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Annadurai P, Isaac AE. Prediction of key pathways in hepatocellular carcinoma (HCC): A machine learning approach using a sample pathway information matrix. Comput Biol Chem 2025; 118:108481. [PMID: 40300216 DOI: 10.1016/j.compbiolchem.2025.108481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2024] [Revised: 03/20/2025] [Accepted: 04/16/2025] [Indexed: 05/01/2025]
Abstract
Hepatocellular carcinoma (HCC) represents the most prevalent form of primary liver cancer, accounting for 75 % of all cases. Individuals with metabolic dysfunctions are at risk of developing significant symptoms, including cirrhosis. To address this, we proposed a novel method to find the signalling pathway based on the patient's gene expression. The objective includes examining the predictive biomarkers associated with cirrhosis-related HCC. The study combines gene expression and pathway enrichment data to find the biologically important pathways in disease progression. The differential gene expression analysis showed 58 upregulated and 62 downregulating differentially expressed genes. These DEGs were utilized to construct a protein-protein interaction network, and then the clustered genes were determined. Subsequently, pathway enrichment analysis was performed for the clustered genes and the gene-pathway interaction matrix was developed. The sample-pathway information matrix (SPIM) was obtained by multiplying the gene-expression and gene-pathway matrix. The key pathways were predicted from the SPIM using random forest model and we achieved 94 % of accuracy. The arachidonic acid metabolism was the most important pathway and genes involved in this pathway includes CYP2C9, CYP2C8, CYP2B6. These genes are well known for promoting metabolic disorders in the liver. Hence, our novel method proves that it could distinguish the samples and extract important pathways that are involved in differentiating the diseased samples based on the gene expression. Therefore, integrating gene expression and their enriched biological pathways may effectively help in identifying the key signalling pathways.
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Affiliation(s)
- Priyadharshini Annadurai
- Bioinformatics Programming Laboratory, Department of Bioscience, School of Bio Science and Technology, Vellore Institute of Technology, Katpadi, Vellore - 632014, Tamil Nadu, India
| | - Arnold Emerson Isaac
- Bioinformatics Programming Laboratory, Department of Bioscience, School of Bio Science and Technology, Vellore Institute of Technology, Katpadi, Vellore - 632014, Tamil Nadu, India.
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Tang H, Ni W, Niu D, Wang K, Shen M, Meng F, Cui D, Zeng Z, Sun C, Shen J, Li S, Zhou Y. Guiqi Huoxue capsule alleviates cervical spondylosis in rats: Insights from 16S rRNA sequencing, lipidomics, and network pharmacology. JOURNAL OF ETHNOPHARMACOLOGY 2025; 347:119752. [PMID: 40194639 DOI: 10.1016/j.jep.2025.119752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 03/27/2025] [Accepted: 04/04/2025] [Indexed: 04/09/2025]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Cervical spondylosis (CS) is a common condition primarily caused by intervertebral disc degeneration (IVDD), adversely affecting quality of life. Traditional Chinese medicine believes that Qi deficiency and blood stasis are the main pathogenesis of CS. Guiqi Huoxue capsule (GQHX) has the effect of beneficial Qi tonifying kidneys and promoting blood circulation, which is mainly used in the clinical treatment of CS (Qi deficiency and blood stasis syndrome). However, the underlying mechanism of action has not been reported and clarified. AIM OF THE STUDY The aim of this study was to investigate the efficacy and underlying mechanisms of GQHX in CS rats. MATERIALS AND METHODS The CS rat model (Qi deficiency and blood stasis syndrome) was established by using IVDD and Ovariectomy (OVX) surgeries, along with qi deficiency and blood stasis modeling. The effects of GQHX on CS rats were evaluated by behavioral tests, blood indexes, H&E staining, and other means. Fatty acid profiles and gut microbiota were analyzed using lipidomics and 16S rRNA sequencing. The mechanism of action of GQHX was investigated by network pharmacology and western blotting. RESULTS GQHX reduced the symptoms of CS rats as confirmed by behavioral indicators, serum markers, and other measures of efficacy. Meanwhile, 16S rRNA sequencing and lipidomics results showed that GQHX regulated the abundance of Blautia and Muribaculaceae, influencing the production of various fatty acids (e.g. isobutyric, isovaleric, and linoleic acids). More importantly, network pharmacology and Western blot results suggested that GQHX could alleviate the clinical symptoms of CS by regulating the abnormal expression of AGE-RAGE, MAPK, and HIF-1 signaling pathways. CONCLUSION This study elucidated the role of GQHX in alleviating CS and highlighted the mechanisms involved, particularly the regulation of gut microbiota and lipid metabolism, as well as the AGE-RAGE, MAPK, and HIF-1 signaling pathways.
