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GC-MS based comparative metabolomic analysis of human cancellous bone reveals the critical role of linoleic acid metabolism in femur head necrosis

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Abstract

Introduction

Femur head necrosis (FHN) is a challenging clinical disease with unclear underlying mechanism, which pathologically is associated with disordered metabolism. However, the disordered metabolism in cancellous bone of FHN was never analyzed by gas chromatography-mass spectrometry (GC-MS).

Objectives

To elucidate altered metabolism pathways in FHN and identify putative biomarkers for the detection of FHN.

Methods

We recruited 26 patients with femur head necrosis and 22 patients with femur neck fracture in this study. Cancellous bone tissues from the femoral heads were collected after the surgery and were analyzed by GC-MS based untargeted metabolomics approach. The resulting data were analyzed via uni- and multivariate statistical approaches. The changed metabolites were used for the pathway analysis and potential biomarker identification.

Results

Thirty-seven metabolites distinctly changed in FHN group were identified. Among them, 32 metabolites were upregulated and 5 were downregulated in FHN. The pathway analysis showed that linoleic acid metabolism were the most relevant to FHN pathology. On the basis of metabolites network, L-lysine, L-glutamine and L-serine were deemed as the junctions of the whole metabolites. Finally, 9,12-octadecadienoic acid, inosine, L-proline and octadecanoic acid were considered as the potential biomarkers of FHN.

Conclusion

This study provides a new insight into the pathogenesis of FHN and confirms linoleic acid metabolism as the core.

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Data Availability

The metabolomics and metadata reported in this paper are available via study identifier MTBLS7627.

References

  • Bai, H., Chen, T., Lu, Q., Zhu, W., & Zhang, J. (2019). Gene expression profiling of the bone trabecula in patients with osteonecrosis of the femoral head by RNA sequencing. J Biochem.

  • Baig, S. A., & Baig, M. N. (2018). Osteonecrosis of the Femoral Head: Etiology, Investigations, and Management. Cureus 10, e3171.

  • Barney, J., Piuzzi, N. S., & Akhondi, H. (2022). Femoral Head Avascular Necrosis, StatPearls, Treasure Island (FL).

  • Bylesjö, M., Rantalainen, M., Cloarec, O., Nicholson, J. K., Holmes, E., & Trygg, J. (2006). OPLS discriminant analysis: Combining the strengths of PLS-DA and SIMCA classification. Journal of Chemometrics, 20, 341–351.

    Article  Google Scholar 

  • Chen, J., Chaurio, R. A., Maueroder, C., Derer, A., Rauh, M., Kost, A., Liu, Y., Mo, X., Hueber, A., Bilyy, R., Herrmann, M., Zhao, Y., & Munoz, L. E. (2017). Inosine released from dying or dead cells stimulates cell proliferation via Adenosine receptors. Frontiers in Immunology, 8, 504.

    Article  PubMed  PubMed Central  Google Scholar 

  • Chen, Q., Zhou, T., Yuan, J. J., **ong, X. Y., Liu, X. H., Qiu, Z. M., Hu, L. L., Lu, H., He, Q., Liu, C., & Yang, Q. W. (2023). Metabolomics profiling to characterize cerebral ischemia-reperfusion injury in mice. Frontiers in Pharmacology, 14, 1091616.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Dos Santos, G. G., Hastreiter, A. A., Sartori, T., Borelli, P., & Fock, R. A. (2017). L-Glutamine in vitro modulates some Immunomodulatory Properties of Bone Marrow Mesenchymal Stem cells. Stem Cell Rev Rep, 13, 482–490.

    Article  PubMed  Google Scholar 

  • Fan, R., Liu, K., & Zhou, Z. (2021). Abnormal lipid Profile in fast-growing broilers with spontaneous femoral head necrosis. Frontiers in Physiology, 12, 685968.

    Article  PubMed  PubMed Central  Google Scholar 

  • Gika, H. G., Theodoridis, G. A., & Wilson, I. D. (2008). Liquid chromatography and ultra-performance liquid chromatography-mass spectrometry fingerprinting of human urine: Sample stability under different handling and storage conditions for metabonomics studies. Journal of Chromatography A, 1189, 314–322.

    Article  CAS  PubMed  Google Scholar 

  • Gudkov, S. V., Gudkova, O. Y., Chernikov, A. V., & Bruskov, V. I. (2009). Protection of mice against X-ray injuries by the post-irradiation administration of guanosine and inosine. International Journal of Radiation Biology, 85, 116–125.

