Shunguo Li
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Research Interests
Shunguo Li has a total of 45 co-authors. Here are the top co-authors by number of shared publications:
Yu Zhao
Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences/Key Laboratory of Genetic Improvement and Utilization for Featured Coarse Cereals (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs/The Key Research Laboratory of Minor Cereal Crops of Hebei Province
5 shared publicationsJihan Cui
Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences/Key Laboratory of Genetic Improvement and Utilization for Featured Coarse Cereals (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs/The Key Research Laboratory of Minor Cereal Crops of Hebei Province
4 shared publicationsMeihong Huang
Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences/Key Laboratory of Genetic Improvement and Utilization for Featured Coarse Cereals (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs/The Key Research Laboratory of Minor Cereal Crops of Hebei Province
4 shared publications- Xueyan Xia
Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences/Key Laboratory of Genetic Improvement and Utilization for Featured Coarse Cereals (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs/The Key Research Laboratory of Minor Cereal Crops of Hebei Province, China
4 shared publications Cheng Chu
Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences/Key Laboratory of Genetic Improvement and Utilization for Featured Coarse Cereals (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs/The Key Research Laboratory of Minor Cereal Crops of Hebei Province, Shijiazhuang, China
3 shared publicationsFengyan Cao
Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences/Key Laboratory of Genetic Improvement and Utilization for Featured Coarse Cereals (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs/The Key Research Laboratory of Minor Cereal Crops of Hebei Province
3 shared publications
Latest Publications
- Open Access
- 7 August 2026
- Published by Frontiers Media SA in Frontiers in Plant Science
- Vol. 17, 1899229
Multi-omics analysis reveals the phenylalanine pathway associated with stem development under organic and compound fertilizers in Setaria italica
Introduction: To explore the mechanism underlying the effects of combined application of organic fertilizer and compound fertilizer on stem development of foxtail millet, this study used ‘ Jiza Jinmiao 3 ’ as the test material and set up three treatments: sole application of organic manure (Control1), sole application of compound fertilizer (Control2), and combined application of cattle manure-based organic fertilizer and compound fertilizer (Treatment). Methods: The effects of different fertilizer treatments were analyzed by integrating phenotypic determination, microscopic observation of stem structure, and multi-omics analyses including transcriptomics, metabolomics, and proteomics. Results: The results showed that compared with the sole application treatments, the combined application treatment significantly promoted phenotypic indicators of foxtail millet such as plant height, stem diameter, and stem fresh weight, and also significantly increased the cross-sectional area of stem vessels, the cell wall thickness of basic tissues, and the stem puncture strength. Multi-omics analyses revealed that differentially expressed genes (DEGs), differentially accumulated metabolites (DAMs), and differentially expressed proteins (DEPs) under the combined application treatment were significantly enriched in pathways related to cell wall development, such as phenylalanine metabolism and phenylpropanoid biosynthesis. Specifically, mapped to the phenylalanine pathway, the expression levels of key genes, metabolites, and proteins including Phenylalanine Ammonia - Lyase ( PAL ), Phenylalanine / Tyrosine Ammonia - Lyase ( PTAL ), and Peroxidase gene ( PRDX6 ) were significantly upregulated, and the content of phenylalanine was increased. Discussion: This study suggests that the combined application of organic fertilizer and compound fertilizer is associated with enhanced stem structural properties (including increased vascular area, cell wall thickness, and stem puncture strength) potentially linked to improved lodging resistance, with the phenylalanine pathway emerging as a candidate pathway, providing a theoretical basis and technical support for optimizing fertilization strategies and improving yield stability in the high-yield cultivation of foxtail millet.