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Affiliation(s)
- Hongguang Tang
- Department of Pharmacy, Jiangsu Ocean University, Lianyungang, 222005, China.
| | - Wenting Ni
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China.
| | - Dejun Niu
- State Key Laboratory of Integration and Innovation of Classic Formula and Modern Chinese Medicine, Lunan Pharmaceutical Group Co. Ltd., Linyi, 276005, China.
| | - Kun Wang
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China.
| | - Mengmeng Shen
- State Key Laboratory of Integration and Innovation of Classic Formula and Modern Chinese Medicine, Lunan Pharmaceutical Group Co. Ltd., Linyi, 276005, China.
| | - Fanqiang Meng
- State Key Laboratory of Integration and Innovation of Classic Formula and Modern Chinese Medicine, Lunan Pharmaceutical Group Co. Ltd., Linyi, 276005, China.
| | - Deyu Cui
- School of Medicine and Pharmacy, Ocean University of China, Qingdao, 266003, China.
| | - Zhen Zeng
- State Key Laboratory of Integration and Innovation of Classic Formula and Modern Chinese Medicine, Lunan Pharmaceutical Group Co. Ltd., Linyi, 276005, China.
| | - Chenghong Sun
- State Key Laboratory of Integration and Innovation of Classic Formula and Modern Chinese Medicine, Lunan Pharmaceutical Group Co. Ltd., Linyi, 276005, China.
| | - Jinyang Shen
- Department of Pharmacy, Jiangsu Ocean University, Lianyungang, 222005, China.
| | - Shirong Li
- State Key Laboratory of Integration and Innovation of Classic Formula and Modern Chinese Medicine, Lunan Pharmaceutical Group Co. Ltd., Linyi, 276005, China.
| | - Yue Zhou
- Department of Pharmacy, Lianyungang Affiliated Hospital of Nanjing University of Chinese Medicine, Lianyungang, 222000, China.
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Wu R, Zhao XJ, Du Y, Dong Y, Song X, Zhu Y. Lipid metabolic disorders and their impact on cartilage endplate and nucleus pulposus function in intervertebral disk degeneration. Front Nutr 2025; 12:1533264. [PMID: 40129665 PMCID: PMC11931516 DOI: 10.3389/fnut.2025.1533264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Accepted: 02/06/2025] [Indexed: 03/26/2025] Open
Abstract
Lipid metabolism encompasses the processes of digestion, absorption, synthesis, and degradation of fats within biological systems, playing a crucial role in sustaining normal physiological functions. Disorders of lipid metabolism, characterized by abnormal blood lipid levels and dysregulated fatty acid metabolism, have emerged as significant contributors to intervertebral disk degeneration (IDD). The pathogenesis of IDD is multifaceted, encompassing genetic predispositions, nutritional and metabolic factors, mechanical stressors, trauma, and inflammatory responses, which collectively facilitate the progression of IDD. Although the precise mechanisms underlying IDD remain incompletely elucidated, there is substantial consensus regarding the close association between lipid metabolism disorders and its development. Intervertebral disks are essential for maintaining spinal alignment. Their primary functions encompass shock absorption, preservation of physiological curvature, facilitation of movement, and provision of stability. The elasticity and thickness of these disks effectively absorb daily impacts, safeguard the spine, uphold its natural curvature and flexibility, while also creating space for nerve roots to prevent compression and ensure normal transmission of nerve signals. Research indicates that such metabolic disturbances may compromise the functionality of cartilaginous endplates (CEP) and nucleus pulposus (NP), thereby