Peng Di
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Peng Di has a total of 212 co-authors. Here are the top co-authors by number of shared publications:
Ping Wang
State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun, 130118, China
14 shared publications- Jian Zhang
Faculty of Agronomy, Jilin Agricultural University, Changchun 130118, China
13 shared publications Ying Xiao
The SATCM Key Laboratory for New Resources & Quality Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai, China
13 shared publicationsYingping Wang
State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University , Changchun 130118
11 shared publications- Yingping Wang
College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China
11 shared publications Yan Yan
State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun, 130118, China
10 shared publications
Latest Publications
- Open Access
- 5 November 2026
- Published by Elsevier in Plant Physiology and Biochemistry
- Vol. 240
The SbNAC gene family in sorghum: Genomic characterization, functional diversity, and roles in abiotic stress responses
- 5 November 2026
- Published by Elsevier in Plant Physiology and Biochemistry
- Vol. 240
Open AccessThe SbNAC gene family in sorghum: Genomic characterization, functional diversity, and roles in abiotic stress responses
- Open Access
Temporal Dynamics and Regulatory Control of Ginsenoside Accumulation During Leaf Senescence in Panax ginseng
Ginsenosides, the principal bioactive triterpenoid saponins of Panax ginseng C.A. Meyer, accumulate abundantly in leaves. They form a large family of secondary metabolites comprising more than 300 structurally distinct compounds, yet how leaf senescence reshapes their accumulation remains unclear. We profiled 376 saponin metabolite features across four sampling stages spanning the natural senescence progression (T1–T3) and a frost-terminated stage (T4) by ultra-performance liquid chromatography–high-resolution mass spectrometry (UPLC-HRMS), modeled temporal effects across the natural senescence gradient (T1–T3) with generalized estimating equations (GEE), analyzed the frost-terminated stage T4 as a distinct endpoint, verified senescence histologically, and analyzed stage T1–T3 transcriptomes with replicate-based statistical testing. Leaf senescence globally reshaped the saponin metabolome, with 326 of the 376 saponin features (86.7%) showing significant temporal effects across the natural senescence gradient (T1–T3). The four classical aglycone classes—protopanaxadiol (PPD), protopanaxatriol (PPT), ocotillol (OT) and oleanolic acid (OA)—followed divergent accumulation programs across the natural senescence progression (T1–T3): sustained accumulation (PPT, OT and PPD) versus a U-shaped curve (OA). At the frost-terminated stage, T4, the classes diverged sharply—PPD-type abundance fell back to the T1 level (abundance-weighted class-level T4/T3 = 0.63), whereas the other classes rose further—a frost-associated remodeling pattern rather than a continuation of the senescence program. The frost-associated PPD decline was glycosylation-dependent—low-glycosylation compounds fell far more sharply than highly glycosylated ones (median of per-compound ratios T4/T3 0.51 vs. 1.04; one-sided permutation p = 1.2 × 10−4)—and coincided with T3 induction of β-glucosidase genes (exploratory and hypothesis-level, based on two qualified T3 replicates, and requiring validation with larger replicate numbers) and histologically verified vacuolar collapse, consistent with a deglycosylation-associated catabolic mechanism. Senescence signaling was consistent with differential hormone responses (salicylic acid activation, jasmonate and ethylene attenuation), broad suppression of Ca2+-signaling components and WRKY/NAC-centered transcriptional control, and joint analysis suggested a dichotomous saponin–gene correlation pattern. Collectively, these results establish a temporal atlas of ginsenoside accumulation during ginseng leaf senescence, delineate the class-specific coupling of saponin secondary metabolism to the senescence program, and offer a new perspective on ginsenosides as metabolites embedded in the physiological activities of the ginseng life cycle.
