10.3390/foods13010072 · Cited by 13
Custódio, L. M. B., Cziáky, Z., Castañeda‐Loaiza, V., & Rodrigues, M. J. (2024) · Plant Cell Tissue and Organ Culture (PCTOC) · doi:10.1007/s11240-024-02690-z · Cited by 13
Deryabin, A. N., Zhukova, K., Нарайкина, Н. В., & Venzhik, Y. V. (2024) · Metabolites · doi:10.3390/metabo14040199 · Cited by 13
A Guide to Metabolic Network Modeling for Plant Biology
Rao, X., & Liu, W. (2025) · Plants · doi:10.3390/plants14030484 · Cited by 13
Metabolomics Profiling and Advanced Methodologies for Wheat Stress Research
Liu, Z., You, J., Zhao, P., Wang, X., Sun, S., Wang, X., Gu, S., & Xu, Q. Y. (2025) · Metabolites · doi:10.3390/metabo15020123 · Cited by 13
Selwal, N., Tabassum, Z., Rahayu, F., Yulia, N. D., Sugiono, S., Endarto, O., Riajaya, P. D., Djajadi, D., Khamidah, A., & Wani, A. K. (2023) · Biocatalysis and Agricultural Biotechnology · doi:10.1016/j.bcab.2023.102845 · Cited by 13
Raghav, M., Dubey, A., & Singh, J. (2025) · Phytochemical Analysis · doi:10.1002/pca.70029 · Cited by 13
Pereira, L. M., Maciel, G. M., Siquieroli, A. C. S., Luz, J. M. Q., Ribeiro, A. L. A., de Oliveira, C. S., Pinto, F. G., & Ikehara, B. R. M. (2024) · Plants · doi:10.3390/plants13111522 · Cited by 12
Jeong, S. J., Zhang, Q., Niu, G., & Zhen, S. (2024) · Frontiers in Plant Science · doi:10.3389/fpls.2024.1497672 · Cited by 12
CAS1-synthesized β-Caryophyllene enhances broad-spectrum stress resistance in tomatoes
Yang, F., Zhu, L., Liu, Z., & Zhou, J. (2025) · Plant Physiology and Biochemistry · doi:10.1016/j.plaphy.2025.109726 · Cited by 12
Tian, M., Sun, Y., Zhang, G., Xu, Y., Zhu, J., Huang, W., Wang, Y., Zhang, B., Li, Z., Lin, S., et al. (2025) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2505532122 · Cited by 12
Manchanda, P., Chaudhary, P., & Deswal, R. (2023) · Physiology and Molecular Biology of Plants · doi:10.1007/s12298-023-01367-9 · Cited by 12
Metabolic reprogramming in plant defense: linking signaling networks to metabolomics-driven insights
Khan, S., KORAI, Z., Yang, L., Korai, S. K., Li, S., Zulfiqar, U., Alotaibi, M. S., Asadullaeva, D., Muminov, M. M., Gururani, M. A., et al. (2026) · Plant Signaling & Behavior · doi:10.1080/15592324.2026.2672221 · Cited by 14
Gandhi, A., Reichelt, M., Furch, A. C. U., Mithöfer, A., & Oelmüller, R. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25063472 · Cited by 11
Sang, M., Liu, Q., Li, D., Dang, J., Lu, C., Liu, C., & Wu, Q. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25126379 · Cited by 11
Nonconventional Techniques in Plant Alkaloid Extraction: A Decade of Progress (2014–2023)
Sipoloni, V. M., Bassicheto, M. C., de Oliveira, M. V., de Souza, A. B. D. S., Alves, G. M., & Veiga, T. A. M. (2025) · Chemistry & Biodiversity · doi:10.1002/cbdv.202403225 · Cited by 13
Popović, M., Radman, S., Mekinić, I. G., Ninčević, T., Urlić, B., & Bratinčević, M. V. (2024) · Applied Sciences · doi:10.3390/app14083440 · Cited by 10
Oliva, D., Piro, A., Carbone, M., Mollo, E., Kumar, M., Scarcelli, F., Nisticò, D. M., & Mazzuca, S. (2024) · Environmental and Experimental Botany · doi:10.1016/j.envexpbot.2024.105987 · Cited by 10
Zhou, Y., Xu, M., Umer, M. J., Wang, R., Xiao, Y., Zheng, Z., Huai, D., Li, S., Lu, Q., Hong, Y., et al. (2025) · Food Chemistry · doi:10.1016/j.foodchem.2024.142750 · Cited by 10
Metabolomic and proteomic changes in leaves of rubber seedlings infected by Phytophthora palmivora
Kruaweangmol, P., Ekchaweng, K., Morakul, S., Phaonakrop, N., Roytrakul, S., & Tunsagool, P. (2025) · Tree Physiology · doi:10.1093/treephys/tpaf010 · Cited by 10
He, Y., Junker, R. R., Xiao, J., Lasky, J. R., Cao, M., Asefa, M., Swenson, N. G., Xu, G., Yang, J., & Sedio, B. E. (2025) · New Phytologist · doi:10.1111/nph.70146 · Cited by 10
Foliar Fertilization Improves the Nitrogen Nutrition of Sugarcane
de Andrade, J. J., de Oliveira, E. C. A., Lima, A. M. D. S., Amorim, G. P. S., Oliveira, E. S., Freire, F. J., Adelino, W. S. D. M., & Filho, E. C. A. D. O. (2024) · Agriculture · doi:10.3390/agriculture14111984 · Cited by 10