- 7 August 2026
- Published by Frontiers Media SA in Frontiers in Plant Science
- Vol. 17, 1899229
Open AccessMulti-omics analysis reveals the phenylalanine pathway associated with stem development under organic and compound fertilizers in Setaria italica
Introduction: To explore the mechanism underlying the effects of combined application of organic fertilizer and compound fertilizer on stem development of foxtail millet, this study used ‘ Jiza Jinmiao 3 ’ as the test material and set up three treatments: sole application of organic manure (Control1), sole application of compound fertilizer (Control2), and combined application of cattle manure-based organic fertilizer and compound fertilizer (Treatment). Methods: The effects of different fertilizer treatments were analyzed by integrating phenotypic determination, microscopic observation of stem structure, and multi-omics analyses including transcriptomics, metabolomics, and proteomics. Results: The results showed that compared with the sole application treatments, the combined application treatment significantly promoted phenotypic indicators of foxtail millet such as plant height, stem diameter, and stem fresh weight, and also significantly increased the cross-sectional area of stem vessels, the cell wall thickness of basic tissues, and the stem puncture strength. Multi-omics analyses revealed that differentially expressed genes (DEGs), differentially accumulated metabolites (DAMs), and differentially expressed proteins (DEPs) under the combined application treatment were significantly enriched in pathways related to cell wall development, such as phenylalanine metabolism and phenylpropanoid biosynthesis. Specifically, mapped to the phenylalanine pathway, the expression levels of key genes, metabolites, and proteins including Phenylalanine Ammonia - Lyase ( PAL ), Phenylalanine / Tyrosine Ammonia - Lyase ( PTAL ), and Peroxidase gene ( PRDX6 ) were significantly upregulated, and the content of phenylalanine was increased. Discussion: This study suggests that the combined application of organic fertilizer and compound fertilizer is associated with enhanced stem structural properties (including increased vascular area, cell wall thickness, and stem puncture strength) potentially linked to improved lodging resistance, with the phenylalanine pathway emerging as a candidate pathway, providing a theoretical basis and technical support for optimizing fertilization strategies and improving yield stability in the high-yield cultivation of foxtail millet.
- Open Access
- 21 July 2026
- Published by Frontiers Media SA in Frontiers in Communication
- Vol. 11, 1930882
Correction: The evolution mechanism of regional public brand value: towards an integrated framework
- 21 July 2026
- Published by Frontiers Media SA in Frontiers in Communication
- Vol. 11, 1930882
Open AccessCorrection: The evolution mechanism of regional public brand value: towards an integrated framework
- Open Access
- 8 June 2026
- Published by Frontiers Media SA in Frontiers in Communication
- Vol. 11, 1835947
The evolution mechanism of regional public brand value: towards an integrated framework
Introduction: Regional public brands serve as a critical strategic tool for enhancing regional competitiveness through multi-stakeholder co-creation. However, the dynamic evolutionary mechanisms underlying their brand value remain fragmented and underdeveloped. Methods: Drawing on a systematic literature review of 57 high-quality studies, this study integrates brand value chain and brand pyramid theories to systematically delineate the evolutionary pathways of regional public brand value. Results: We propose an integrated conceptual framework that delineates a complete closed-loop process: commencing with multi-stakeholder inputs, proceeding through regional stakeholder mindset mediation and market performance realization, and ultimately generating regional public brand value across economic, social, and ecological dimensions, accompanied by continuous feedback and iteration. Discussion: This systematic literature review establishes a comprehensive and replicable model, thereby advancing the understanding of how regional public brand value is created, delivered, realized, and iteratively enhanced through multi-stakeholder collaboration.
- 8 June 2026
- Published by Frontiers Media SA in Frontiers in Communication
- Vol. 11, 1835947
Open AccessThe evolution mechanism of regional public brand value: towards an integrated framework
Introduction: Regional public brands serve as a critical strategic tool for enhancing regional competitiveness through multi-stakeholder co-creation. However, the dynamic evolutionary mechanisms underlying their brand value remain fragmented and underdeveloped. Methods: Drawing on a systematic literature review of 57 high-quality studies, this study integrates brand value chain and brand pyramid theories to systematically delineate the evolutionary pathways of regional public brand value. Results: We propose an integrated conceptual framework that delineates a complete closed-loop process: commencing with multi-stakeholder inputs, proceeding through regional stakeholder mindset mediation and market performance realization, and ultimately generating regional public brand value across economic, social, and ecological dimensions, accompanied by continuous feedback and iteration. Discussion: This systematic literature review establishes a comprehensive and replicable model, thereby advancing the understanding of how regional public brand value is created, delivered, realized, and iteratively enhanced through multi-stakeholder collaboration.