facilitating IDD's onset and progression. The CEP is integral to internal material exchange and shock absorption while mitigating NP herniation under mechanical load conditions. As the central component of intervertebral disks, NP is essential for maintaining disk height and providing shock-absorbing capabilities; thus, damage to these critical structures accelerates IDD progression. Furthermore, lipid metabolism disorders contribute to IDD through mechanisms including activation of endoplasmic reticulum stress pathways, enhancement of oxidative stress levels, induction of cellular pyroptosis alongside inhibition of autophagy processes-coupled with the promotion of inflammation-induced fibrosis and fibroblast proliferation leading to calcification within intervertebral disks. This review delineates the intricate interplay between lipid metabolism disorders and IDD; it is anticipated that advancing our understanding of this pathogenesis will pave the way for more effective preventive measures and therapeutic strategies against IDD in future research.
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Affiliation(s)
- Ruixia Wu
- Inner Mongolia Medical University, Hohhot, China
| | - Xiao Juan Zhao
- The Second Affiliated Hospital of Inner Mongolia Medical University, Hohhot, China
| | - Yaxin Du
- Inner Mongolia Medical University, Hohhot, China
| | - Yizhi Dong
- Inner Mongolia Medical University, Hohhot, China
| | - Xinyue Song
- Inner Mongolia Medical University, Hohhot, China
| | - Yong Zhu
- Peking University Cancer Hospital Inner Mongolia Hospital, Affiliated Cancer Hospital of Inner Mongolia Medical University, Hohhot, China
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Yıldırım Uslu E, Gülkesen A, Akgol G, Alkan G, Poyraz AK, İlhan N. Serum Endothelin-1 Level Can Reflect the Degree of Lumbar Degeneration: A Cross-Sectional Study. Cureus 2024; 16:e59966. [PMID: 38854285 PMCID: PMC11162144 DOI: 10.7759/cureus.59966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/09/2024] [Indexed: 06/11/2024] Open
Abstract
Background Endothelin-1 (ET-1) is an agent closely associated with inflammation and has recently been recognized as a significant factor in degenerative processes. This study aimed to investigate the correlation between serum ET-1 level and radiological and clinical manifestations of lumbar disc herniation (LDH) and intervertebral disc degeneration (IDD) pathologies. Methodology The study was conducted with 50 healthy controls and 50 LDH patients. The pain level of the patients was analyzed with the Visual Analog Scale (VAS), and their functionality was analyzed with the Oswestry Disability Index (ODI). The disc degeneration and disc herniation grades were determined using magnetic resonance imaging. Serum ET-1 levels of the participants were measured using the enzyme-linked immunosorbent assay method. Results ET-1 level was significantly higher in the patient group compared to the controls (p < 0.01). A positive correlation was determined between serum ET-1 level and Pfirrmann grade in the patient group (p < 0.01). No correlation was determined between the MacNab grade, VAS, and ODI scores and ET-1 (p = 0.397, p = 0.137, and p = 0.208, respectively). There was no significant difference between the serum ET-1 levels of the patients with or without neurological deficits (p = 0.312). Conclusions The correlation between the serum ET-1 levels and IDD grade suggested that the former could serve as a biomarker to determine the degree of degeneration in the future. However, further research is required to determine the underlying mechanisms.