    Article  CAS  PubMed  Google Scholar 

  • Izumiya, M., Haniu, M., Ueda, K., Ishida, H., Ma, C., Ideta, H., Sobajima, A., Ueshiba, K., Uemura, T., Saito, N., & Haniu, H. (2021). Evaluation of MC3T3-E1 cell osteogenesis in different cell culture media. International Journal of Molecular Sciences 22.

  • Jiang, Z., Wang, X., Rastrick, S. P. S., Fang, J., Du, M., Gao, Y., Li, F., Strand, O., & Fang, J. (2019). Metabolic responses to elevated pCO(2) in the gills of the Pacific oyster (Crassostrea gigas) using a GC-TOF-MS-based metabolomics approach. Comp Biochem Physiol Part D Genomics Proteomics, 29, 330–338.

    Article  CAS  PubMed  Google Scholar 

  • Jiang, Y., Wang, J., Sun, M., Zuo, D., Wang, H., Shen, J., Jiang, W., Mu, H., Ma, X., Yin, F., Lin, J., Wang, C., Yu, S., Jiang, L., Lv, G., Liu, F., Xue, L., Tian, K., Wang, G., Zhou, Z., Lv, Y., Wang, Z., Zhang, T., Xu, J., Yang, L., Zhao, K., Sun, W., Tang, Y., Cai, Z., Wang, S., & Hua, Y. (2022). Multi-omics analysis identifies osteosarcoma subtypes with distinct prognosis indicating stratified treatment. Nature Communications, 13, 7207.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kang, J. S., Suh, Y. J., Moon, K. H., Park, J. S., Roh, T. H., Park, M. H., & Ryu, D. J. (2018). Clinical efficiency of bone marrow mesenchymal stem cell implantation for osteonecrosis of the femoral head: A matched pair control study with simple core decompression. Stem Cell Research & Therapy, 9, 274.

    Article  Google Scholar 

  • Kasonga, A. E., Kruger, M. C., & Coetzee, M. (2019). Free fatty acid receptor 4-beta-arrestin 2 pathway mediates the effects of different classes of unsaturated fatty acids in osteoclasts and osteoblasts. Biochim Biophys Acta Mol Cell Biol Lipids, 1864, 281–289.

    Article  CAS  PubMed  Google Scholar 

  • Kwon, Y. W., Lee, S. J., Heo, S. C., Lee, T. W., Park, G. T., Yoon, J. W., Kim, S. C., Shin, H. J., Lee, S. C., & Kim, J. H. (2019). Role of CXCR2 in the Ac-PGP-Induced mobilization of circulating angiogenic cells and its therapeutic implications. Stem Cells Transl Med, 8, 236–246.

    Article  CAS  PubMed  Google Scholar 

  • Li, T., Zhang, Y., Wang, R., Xue, Z., Li, S., Cao, Y., Liu, D., Niu, Y., Mao, X., Wang, X., Li, W., Guo, Q., Guo, M., Lin, N., & Chen, W. (2019). Discovery and validation an eight-biomarker serum gene signature for the diagnosis of steroid-induced osteonecrosis of the femoral head. Bone, 122, 199–208.

    Article  CAS  PubMed  Google Scholar 

  • Liu, L., Wen, Y., Zhang, L., Xu, P., Liang, X., Du, Y., Li, P., He, A., Fan, Q., Hao, J., Wang, W., Guo, X., Shen, H., Tian, Q., Zhang, F., & Deng, H. W. (2018). Assessing the Associations of blood metabolites with osteoporosis: A mendelian randomization study. Journal of Clinical Endocrinology and Metabolism, 103, 1850–1855.

    Article  PubMed  PubMed Central  Google Scholar 

  • Mak, I. L., Lavery, P., Agellon, S., Rauch, F., Murshed, M., & Weiler, H. A. (2019). Arachidonic acid exacerbates diet-induced obesity and reduces bone mineral content without impacting bone strength in growing male rats. Journal of Nutritional Biochemistry, 73, 108226.

