# Network pharmacological investigation and experimental verification of the peel of Zea mays L. regulating metabolic reprogramming in the treatment of diabetic nephropathy

**Authors:** Andong Wang, Yuru Yang, Yaonan He, Guangtong Chen, Bai Ling, Xiaotian Cheng

PMC · DOI: 10.3389/fendo.2025.1594782 · Frontiers in Endocrinology · 2025-07-30

## TL;DR

This study explores how the peel of Zea mays L. may help treat diabetic nephropathy by regulating metabolic pathways and reducing kidney damage in diabetic mice.

## Contribution

The study is the first to demonstrate YMP's regulation of the pentose phosphate pathway and amino acid metabolism in diabetic nephropathy.

## Key findings

- YMP administration reduced kidney damage and improved metabolic disruptions in diabetic mice.
- YMP restored levels of key metabolites like Gluconolactone and L-Arginine.
- Transcriptomics showed YMP affected genes related to glycolysis and the pentose phosphate pathway.

## Abstract

Zea mays L. is one of the most significant genes in the Gramineae family, and the peel of Zea mays L. (YMP), an unproven folk remedy for diabetes, has not been well studied. Diabetic nephropathy (DN) is one of the most well-known and dangerous microvascular effects of diabetes mellitus. The effects and mechanisms of YMP on metabolic reprogramming are largely unknown.

The components of YMP were systematically identified using UPLC-Q-TOF-MS/MS. A network pharmacology study between DN and significant components was then carried out. The pharmacological trials of YMP were evaluated in mice with diabetes. In vitro measurements were made of the biochemical activity, anti-inflammatory, and antioxidant properties. Moreover, UHPLC-LTQ-Orbitrap MS was used to do investigations on the metabolomics of serum and urine. Ultimately, transcriptomics analysis was utilized to clarify the complex processes by which the transcription factor influences DN.

43 components were systematically identified from YMP. It was found by network pharmacology analysis that signal transduction, namely metabolic disruption, involved pathways with a high degree of engagement. Experimental verification showed that YMP administration increased glomerular hypertrophy, collagenous tissue proliferation, urine microalbumin/creatinine ratio, inflammatory response remission, and oxidative stress promotion in vivo. Treatment with YMP may affect the pathways that are involved in the metabolism of amino acids and energy, as well as reverse metabolite abnormalities. YMP has the ability to restore the levels of metabolites like Gluconolactone, D-Ribulose 5-phosphate, Xylulose 5-phosphate, L-Alanine, L-Aspartic acid, Glutamic acid, Citrulline, L-Arginine, L-Leucine, L-Valine, L-Isoleucine, and so on. Metabolic reprogramming of energy metabolism was demonstrated. By transcriptomics, when STZ is administered, the GPI, GAPDH, G6PC, HK2, HK1, and HK3 genes associated with glycolysis/gluconeogenesis were significantly elevated from the model groups. However, the pentose phosphate pathway-related genes G6PD, PGLS, RPE, TALDO1, and HXLB significantly elevated when YMP was administered.

This study was the first to show that YMP corrected disruptions in the pentose phosphate pathway and amino acid metabolism, alleviated diabetes-induced pathological changes in the kidneys of diabetic mice, and had a regulating effect on the liver glycolipid metabolism. By investigating the novel pharmacological effect of traditional Chinese medicine and encouraging in-depth study and development, this work may offer a new experimental foundation and theoretical direction for the sensible application of YMP on DN.