- Open Access
- 26 February 2026
- Published by Springer Nature in BMC Plant Biology
- Vol. 26 (1)
Integrated transcriptome and metabolome analysis reveals the molecular mechanisms of drought response in Setaria italica during the booting stage
Background: Drought is one of the most severe and prevalent abiotic stresses affecting crop production. Foxtail millet ( Setaria italica ), an important cereal crop in the Poaceae family, is considered an ideal crop for future sustainable agriculture due to its remarkable drought tolerance, water-use efficiency (WUE), and strong adaptability to poor soils. The booting stage is widely acknowledged as a pivotal developmental phase in foxtail millet, and this consensus has been well established in existing research. However, the molecular mechanisms underlying the drought response of foxtail millet during this critical stage remain poorly elucidated. In the present study, we employed an integrated approach combining transcriptomic and metabolomic sequencing to identify the core regulatory mechanisms and key genes governing the drought stress response in foxtail millet at the booting stage. Results: In this study, phenotypic variations, gene expression profiles, and metabolite accumulation patterns in foxtail millet were determined following drought treatments at different growth stages. Among these stages, drought stress imposed at the booting stage resulted in the most severe yield reduction of 34.94%, accompanied by the identification of 566 differentially expressed genes (DEGs) — the highest number across all tested stages. These findings indicated that the booting stage was the most vulnerable period to drought stress during foxtail millet growth. Furthermore, analyses of photosynthetic parameters and yield-related traits revealed that drought stress at the booting stage significantly inhibited photosynthetic capacity, which may represent a critical factor contributing to the yield decline observed in foxtail millet subjected to drought stress during the booting stage. Multi-omics integration analysis identified three core responsive pathways: phenylpropanoid biosynthesis, photosynthetic carbon fixation, and glyoxylate and dicarboxylate metabolism. Based on these findings, we constructed a drought resistance regulatory network model for the booting stage, revealing significant expression changes GAPA , ALDO , tktA , glpx , PRK , RPE , rbcS , maeB , GLUL , and gcvT . At the metabolic level, we observed significant accumulation of metabolites such as sinapyl alcohol, aconitic acid, citric acid, isocitric acid, and mesaconic acid, while the contents of methyl isoeugenol, eugenol, p -coumaric acid, chlorogenic acid, sedoheptulose, aspartic acid, and malic acid were markedly reduced. Most notably, this study revealed that downregulation of gcvT expression may restrict ammonia (NH 3 ) supply, thereby activating the methanesulfonate synthesis pathway as an alternative nitrogen (N) source. This discovery provided novel insights into N metabolic remodeling under drought stress in plants. Conclusions: This study laid the foundation for preliminary exploration of the molecular mechanisms underlying drought stress response during the booting stage in foxtail millet. Furthermore, these findings had identified valuable key candidate genes that may contribute to the breeding of high-yield and drought-resistant foxtail millet varieties.