Open AccessTemporal Dynamics and Regulatory Control of Ginsenoside Accumulation During Leaf Senescence in Panax ginseng
Ginsenosides, the principal bioactive triterpenoid saponins of Panax ginseng C.A. Meyer, accumulate abundantly in leaves. They form a large family of secondary metabolites comprising more than 300 structurally distinct compounds, yet how leaf senescence reshapes their accumulation remains unclear. We profiled 376 saponin metabolite features across four sampling stages spanning the natural senescence progression (T1–T3) and a frost-terminated stage (T4) by ultra-performance liquid chromatography–high-resolution mass spectrometry (UPLC-HRMS), modeled temporal effects across the natural senescence gradient (T1–T3) with generalized estimating equations (GEE), analyzed the frost-terminated stage T4 as a distinct endpoint, verified senescence histologically, and analyzed stage T1–T3 transcriptomes with replicate-based statistical testing. Leaf senescence globally reshaped the saponin metabolome, with 326 of the 376 saponin features (86.7%) showing significant temporal effects across the natural senescence gradient (T1–T3). The four classical aglycone classes—protopanaxadiol (PPD), protopanaxatriol (PPT), ocotillol (OT) and oleanolic acid (OA)—followed divergent accumulation programs across the natural senescence progression (T1–T3): sustained accumulation (PPT, OT and PPD) versus a U-shaped curve (OA). At the frost-terminated stage, T4, the classes diverged sharply—PPD-type abundance fell back to the T1 level (abundance-weighted class-level T4/T3 = 0.63), whereas the other classes rose further—a frost-associated remodeling pattern rather than a continuation of the senescence program. The frost-associated PPD decline was glycosylation-dependent—low-glycosylation compounds fell far more sharply than highly glycosylated ones (median of per-compound ratios T4/T3 0.51 vs. 1.04; one-sided permutation p = 1.2 × 10−4)—and coincided with T3 induction of β-glucosidase genes (exploratory and hypothesis-level, based on two qualified T3 replicates, and requiring validation with larger replicate numbers) and histologically verified vacuolar collapse, consistent with a deglycosylation-associated catabolic mechanism. Senescence signaling was consistent with differential hormone responses (salicylic acid activation, jasmonate and ethylene attenuation), broad suppression of Ca2+-signaling components and WRKY/NAC-centered transcriptional control, and joint analysis suggested a dichotomous saponin–gene correlation pattern. Collectively, these results establish a temporal atlas of ginsenoside accumulation during ginseng leaf senescence, delineate the class-specific coupling of saponin secondary metabolism to the senescence program, and offer a new perspective on ginsenosides as metabolites embedded in the physiological activities of the ginseng life cycle.
- Open Access
- 23 June 2026
- Published by Elsevier in Plant Physiology and Biochemistry
- Vol. 237, 111499
The ArMAPK5-ArbHLH3-Ar4CL3 module is associated with salicylic acid-induced phenolic biosynthesis in Agastache rugosa
- 23 June 2026
- Published by Elsevier in Plant Physiology and Biochemistry
- Vol. 237, 111499
Open AccessThe ArMAPK5-ArbHLH3-Ar4CL3 module is associated with salicylic acid-induced phenolic biosynthesis in Agastache rugosa
- 17 June 2026
- Published by Oxford University Press (OUP) in Journal of Experimental Botany
- Vol. 77 (17) , 5715-5733
Single-nucleus RNA sequencing reveals the developmental trajectory and transcriptional regulatory networks of trichomes in Artemisia annua
Sweet wormwood (Artemisia annua) produces and deposits artemisinin in its glandular trichomes but the molecular mechanisms of trichome development remain poorly understood. Here, we conduct single-nucleus RNA sequencing of 10-day-old A. annua seedlings, revealing the specific RNA expression of the leaf trichome cells. The reconstruction of the developmental trajectory of trichome cells not only identifies novel expressed genes, but also elucidates trichome development involved in photosynthesis, auxin biosynthesis, and cutin biosynthesis. By integrating the developmental trajectory of trichome cells with histochemical assays, we identified several genes not previously reported to be involved in trichome development, such as TOE3, MYB1, WRKY10, and ZNF. Moreover, we identified a gene in subcluster 0 encoding a previously unknown WD40 repeat nuclear protein, WDR1, potentially involved in trichome development. We showed that WDR1 not only interacts with the transcription factor SPL9 and enhances its ability to activate HD1 expression, but also directly binds to the transcription factor HD1 itself, thereby forming a regulatory feedback loop that modulates trichome development in A. annua. This study reveals a previously uncharacterized gene that regulates trichome development in A. annua based on single-cell transcriptome analysis. The results presented here offer unprecedented insight into a new pathway for enhancing trichome density and artemisinin production.