## Linked entities

- **Genes:** GPI (glucose-6-phosphate isomerase) [NCBI Gene 2821], GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597], G6PC1 (glucose-6-phosphatase catalytic subunit 1) [NCBI Gene 2538], HK2 (hexokinase 2) [NCBI Gene 3099], HK1 (hexokinase 1) [NCBI Gene 3098], HK3 (hexokinase 3) [NCBI Gene 3101], G6PD (glucose-6-phosphate dehydrogenase) [NCBI Gene 2539], PGLS (6-phosphogluconolactonase) [NCBI Gene 25796], RPE (ribulose-5-phosphate-3-epimerase) [NCBI Gene 6120], TALDO1 (transaldolase 1) [NCBI Gene 6888], hxlB (6-phospho-3-hexuloisomerase (PHI)) [NCBI Gene 938313]
- **Chemicals:** Gluconolactone (PubChem CID 7027), D-Ribulose 5-phosphate (PubChem CID 439184), Xylulose 5-phosphate (PubChem CID 850), L-Alanine (PubChem CID 602), L-Aspartic acid (PubChem CID 424), Glutamic acid (PubChem CID 611), Citrulline (PubChem CID 833), L-Arginine (PubChem CID 232), L-Leucine (PubChem CID 857), L-Valine (PubChem CID 6287), L-Isoleucine (PubChem CID 791)
- **Diseases:** diabetic nephropathy (MONDO:0005016), diabetes mellitus (MONDO:0005015)