- 26 February 2026
- Published by Springer Nature in BMC Plant Biology
- Vol. 26 (1)
Open AccessIntegrated transcriptome and metabolome analysis reveals the molecular mechanisms of drought response in Setaria italica during the booting stage
Background: Drought is one of the most severe and prevalent abiotic stresses affecting crop production. Foxtail millet ( Setaria italica ), an important cereal crop in the Poaceae family, is considered an ideal crop for future sustainable agriculture due to its remarkable drought tolerance, water-use efficiency (WUE), and strong adaptability to poor soils. The booting stage is widely acknowledged as a pivotal developmental phase in foxtail millet, and this consensus has been well established in existing research. However, the molecular mechanisms underlying the drought response of foxtail millet during this critical stage remain poorly elucidated. In the present study, we employed an integrated approach combining transcriptomic and metabolomic sequencing to identify the core regulatory mechanisms and key genes governing the drought stress response in foxtail millet at the booting stage. Results: In this study, phenotypic variations, gene expression profiles, and metabolite accumulation patterns in foxtail millet were determined following drought treatments at different growth stages. Among these stages, drought stress imposed at the booting stage resulted in the most severe yield reduction of 34.94%, accompanied by the identification of 566 differentially expressed genes (DEGs) — the highest number across all tested stages. These findings indicated that the booting stage was the most vulnerable period to drought stress during foxtail millet growth. Furthermore, analyses of photosynthetic parameters and yield-related traits revealed that drought stress at the booting stage significantly inhibited photosynthetic capacity, which may represent a critical factor contributing to the yield decline observed in foxtail millet subjected to drought stress during the booting stage. Multi-omics integration analysis identified three core responsive pathways: phenylpropanoid biosynthesis, photosynthetic carbon fixation, and glyoxylate and dicarboxylate metabolism. Based on these findings, we constructed a drought resistance regulatory network model for the booting stage, revealing significant expression changes GAPA , ALDO , tktA , glpx , PRK , RPE , rbcS , maeB , GLUL , and gcvT . At the metabolic level, we observed significant accumulation of metabolites such as sinapyl alcohol, aconitic acid, citric acid, isocitric acid, and mesaconic acid, while the contents of methyl isoeugenol, eugenol, p -coumaric acid, chlorogenic acid, sedoheptulose, aspartic acid, and malic acid were markedly reduced. Most notably, this study revealed that downregulation of gcvT expression may restrict ammonia (NH 3 ) supply, thereby activating the methanesulfonate synthesis pathway as an alternative nitrogen (N) source. This discovery provided novel insights into N metabolic remodeling under drought stress in plants. Conclusions: This study laid the foundation for preliminary exploration of the molecular mechanisms underlying drought stress response during the booting stage in foxtail millet. Furthermore, these findings had identified valuable key candidate genes that may contribute to the breeding of high-yield and drought-resistant foxtail millet varieties.
- Open Access
- 26 November 2025
- Published by Springer Nature in BMC Plant Biology
- Vol. 25 (1) , 1645
Integration of multi-omics data and phenotyping provides insights into purple leaf sheaths color in millet seedling stage
The millet, an important coarse grain crop, exhibits drought resistance, water conservation efficiency, and adaptability to poor soil conditions. Although
- 26 November 2025
- Published by Springer Nature in BMC Plant Biology
- Vol. 25 (1) , 1645
Open AccessIntegration of multi-omics data and phenotyping provides insights into purple leaf sheaths color in millet seedling stage
The millet, an important coarse grain crop, exhibits drought resistance, water conservation efficiency, and adaptability to poor soil conditions. Although
- 6 November 2025
- Published by Springer Nature in Cereal Research Communications
- Vol. 54 (1) , 61-74
Characteristics and expression of the BES1 transcription factors family in foxtail millet (Setaria italica) reveal its potential roles in drought stress responses
- 6 November 2025
- Published by Springer Nature in Cereal Research Communications
- Vol. 54 (1) , 61-74
Characteristics and expression of the BES1 transcription factors family in foxtail millet (Setaria italica) reveal its potential roles in drought stress responses
- Open Access
- 29 September 2024
- Published by MDPI AG in Agriculture
- Vol. 14 (10) , 1711
Evaluation of Nitrogen Fertilizer Supply and Soil Nitrate Thresholds for High Yields of Foxtail Millet