- 17 June 2026
- Published by Oxford University Press (OUP) in Journal of Experimental Botany
- Vol. 77 (17) , 5715-5733
Single-nucleus RNA sequencing reveals the developmental trajectory and transcriptional regulatory networks of trichomes in Artemisia annua
Sweet wormwood (Artemisia annua) produces and deposits artemisinin in its glandular trichomes but the molecular mechanisms of trichome development remain poorly understood. Here, we conduct single-nucleus RNA sequencing of 10-day-old A. annua seedlings, revealing the specific RNA expression of the leaf trichome cells. The reconstruction of the developmental trajectory of trichome cells not only identifies novel expressed genes, but also elucidates trichome development involved in photosynthesis, auxin biosynthesis, and cutin biosynthesis. By integrating the developmental trajectory of trichome cells with histochemical assays, we identified several genes not previously reported to be involved in trichome development, such as TOE3, MYB1, WRKY10, and ZNF. Moreover, we identified a gene in subcluster 0 encoding a previously unknown WD40 repeat nuclear protein, WDR1, potentially involved in trichome development. We showed that WDR1 not only interacts with the transcription factor SPL9 and enhances its ability to activate HD1 expression, but also directly binds to the transcription factor HD1 itself, thereby forming a regulatory feedback loop that modulates trichome development in A. annua. This study reveals a previously uncharacterized gene that regulates trichome development in A. annua based on single-cell transcriptome analysis. The results presented here offer unprecedented insight into a new pathway for enhancing trichome density and artemisinin production.
- Open Access
- 20 May 2026
- Published by Frontiers Media SA in Frontiers in Plant Science
- Vol. 17, 1859382
Identification and characterization of GRAS transcription factors in Panax quinquefolius and their potential roles in cold tolerance
Panax quinquefolius L. is a perennial medicinal herb particularly vulnerable to recurring cold stress throughout its life cycle. The GRAS family constitutes a class of plant-specific transcription factors with pivotal functions in growth, development, and environmental adaptation. Nevertheless, a comprehensive characterization of the GRAS transcription factor family in P. quinquefolius remains lacking. A total of 123 PqGRAS members were identified and classified into 13 subfamilies. Transcriptomic profiling implicated that the PAT1 and DELLA subfamilies likely play pivotal roles in integrating multiple environmental and hormonal signals to coordinate complex stress-adaptive responses in P. quinquefolius . Notably, PqGRAS086 (PAT1 subfamily) was significantly upregulated under both cold and methyl jasmonate (MeJA) treatments. Within the 2,000 bp upstream promoter of PqGRAS086 , MeJA-responsive regulatory elements were enriched, whereas low-temperature-responsive elements were entirely absent. Phylogenetic analysis further revealed that PqGRAS086 clustered with VaPAT1 , PtrPAT1 , and ZjCIGR1 , which have been demonstrated to play a positive regulatory role in enhancing plant cold tolerance. RT-qPCR analysis further demonstrated that exogenous MeJA enhanced PqGRAS086 expression during cold exposure, suggesting indirect involvement of PqGRAS086 in cold stress through the JA signaling pathway. This study provides the first genome-wide characterization of GRAS genes in P. quinquefolius and identifies PqGRAS086 as a candidate target for future functional studies and molecular breeding.
- 20 May 2026
- Published by Frontiers Media SA in Frontiers in Plant Science
- Vol. 17, 1859382
Open AccessIdentification and characterization of GRAS transcription factors in Panax quinquefolius and their potential roles in cold tolerance
Panax quinquefolius L. is a perennial medicinal herb particularly vulnerable to recurring cold stress throughout its life cycle. The GRAS family constitutes a class of plant-specific transcription factors with pivotal functions in growth, development, and environmental adaptation. Nevertheless, a comprehensive characterization of the GRAS transcription factor family in P. quinquefolius remains lacking. A total of 123 PqGRAS members were identified and classified into 13 subfamilies. Transcriptomic profiling implicated that the PAT1 and DELLA subfamilies likely play pivotal roles in integrating multiple environmental and hormonal signals to coordinate complex stress-adaptive responses in P. quinquefolius . Notably, PqGRAS086 (PAT1 subfamily) was significantly upregulated under both cold and methyl jasmonate (MeJA) treatments. Within the 2,000 bp upstream promoter of PqGRAS086 , MeJA-responsive regulatory elements were enriched, whereas low-temperature-responsive elements were entirely absent. Phylogenetic analysis further revealed that PqGRAS086 clustered with VaPAT1 , PtrPAT1 , and ZjCIGR1 , which have been demonstrated to play a positive regulatory role in enhancing plant cold tolerance. RT-qPCR analysis further demonstrated that exogenous MeJA enhanced PqGRAS086 expression during cold exposure, suggesting indirect involvement of PqGRAS086 in cold stress through the JA signaling pathway. This study provides the first genome-wide characterization of GRAS genes in P. quinquefolius and identifies PqGRAS086 as a candidate target for future functional studies and molecular breeding.