    Article  CAS  PubMed  Google Scholar 

  • Mars, R. A. T., Yang, Y., Ward, T., Houtti, M., Priya, S., Lekatz, H. R., Tang, X., Sun, Z., Kalari, K. R., Korem, T., Bhattarai, Y., Zheng, T., Bar, N., Frost, G., Johnson, A. J., van Treuren, W., Han, S., Ordog, T., Grover, M., Sonnenburg, J., D’Amato, M., Camilleri, M., Elinav, E., Segal, E., Blekhman, R., Farrugia, G., Swann, J. R., Knights, D., & Kashyap, P. C. (2020). Longitudinal Multi-omics Reveals Subset-Specific Mechanisms Underlying Irritable Bowel Syndrome. Cell 183, 1137–1140.

  • Muller, D. I. H., Stoll, C., Palumbo-Zerr, K., Bohm, C., Krishnacoumar, B., Ipseiz, N., Taubmann, J., Zimmermann, M., Bottcher, M., Mougiakakos, D., Tuckermann, J., Djouad, F., Schett, G., Scholtysek, C., & Kronke, G. (2020). PPARdelta-mediated mitochondrial rewiring of osteoblasts determines bone mass. Scientific Reports, 10, 8428.

    Article  PubMed  PubMed Central  Google Scholar 

  • Overington, J. P., Al-Lazikani, B., & Hopkins, A. L. (2006). How many drug targets are there? Nature Reviews. Drug Discovery, 5, 993–996.

    Article  CAS  PubMed  Google Scholar 

  • Paola, C. M., Camila, A. M., Ana, C., Marlon, O., Diego, S., Robin, Z., Beatriz, G., & Cristina, C. (2019). Functional textile finishing of type I collagen isolated from bovine bone for potential healthtech. Heliyon 5, e01260.

  • Park, S. E., Seo, S. H., Kim, E. J., Park, D. H., Park, K. M., Cho, S. S., & Son, H. S. (2019). Metabolomic Approach for Discrimination of Cultivation Age and Ripening Stage in Ginseng Berry Using Gas Chromatography-Mass Spectrometry. Molecules 24.

  • Platt, I. D., & El-Sohemy, A. (2009). Regulation of osteoblast and adipocyte differentiation from human mesenchymal stem cells by conjugated linoleic acid. Journal of Nutritional Biochemistry, 20, 956–964.

    Article  CAS  PubMed  Google Scholar 

  • Salgado, C. L., Teixeira, B. I. B., & Monteiro, F. J. M. (2019). Biomimetic Composite Scaffold with Phosphoserine Signaling for bone tissue Engineering Application. Frontiers in Bioengineering and Biotechnology, 7, 206.

    Article  PubMed  PubMed Central  Google Scholar 

  • Sen, S., & Banerjee, R. (2007). A pathogenic linked mutation in the catalytic core of human cystathionine beta-synthase disrupts allosteric regulation and allows kinetic characterization of a full-length dimer. Biochemistry, 46, 4110–4116.

    Article  CAS  PubMed  Google Scholar 

  • Sharma, D., Yu, Y., Shen, L., Zhang, G. F., & Karner, C. M. (2021). SLC1A5 provides glutamine and asparagine necessary for bone development in mice. Elife 10.

  • Shi, D., Mu, S., Pu, F., Liu, J., Zhong, B., Hu, B., Ni, N., Wang, H., Luu, H. H., Haydon, R. C., Shen, L., Zhang, Z., He, T. C., & Shao, Z. (2022). Integrative analysis of immune-related multi-omics profiles identifies distinct prognosis and tumor microenvironment patterns in osteosarcoma. Molecular Oncology, 16, 2174–2194.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Srivastava, R. K., Sapra, L., & Mishra, P. K. (2022). Osteometabolism: Metabolic Alterations in Bone Pathologies. Cells 11.

  • Sun, F., Zhou, J. L., Liu, Z. L., Jiang, Z. W., & Peng, H. (2022). Dexamethasone induces ferroptosis via P53/SLC7A11/GPX4 pathway in glucocorticoid-induced osteonecrosis of the femoral head. Biochemical and Biophysical Research Communications, 602, 149–155.

    Article  CAS  PubMed  Google Scholar 

  • Tao, S. C., Li, X. R., Wei, W. J., Wei, Z. Y., Zhang, C. R., Wang, F., Dawes, H., & Guo, S. C. (2022). Polymeric coating on beta-TCP scaffolds provides immobilization of small extracellular vesicles with surface-functionalization and ZEB1-Loading for bone defect repair in diabetes mellitus. Biomaterials, 283, 121465.