Biochar-induced regulation on primary and secondary metabolites in plants under abiotic stress
Ali, B., Arshad, A., Javed, M. A., Kaplan, A., Suleman, F., Hafeez, A., Ali, S., Khan, M. N., Singh, N. K., Garhwal, V., et al. (2024) · Elsevier eBooks · doi:10.1016/b978-0-443-24137-6.00007-0 · Cited by 10
Self-citationBokolia, M., Kumar, A., & Singh, B. (2023) · Gene Reports · doi:10.1016/j.genrep.2023.101873 · Cited by 9
Álvarez‐Rodríguez, S., Senizza, B., Araniti, F., Lucini, L., Lucchini, G., & Sánchez‐Moreiras, A. M. (2024) · Physiologia Plantarum · doi:10.1111/ppl.14550 · Cited by 9
Mou, X., Zhu, H., Dai, R., Lu, L., Qi, S., Zhu, M. Y., Long, Y., Ma, N., Chen, C., & Shentu, J. (2025) · Ecotoxicology and Environmental Safety · doi:10.1016/j.ecoenv.2025.117862 · Cited by 9
Kozhantayeva, A., Iskakova, Z. B., Ibrayeva, M., Sapiyeva, A., Arkharbekova, M., & Tashenov, Y. (2025) · Molecules · doi:10.3390/molecules30051186 · Cited by 9
Plant Anthocyanins: Structure, Biosynthesis Regulation, Functions, and Ecology
Головко, Т. К. (2023) · Russian Journal of Plant Physiology · doi:10.1134/s1021443723700292 · Cited by 9
Sharma, V., Sharma, D. P., & Salwan, R. (2024) · Microbial Pathogenesis · doi:10.1016/j.micpath.2024.106772 · Cited by 8
Morrison, B., Newburn, L. R., & Fitch, G. M. (2025) · Insects · doi:10.3390/insects16040414 · Cited by 8
Rani, N., Boora, R., Singh, Y., Choudhary, Y. K., Devi, S., Mohan, N., Kumari, S., & Grewal, S. (2025) · Nanotechnology for Environmental Engineering · doi:10.1007/s41204-025-00444-6 · Cited by 8
Ji, J., Wei, X., Guan, H., Jin, Z., Yue, X., Jiang, Z., Su, Y., Sun, S., & Chen, G. (2025) · Frontiers in Plant Science · doi:10.3389/fpls.2025.1586682 · Cited by 8
Koziara-Ciupa, M., & Trojak‐Goluch, A. (2025) · Agronomy · doi:10.3390/agronomy15081918 · Cited by 8
Insights into molecular and biochemical approaches of multi-stress responses to horticultural crops
Muhammad, M., Basıt, A., Ameen, N., Khan, A. R., Wahab, A. H., Nazim, M., Waheed, A., Rajput, V. D., & Li, L. (2025) · Plant Growth Regulation · doi:10.1007/s10725-025-01374-8 · Cited by 8
Self-citationDevi, M., & Gidado, M. J. (2025) · Waste Management · doi:10.1016/j.wasman.2025.115253 · Cited by 8
Selenium biofortification: A sustainable strategy to improve crop quality and human nutrition
Ogundare, P. O., Adefegha, S. A., & Oboh, G. (2026) · Journal of Trace Elements and Minerals · doi:10.1016/j.jtemin.2026.100287 · Cited by 8
Metadata
- Authors
- Salam, U., Ullah, S., Tang, Z.-H., Elateeq, A. A., Khan, Y., Khan, J., Khan, A., & Ali, S.
- Affiliations
- Northeast Forestry University (CN)
- Key Laboratory of Plant Ecology, Northeast Forestry Universit y, Harbin 150040, China
- Al-Azhar University (EG)
- Northwest A&F University (CN)
- Universidade de São Paulo (BR)
- Yeungnam University (KR)
- Corresponding author
- Ali, Sajid
- Venue
- Life
- Publisher
- MDPI AG
- Published
- 2023-03-06
- Volume
- 13
- Issue
- 3
- Pages
- 706
- ISSN
- 2075-1729 (ISSN-L)
- PMC
- PMC10051737
- OpenAlex
- W4323313289
- Cited by
- 480
- References
- 210
- Citations by year
- 2026: 165 · 2025: 192 · 2024: 104 · 2023: 19
- FWCI
- 11.50
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Life (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- The key Research and Development project of Heilongjiang Province, China (JD22A008)
- Topics
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Plant Stress Responses and Tolerance
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Plant biochemistry and biosynthesis
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Plant-Microbe Interactions and Immunity
- Keywords
- plant metabolomics, primary metabolites, secondary metabolites, abiotic stress, biotic stress, drought stress, salt stress, cold stress, heat stress, ultraviolet radiation, reactive oxygen species, trace metals, soil pH, osmolytes, betaine, polyamines, phenolic compounds, terpenoids, alkaloids, plant stress tolerance, crop yield loss
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review