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Affiliation(s)
- Emine Yıldırım Uslu
- Physical Medicine and Rehabilitation, Elazığ Fethi Sekin City Hospital, Elazig, TUR
| | - Arif Gülkesen
- Physical Medicine and Rehabilitation, Firat University, Elazig, TUR
| | - Gurkan Akgol
- Physical Medicine and Rehabilitation, Firat University Hospital, Elazig, TUR
| | - Gökhan Alkan
- Physical Medicine and Rehabilitation, Firat University, Elazig, TUR
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Wang N, Chen S, Xie Y, Liu X, Xi Z, Li J, Xue C, Deng R, Min W, Kang R, Xie L. The Sanbi Decoction alleviates intervertebral disc degeneration in rats through intestinal flora and serum metabolic homeostasis modulation. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2024; 127:155480. [PMID: 38484462 DOI: 10.1016/j.phymed.2024.155480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 01/29/2024] [Accepted: 02/23/2024] [Indexed: 03/26/2024]
Abstract
BACKGROUND Intervertebral disc degeneration (IVDD) is an essential cause of low back pain (LBP), the incidence of which has risen in recent years and is progressively younger, but treatment options are limited, placing a serious economic burden on society. Sanbi decoction (SBD) is an important classical formula for the treatment of IVDD, which can significantly improve patients' symptoms and is a promising alternative therapy. PURPOSE The aim of this study is to investigate the safety and efficacy of SBD in the treatment of IVDD and to explore the underlying mechanisms by using an integrated analytical approach of microbiomics and serum metabolomics, as well as by using molecular biology. METHODS A rat IVDD puncture model was established and treated by gavage with different concentrations of SBD, and clean faeces, serum, liver, kidney, and intervertebral disc (IVD) were collected after 4 weeks. We assessed the safety by liver and kidney weighing, functional tests and tissue staining, the expression of tumor necrosis factor-alpha (TNF-ɑ), interleukin 1β (IL-1β) and interleukin 6 (IL-6) inflammatory factors in serum was detected by ELISA kits, and X-ray test, magnetic resonance imaging (MRI) examination, immunohistochemistry (IHC), western blotting (WB), hematoxylin-eosin (HE) staining and safranin O-fast green (SO/FG) staining were used to assess the efficacy. Finally, we performed 16S rRNA sequencing analysis on the faeces of different groups and untargeted metabolomics on serum and analyzed the association between them. RESULTS SBD can effectively reduce the inflammatory response, regulate the metabolic balance of extracellular matrix (ECM), improve symptoms, and restore IVD function. In addition, SBD can significantly improve the diversity of intestinal flora and maintain the balance. At the phylum level, SBD greatly increased the relative abundance of Patescibacteria and Actinobacteriota and decreased the relative abundance of Bacteroidota. At the genus level, SBD significantly increased the relative abundance of Clostridia_UCG-014, Enterorhabdus, and Adlercreutzia, and decreased the relative abundance of Ruminococcaceae_UCG-005 (p < 0.05). Untargeted metabolomics indicated that SBD significantly improved serum metabolites and altered serum expression of 4alpha-phorbol 12,13-didecanoate (4alphaPDD), euscaphic acid (EA), alpha-muricholic acid (α-MCA), 5-hydroxyindoleacetic acid (5-HIAA), and kynurenine (Kyn) (p < 0.05), and the metabolic pathways were mainly lipid metabolism and amino acid metabolism. CONCLUSIONS This study demonstrated that SBD can extensively regulate intestinal flora and serum metabolic homeostasis to reduce inflammatory response, inhibit the degradation of ECM, restore IVD height and water content to achieve apparent therapeutic effect for IVDD.
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Affiliation(s)
- Nan Wang
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China
| | - Shuang Chen
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China
| | - Yimin Xie
- Department of Orthopedics, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210029, China
| | - Xin Liu
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China
| | - Zhipeng Xi
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China
| | - Jingchi Li
- The Affiliated Traditional Chinese Medicine Hospital of Southwest Medical University, Luzhou, Sichuan Province, 646000, China
| | - Congyang Xue
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China
| | - Rongrong Deng
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China
| | - Wen Min
- Department of Orthopedics, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province 210029, China.
| | - Ran Kang
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China.
| | - Lin Xie
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, 210028, China.
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