## Full-text entities

- **Genes:** Odc1 (ornithine decarboxylase 1) [NCBI Gene 24609] {aka Odc}, Gapdh (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 14433] {aka Gapd}, Ppargc1a (PPARG coactivator 1 alpha) [NCBI Gene 83516] {aka LRPGC1, PGC-1v, PGCvf, PGCvf-1, PGCvf1, Ppargc1}, Slc2a2 (solute carrier family 2 member 2) [NCBI Gene 25351] {aka GTT2, Glut2}, Pigk (phosphatidylinositol glycan anchor biosynthesis, class K) [NCBI Gene 329777] {aka 3000001O05Rik, Gm38470, PIG-K}, GPI [NCBI Gene 542313], Ager (advanced glycosylation end product-specific receptor) [NCBI Gene 81722] {aka RAGE}, Il4 (interleukin 4) [NCBI Gene 287287] {aka Il4e12}, Tnf (tumor necrosis factor) [NCBI Gene 24835] {aka RATTNF, TNF-alpha, Tnfa}, Prkaa2 (protein kinase AMP-activated catalytic subunit alpha 2) [NCBI Gene 78975] {aka Ampk, Ampka2}, HK2 [NCBI Gene 541641], Smad3 (SMAD family member 3) [NCBI Gene 25631] {aka Madh3, Smad 3, mad3}, Hk2 (hexokinase 2) [NCBI Gene 15277] {aka HKII}, Nos3 (nitric oxide synthase 3) [NCBI Gene 24600] {aka eNos}, Pecam1 (platelet and endothelial cell adhesion molecule 1) [NCBI Gene 29583] {aka CD31, Pecam}, LOC541642 (histidine kinase 3) [NCBI Gene 541642] {aka GRMZM2G158252, HK3a, ZmHK3, ZmHK3a, hk3}, Gck (glucokinase) [NCBI Gene 103988] {aka GLK, Gk, Gls006, HK4, HKIV, HXKP}, Mir21 (microRNA 21) [NCBI Gene 100314000] {aka rno-mir-21}, Alb (albumin) [NCBI Gene 11657] {aka Alb-1, Alb1, BCL001, BCL002, BPL001}, Pgls (6-phosphogluconolactonase) [NCBI Gene 66171] {aka 1110030K05Rik, Plgs}, Bdnf (brain-derived neurotrophic factor) [NCBI Gene 24225], G6pd2 (glucose-6-phosphate dehydrogenase 2) [NCBI Gene 14380] {aka G6pdx-ps1, Gpd-2, Gpd2}, Il1b (interleukin 1 beta) [NCBI Gene 24494] {aka IL-1F2}, Il6 (interleukin 6) [NCBI Gene 24498] {aka ILg6, Ifnb2}, Akt1 (AKT serine/threonine kinase 1) [NCBI Gene 24185] {aka Akt}, NR3C2 (nuclear receptor subfamily 3 group C member 2) [NCBI Gene 4306] {aka MCR, MLR, MR, NR3C2VIT}, Pfkp (phosphofructokinase, platelet) [NCBI Gene 60416] {aka ATP-PFK, PFK-C, PFK-P, pfkc}, WNK1 (WNK lysine deficient protein kinase 1) [NCBI Gene 65125] {aka HSAN2, HSN2, KDP, PPP1R167, PRKWNK1, PSK}, Il1b (interleukin 1 beta) [NCBI Gene 16176] {aka IL-1beta, Il-1b}, NEDD4L (NEDD4 like E3 ubiquitin protein ligase) [NCBI Gene 23327] {aka NEDD4-2, NEDD4.2, PVNH7, RSP5, hNEDD4-2}, G6pc1 (glucose-6-phosphatase catalytic subunit 1) [NCBI Gene 14377] {aka G6Pase, G6pc, G6pt, Glc-6-Pase}, Oat (ornithine aminotransferase) [NCBI Gene 64313] {aka rOAT}, Vip (vasoactive intestinal polypeptide) [NCBI Gene 22353], Vegfa (vascular endothelial growth factor A) [NCBI Gene 83785] {aka VEGF-A, VEGF111, VEGF164, VPF, Vegf}, Nos3 (nitric oxide synthase 3, endothelial cell) [NCBI Gene 18127] {aka 2310065A03Rik, Nos-3, eNOS, ecNOS}, Tgfb1 (transforming growth factor, beta 1) [NCBI Gene 59086] {aka Tgfb}, Crp (C-reactive protein) [NCBI Gene 25419] {aka Aa1249, Ab1-341, Ab2-196, Ac1-114, Ac1262, Ac2-069}, Pik3cb (phosphatidylinositol-4,5-bisphosphate 3-kinase, catalytic subunit beta) [NCBI Gene 85243], Pnlip (pancreatic lipase) [NCBI Gene 25702] {aka PANLI}, LOC541634 (histidine kinase 1) [NCBI Gene 541634] {aka GRMZM2G151223, HK1, ZmHK1}, Nfe2l2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 83619], Slc2a4 (solute carrier family 2 member 4) [NCBI Gene 25139] {aka Glut4}, Cat (catalase) [NCBI Gene 24248] {aka CS1, Cas1, Cat01, Catl, Cs-1}, Ache (acetylcholinesterase) [NCBI Gene 83817], Renbp (renin binding protein) [NCBI Gene 19703] {aka Age, Rnbp}, Hk1 (hexokinase 1) [NCBI Gene 15275] {aka Hk-1, Hk1-s, dea, mHk1-s}, Sp1 (Sp1 transcription factor) [NCBI Gene 24790], Il6 (interleukin 6) [NCBI Gene 16193] {aka Il-6}, Hk3 (hexokinase 3) [NCBI Gene 212032] {aka HK III, HK-III}, Taldo1 (transaldolase 1) [NCBI Gene 21351], Cxcr3 (C-X-C motif chemokine receptor 3) [NCBI Gene 12766] {aka Cd183, Cmkar3}, Il10 (interleukin 10) [NCBI Gene 25325] {aka IL10X, If2a}, Rpe (ribulose-5-phosphate-3-epimerase) [NCBI Gene 66646] {aka 2810429B02Rik, 5730518J08Rik}