Foxtail millet is an important cereal crop in the North China Plain. However, excessive nitrogen fertilizer application over the years has led to declining yield and soil quality. This study investigated nutrient management strategies for foxtail millet based on crop yield levels and soil nutrient availability. In a field where targeted fertilization was conducted over six seasons, nitrogen fertilization effects and the dynamics of soil-available nitrogen were monitored continuously for two consecutive years (2022–2023) across five different foxtail millet varieties with varying yield levels. The study aimed to determine the optimal nitrogen application rate for achieving a high yield of foxtail millet, the minimum soil nitrate threshold required to maintain soil fertility, and the effective nitrogen application rate range for sustaining soil-available nitrate levels. Results showed that fertilization significantly affected dry matter weight during flowering, while variety affected dry matter weight at maturity. The average nitrogen application rate for achieving high yield across all five millet varieties was 141.3 kg·ha−1. Specifically, the average nitrogen application rate of nitrogen-efficient varieties achieving high yield (5607.32–5637.19 kg·ha−1) was 151.5 kg·ha−1, while the average nitrogen application rate of nitrogen-inefficient varieties achieving high yield (4749.77–4847.74 kg·ha−1) was 134.5 kg·ha−1. Soil NH4+-N and NO3−-N content increased when nitrogen application rate exceeded 360 kg·ha−1, posing environmental risks. To achieve high yield, soil nitrate levels would be maintained at an average of 17.23 mg·kg−1 (before sowing) and 9.75 mg·kg−1 (at maturity). A relationship between soil nitrate and nitrogen application rate was established: y = 867.5 − 50z (where y represents the optimal nitrogen application rate for high yield (kg·ha−1), and z represents soil NO3−-N content in the 0–20 cm layer before sowing, ranging from 10.0 to 17.35 mg·kg−1), which provided a practical method for nitrogen fertilization to achieve high yield of foxtail millet. In this study, the fertilization strategy was optimized according to soil nutrient level and yield targets, and the nitrogen application rate was controlled within 360 kg·ha−1 based on the soil nitrate nitrogen content, which will be instructive for reducing fertilizer use, maximizing fertilizer efficiency, and increasing yield.
- 29 September 2024
- Published by MDPI AG in Agriculture
- Vol. 14 (10) , 1711
Open AccessEvaluation of Nitrogen Fertilizer Supply and Soil Nitrate Thresholds for High Yields of Foxtail Millet
Foxtail millet is an important cereal crop in the North China Plain. However, excessive nitrogen fertilizer application over the years has led to declining yield and soil quality. This study investigated nutrient management strategies for foxtail millet based on crop yield levels and soil nutrient availability. In a field where targeted fertilization was conducted over six seasons, nitrogen fertilization effects and the dynamics of soil-available nitrogen were monitored continuously for two consecutive years (2022–2023) across five different foxtail millet varieties with varying yield levels. The study aimed to determine the optimal nitrogen application rate for achieving a high yield of foxtail millet, the minimum soil nitrate threshold required to maintain soil fertility, and the effective nitrogen application rate range for sustaining soil-available nitrate levels. Results showed that fertilization significantly affected dry matter weight during flowering, while variety affected dry matter weight at maturity. The average nitrogen application rate for achieving high yield across all five millet varieties was 141.3 kg·ha−1. Specifically, the average nitrogen application rate of nitrogen-efficient varieties achieving high yield (5607.32–5637.19 kg·ha−1) was 151.5 kg·ha−1, while the average nitrogen application rate of nitrogen-inefficient varieties achieving high yield (4749.77–4847.74 kg·ha−1) was 134.5 kg·ha−1. Soil NH4+-N and NO3−-N content increased when nitrogen application rate exceeded 360 kg·ha−1, posing environmental risks. To achieve high yield, soil nitrate levels would be maintained at an average of 17.23 mg·kg−1 (before sowing) and 9.75 mg·kg−1 (at maturity). A relationship between soil nitrate and nitrogen application rate was established: y = 867.5 − 50z (where y represents the optimal nitrogen application rate for high yield (kg·ha−1), and z represents soil NO3−-N content in the 0–20 cm layer before sowing, ranging from 10.0 to 17.35 mg·kg−1), which provided a practical method for nitrogen fertilization to achieve high yield of foxtail millet. In this study, the fertilization strategy was optimized according to soil nutrient level and yield targets, and the nitrogen application rate was controlled within 360 kg·ha−1 based on the soil nitrate nitrogen content, which will be instructive for reducing fertilizer use, maximizing fertilizer efficiency, and increasing yield.