- Open Access
- 5 May 2026
- Published by Elsevier in Industrial Crops and Products
- Vol. 246
Reconstitution of cannabidiol biosynthesis pathway in Nicotiana benthaminana through multigene synthetic engineering
- 5 May 2026
- Published by Elsevier in Industrial Crops and Products
- Vol. 246
Open AccessReconstitution of cannabidiol biosynthesis pathway in Nicotiana benthaminana through multigene synthetic engineering
- Open Access
- 8 April 2026
- Published by Elsevier in Industrial Crops and Products
- Vol. 244
Opposing regulatory functions of SmNAC22 and SmNAC58 underlie high light induced phenolic acid accumulation in Salvia miltiorrhiza
- 8 April 2026
- Published by Elsevier in Industrial Crops and Products
- Vol. 244
Open AccessOpposing regulatory functions of SmNAC22 and SmNAC58 underlie high light induced phenolic acid accumulation in Salvia miltiorrhiza
- Open Access
Identification and Validation of NAC Transcription Factors Enhancing Phenolic Acid Production in Perilla frutescens
Phenolic acids are the major bioactive compounds in Perilla frutescens (L.) Britt; however, the regulatory roles of NAC transcription factors (TFs) in their biosynthesis remain unclear. Here, we performed a genome-wide identification and characterization of the NAC family in P. frutescens and explored their involvement in phenolic acid production. A total of 108 PfNAC genes were identified and classified into 17 subfamilies. Expression and promoter analyses suggested potential roles in secondary metabolism. PfNAC29 is located in the plasma membrane and necleus, while PfNAC40 and PfNAC80 are located in the nucleus.Yeast one-hybrid and dual-luciferase assays demonstrated that these TFs bind to the CATGTG motif in the PfC4H promoter and activate its transcription. Overexpression in transgenic hairy roots significantly increased rosmarinic acid, caffeic acid, and ferulic acid accumulation, accompanied by upregulation of key biosynthetic genes. These results indicate that PfNAC29, PfNAC40, and PfNAC80 act as positive regulators of phenolic acid biosynthesis and provide promising targets for metabolic engineering in medicinal plants.
Open AccessIdentification and Validation of NAC Transcription Factors Enhancing Phenolic Acid Production in Perilla frutescens
Phenolic acids are the major bioactive compounds in Perilla frutescens (L.) Britt; however, the regulatory roles of NAC transcription factors (TFs) in their biosynthesis remain unclear. Here, we performed a genome-wide identification and characterization of the NAC family in P. frutescens and explored their involvement in phenolic acid production. A total of 108 PfNAC genes were identified and classified into 17 subfamilies. Expression and promoter analyses suggested potential roles in secondary metabolism. PfNAC29 is located in the plasma membrane and necleus, while PfNAC40 and PfNAC80 are located in the nucleus.Yeast one-hybrid and dual-luciferase assays demonstrated that these TFs bind to the CATGTG motif in the PfC4H promoter and activate its transcription. Overexpression in transgenic hairy roots significantly increased rosmarinic acid, caffeic acid, and ferulic acid accumulation, accompanied by upregulation of key biosynthetic genes. These results indicate that PfNAC29, PfNAC40, and PfNAC80 act as positive regulators of phenolic acid biosynthesis and provide promising targets for metabolic engineering in medicinal plants.
- Open Access
- 2 March 2026
- Published by Elsevier in Plant Physiology and Biochemistry
- Vol. 232, 111180
Genome-wide identification and functional analysis of GRAS transcription factors in Perilla frutescens reveals the positive role of PfGRAS70 in regulating rosmarinic acid biosynthesis
- 2 March 2026
- Published by Elsevier in Plant Physiology and Biochemistry
- Vol. 232, 111180
Open AccessGenome-wide identification and functional analysis of GRAS transcription factors in Perilla frutescens reveals the positive role of PfGRAS70 in regulating rosmarinic acid biosynthesis