- **Diseases:** insulin resistance (MESH:D007333), fibrosis (MESH:D005355), chronic renal disease (MESH:D051436), beta-cell dysfunction (MESH:D007340), neuroblastoma (MESH:D009447), cardiovascular disorders (MESH:D002318), CON (MESH:C536209), retinopathy (MESH:D058437), polyuria (MESH:D011141), Nephropathy (MESH:D007674), T-AOC (MESH:C535338), noncommunicable (MESH:D000073296), Leishmaniasis (MESH:D007896), renal tubular epithelial injury (MESH:D002277), edema (MESH:D004487), cytotoxicity (MESH:D064420), Malaria (MESH:D008288), urinary stones (MESH:D014545), DN (MESH:D003928), weight loss (MESH:D015431), metabolic diseases (MESH:D008659), cancer (MESH:D009369), Diabetes (MESH:D003920), RIF (OMIM:162000), lethargy (MESH:D053609), Proteinuria (MESH:D011507), end-stage renal disease (MESH:D007676), Online Mendelian Inheritance in Man (MESH:D030342), pancreatic injury (MESH:D010195), MF (MESH:C567116), metabolic disruptions (MESH:D019958), inflammation (MESH:D007249), hyperglycemia (MESH:D006943), collagen hyperplasia (MESH:D006965), appetite loss (MESH:D001068), gain (MESH:D015430), mitochondrial dysfunction (MESH:D028361), albuminuria (MESH:D000419), glomerular hypertrophy (MESH:D006984), neurodegenerative diseases (MESH:D019636), Staphylococcus aureus infection (MESH:D013203), nephritis (MESH:D009393), neuropathy (MESH:D009422), Acute and chronic (MESH:D001930), Tuberculosis (MESH:D014376), MOD (MESH:D004195), glucose intolerance (MESH:D018149)
- **Chemicals:** Citrulline (MESH:D002956), Xylulose 5-phosphate (MESH:C031625), Cirsimaritin (MESH:C007072), L-Leucine (MESH:D007930), asparagine (MESH:D001216), bupropion (MESH:D016642), triglyceride (MESH:D014280), L-Valine (MESH:D014633), selenium (MESH:D012643), kanamycin (MESH:D007612), Nicotinate (MESH:D009525), sucrose (MESH:D013395), glucose (MESH:D005947), alpha-KG (MESH:D007656), L-Aspartic acid (MESH:D001224), methanol (MESH:D000432), Urea (MESH:D014508), citrate (MESH:D019343), GSH (MESH:D005978), atrazine (MESH:D001280), MDA (MESH:D008315), magnesium (MESH:D008274), Scopolin (MESH:C417572), calcium (MESH:D002118), Chemical compounds (-), Hematoxylin (MESH:D006416), GPI (MESH:D017261), NO (MESH:D009569), blood glucose (MESH:D001786), cholesterol (MESH:D002784), water (MESH:D014867), Neomycin (MESH:D009355), Histidine (MESH:D006639), EtOH (MESH:D000431), MET (MESH:D008715), Gluconolactone (MESH:C010730), isorhamnetin (MESH:C047368), lignins (MESH:D008031), alpha-aminobutyric acid (MESH:C012223), lipid (MESH:D008055), H&amp;E (MESH:D006371), C-peptide (MESH:D002096), Creatinine (MESH:D003404), dopamine (MESH:D004298), reactive oxygen species (MESH:D017382), gentamicin (MESH:D005839), glucuronate (MESH:D020723), putrescine (MESH:D011700), Glutamic acid (MESH:D018698), carbon (MESH:D002244), aromatic amino acids (MESH:D024322), STZ (MESH:D013311), sodium citrate (MESH:D000077559), glycolipid (MESH:D006017), Alanine (MESH:D000409), insulin (MESH:D007328), catecholamines (MESH:D002395), acetonitrile (MESH:C032159), pentose (MESH:D010429), Pantothenate (MESH:D009536)
- **Species:** Zea mays (maize, species) [taxon 4577], Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090], Rattus norvegicus (brown rat, species) [taxon 10116]
- **Cell lines:** NRK-52E — Rattus norvegicus (Rat), Spontaneously immortalized cell line (CVCL_0468), MSN — Homo sapiens (Human), Neuroblastoma, Cancer cell line (CVCL_9882), RAW264.7 — Mus musculus (Mouse), Mouse leukemia, Cancer cell line (CVCL_0493)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12343222/full.md

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12343222/full.md

## References

43 references — full list in the complete paper: https://tomesphere.com/paper/PMC12343222/full.md

---
Source: https://tomesphere.com/paper/PMC12343222