# Integrated Metabolomic and Transcriptomic Analysis of Phenylpropanoid Biosynthesis in Silphium perfoliatum

**Authors:** Guoying Zhang, Dejun Zhang

PMC · DOI: 10.3390/cimb48020230 · 2026-02-21

## TL;DR

This study explores how Silphium perfoliatum produces phenylpropanoids, identifying key genes and metabolic patterns across its development.

## Contribution

The study provides a novel integrated metabolomic and transcriptomic framework for phenylpropanoid biosynthesis in Silphium perfoliatum.

## Key findings

- Phenylpropanoids, especially chlorogenic acid and derivatives, peak at the flowering stage.
- PAL, 4CL, HCT, F3H, FLS, and F3′H genes are tightly linked to phenolic acid and flavonoid accumulation.
- A WGCNA 'blue' module is strongly associated with phenylpropanoid biosynthesis and pathway-related genes.

## Abstract

Silphium perfoliatum is a promising economic plant rich in bioactive secondary metabolites, yet the molecular regulation of phenylpropanoid biosynthesis across development remains unclear. To elucidate the regulatory networks underlying these metabolic processes, we integrated metabolomic and transcriptomic analyses across six developmental stages, from cotyledon to flowering. LC–MS/MS identified 1964 metabolites, with phenylpropanoids representing the largest class (601 compounds). Differential accumulation analysis showed pronounced temporal dynamics in phenylpropanoid levels, especially chlorogenic acid and its derivatives, with many compounds peaking at the flowering stage. In parallel, RNA-seq revealed 31,624 differentially expressed genes (DEGs). Functional enrichment highlighted phenylpropanoid and flavonoid biosynthetic pathways as major metabolic hubs. Correlation analysis indicated that PAL, 4CL, HCT, F3H, FLS, and F3′H expression was tightly coordinated with the accumulation of phenolic acids and flavonoids, suggesting these gene encoded enzymes may represent rate-limiting steps. Furthermore, weighted gene co-expression network analysis (WGCNA) identified a “blue” module strongly associated with phenylpropanoid accumulation and significantly enriched in pathway-related genes. Together, these results provide a comprehensive regulatory framework for phenylpropanoid biosynthesis in S. perfoliatum and offer valuable genetic targets for metabolic engineering and molecular breeding to enhance bioactive compound production.

## Linked entities

- **Genes:** PAM (peptidylglycine alpha-amidating monooxygenase) [NCBI Gene 5066], 4CL (4-coumarate:CoA ligase) [NCBI Gene 100245991], Hct (hair constriction) [NCBI Gene 104089], F3H (flavanone 3-hydroxylase) [NCBI Gene 732548], FLS (flavonol synthase) [NCBI Gene 102577717], F3H (flavanone 3-hydroxylase) [NCBI Gene 732548]
- **Chemicals:** chlorogenic acid (PubChem CID 1794427)
- **Species:** Silphium perfoliatum (taxon 53588)

## Full-text entities

- **Genes:** C4H [NCBI Gene 107823514], MAPK [NCBI Gene 107810386], LRIT1 (leucine rich repeat, Ig-like and transmembrane domains 1) [NCBI Gene 26103] {aka FIGLER9, LRRC21, PAL}, LOC107792668 (phenylalanine ammonia-lyase) [NCBI Gene 107792668] {aka NtPAL}, Actin 7 [NCBI Gene 107831145], HCT [NCBI Gene 107796658], CHI [NCBI Gene 107779699], LOC107814657 (flavonol synthase/flavanone 3-hydroxylase-like) [NCBI Gene 107814657] {aka FLS, NtFLS}
- **Diseases:** injury to (MESH:D014947), inflammatory (MESH:D007249)
- **Chemicals:** acetonitrile (MESH:C032159), stilbenoids (MESH:D013267), carbon (MESH:D002244), flavonols (MESH:D044948), rutin (MESH:D012431), pentose phosphate (MESH:D010428), polysaccharides (MESH:D011134), quercetin (MESH:D011794), nitrogen (MESH:D009584), dihydrokaempferol (MESH:C080220), pelargonidin (MESH:C066957), methanol (MESH:D000432), flavonol (MESH:C041477), acetic acid (MESH:D019342), isopropanol (MESH:D019840), alkaloids (MESH:D000470), hydroxybenzoic acids (MESH:D062385), Nucleotide (MESH:D009711), phenolic acid (MESH:C017616), Terpenoids (MESH:D013729), water (MESH:D014867), kaempferol (MESH:C006552), starch (MESH:D013213), phenylalanine (MESH:D010649), carbohydrates (MESH:D002241), fatty acids (MESH:D005227), shikimate (MESH:C000723335), lignans (MESH:D017705), amino acids (MESH:D000596), cyanidin (MESH:C017154), Phenylpropanoids (-), chlorogenic acid (MESH:D002726), Flavonoid (MESH:D005419), glycosides (MESH:D006027), coumarins (MESH:D003374), luteolin (MESH:D047311), flavones (MESH:D047309), caffeic acid (MESH:C040048), anthocyanin (MESH:D000872), sucrose (MESH:D013395), naringenin (MESH:C005273), lignin (MESH:D008031)
- **Species:** Pyrus communis (pear, species) [taxon 23211], Prunus serrulata (species) [taxon 97321], Silphium perfoliatum (cup-plant, species) [taxon 53588], Nicotiana tabacum (American tobacco, species) [taxon 4097], Carthamus tinctorius (safflower, species) [taxon 4222], Vitis vinifera (wine grape, species) [taxon 29760], Hedera helix (English ivy, species) [taxon 4052], Camellia huana (species) [taxon 147917], Homo sapiens (human, species) [taxon 9606], Ipomoea batatas (batate, species) [taxon 4120], Solanum tuberosum (potatoes, species) [taxon 4113], Camellia sinensis (black tea, species) [taxon 4442]
- **Mutations:** Arginine-to-Histidine

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12939584/full.md

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Source: https://tomesphere.com/paper/PMC12939584