- Open Access
Interpreting Variety–Location–Fertilizer Interactions to Enhance Foxtail Millet Productivity in Northern China
Foxtail millet (Setaria italica (L.) P. Beauv.) is an important traditional cereal crop in dryland ecological agriculture in China and is widely grown in India, the United States, and Nigeria. It is of significance to understand the variety–location–fertilizer (V–L–F) interaction for highly efficient production. Therefore, a two-year field experiment was conducted with six varieties in five locations, and data were analyzed by combined ANOVA analysis, redundancy analysis (RDA), and additive main multiplicative interaction (AMMI). The results showed that the mean sum of squares was significantly different among years, locations, varieties, fertilizations, and their interactions, except for Y–V and V–F interactions. The contributions of various factors to yield variation varied, location was the largest contributor (38.7%), followed by year (33.6%), and variety and fertilizer contributed 7.1% and 3.2%, respectively. JI25 was widely adapted, and its yield was stable and higher than that of others over diverse environments in two years. The RDA results showed that two principal components explained more than 66.1% of the yield variance, while more than 63.0% of the variances were clustered in the first factor. Excessive single rainfall or total rainfall and air temperature (especially minimum temperature) were significantly associated with the millet yield. The results offered an important reference for variety layout, natural resource potential mining, and formulation of efficient green cultural practices.
Open AccessInterpreting Variety–Location–Fertilizer Interactions to Enhance Foxtail Millet Productivity in Northern China
Foxtail millet (Setaria italica (L.) P. Beauv.) is an important traditional cereal crop in dryland ecological agriculture in China and is widely grown in India, the United States, and Nigeria. It is of significance to understand the variety–location–fertilizer (V–L–F) interaction for highly efficient production. Therefore, a two-year field experiment was conducted with six varieties in five locations, and data were analyzed by combined ANOVA analysis, redundancy analysis (RDA), and additive main multiplicative interaction (AMMI). The results showed that the mean sum of squares was significantly different among years, locations, varieties, fertilizations, and their interactions, except for Y–V and V–F interactions. The contributions of various factors to yield variation varied, location was the largest contributor (38.7%), followed by year (33.6%), and variety and fertilizer contributed 7.1% and 3.2%, respectively. JI25 was widely adapted, and its yield was stable and higher than that of others over diverse environments in two years. The RDA results showed that two principal components explained more than 66.1% of the yield variance, while more than 63.0% of the variances were clustered in the first factor. Excessive single rainfall or total rainfall and air temperature (especially minimum temperature) were significantly associated with the millet yield. The results offered an important reference for variety layout, natural resource potential mining, and formulation of efficient green cultural practices.
- 1 July 2019
- Published by Elsevier in International Journal of Biological Macromolecules
- Vol. 133, 337-345
Genetic variation in starch physicochemical properties of Chinese foxtail millet (Setaria italica Beauv.)
- 1 July 2019
- Published by Elsevier in International Journal of Biological Macromolecules
- Vol. 133, 337-345
Genetic variation in starch physicochemical properties of Chinese foxtail millet (Setaria italica Beauv.)
- 19 April 2014
- Published by Springer Nature
- p. 53-67
China’s Current Development Status and Prospect of Foxtail Millet Trade and Industry
- 19 April 2014
- Published by Springer Nature
- p. 53-67
China’s Current Development Status and Prospect of Foxtail Millet Trade and Industry