    Article  CAS  PubMed  Google Scholar 

  • Teoh, H. L., Aminudin, N., & Abdullah, N. (2021). In Vitro Antioxidation, Antihepatic Steatosis, and anti-inflammatory Effects of Ethyl acetate fraction from Auricularia nigricans (Agaricomycetes). Int J Med Mushrooms, 23, 43–56.

    Article  PubMed  Google Scholar 

  • Turner, P. A., Garrett, M. R., Didion, S. P., & Janorkar, A. V. (2018). Spheroid Culture System confers differentiated Transcriptome Profile and functional advantage to 3T3-L1 adipocytes. Annals of Biomedical Engineering, 46, 772–787.

    Article  PubMed  PubMed Central  Google Scholar 

  • Venugopal, E., Ramadoss, G., Krishnan, K., Eranezhath, S. S., Bhattacharyya, A., & Rajendran, S. (2017). Stimulation of human osteoblast cells (MG63) proliferation using decanoic acid and isopropyl amine fractions of Wattakaka volubilis leaves. Journal of Pharmacy and Pharmacology, 69, 1578–1591.

    Article  CAS  PubMed  Google Scholar 

  • Venugopal, E., Rajeswaran, N., Sahanand, K. S., Bhattacharyya, A., & Rajendran, S. (2018). In vitro evaluation of phytochemical loaded electrospun gelatin nanofibers for application in bone and cartilage tissue engineering. Biomedical Materials, 14, 015004.

    Article  PubMed  Google Scholar 

  • Wei, Y., **ao, L., Fan, W., Yang, H., Fu, Y., Ye, Y., Wang, X., Wen, D., Cheng, A., & Liao, L. (2022). Comprehensive metabolomic characterization of the hippocampus in a ketamine mouse model of schizophrenia. Biochemical and Biophysical Research Communications, 632, 150–157.

    Article  CAS  PubMed  Google Scholar 

  • Yan, Y., Wang, J., Huang, D., Lv, J., Li, H., An, J., Cui, X., & Zhao, H. (2022). Plasma lipidomics analysis reveals altered lipids signature in patients with osteonecrosis of the femoral head. Metabolomics, 18, 14.

    Article  CAS  PubMed  Google Scholar 

  • Yard, B. A., Carter, L. G., Johnson, K. A., Overton, I. M., Dorward, M., Liu, H., McMahon, S. A., Oke, M., Puech, D., Barton, G. J., Naismith, J. H., & Campopiano, D. J. (2007). The structure of serine palmitoyltransferase; gateway to sphingolipid biosynthesis. Journal of Molecular Biology, 370, 870–886.

    Article  CAS  PubMed  Google Scholar 

  • Yu, C., **, L., Chen, J., Jiang, Q., Yi, H., Wang, Y., & Wang, X. (2017). PAM, OLA, and LNA are differentially taken up and trafficked Via different metabolic pathways in Porcine Adipocytes. Lipids, 52, 929–938.

    Article  CAS  PubMed  Google Scholar 

  • Yu, X., Zhang, S., Zhang, B., & Dai, M. (2022). Relationship of idiopathic femoral head necrosis with blood lipid metabolism and coagulation function: A propensity score-based analysis. Front Surg, 9, 938565.

    Article  PubMed  Google Scholar 

  • Yuan, S., Lemming, E. W., Michaelsson, K., & Larsson, S. C. (2019). Plasma phospholipid fatty acids, bone mineral density and fracture risk: Evidence from a Mendelian randomization study. Clin Nutr.

  • Zhao, D., Zhang, F., Wang, B., Liu, B., Li, L., Kim, S. Y., Goodman, S. B., Hernigou, P., Cui, Q., Lineaweaver, W. C., Xu, J., Drescher, W. R., & Qin, L. (2020). Guidelines for clinical diagnosis and treatment of osteonecrosis of the femoral head in adults (2019 version). J Orthop Translat, 21, 100–110.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhao, S., Wu, Y., Qian, Y., Qian, Y., Xue, S., Chen, J., Zeng, Q., & Gu, M. (2022). Chemical profiling and identification of anti-osteoporosis chemical-markers of Cinnamomum cassia (L.) presl extracts using GC-MS and spectrum-activity analyses. Natural Product Research, 1–5.

  • Zhong, L. J., Hua, Y. L., Ji, P., Yao, W. L., Zhang, W. Q., Li, J., & Wei, Y. M. (2016). Evaluation of the anti-inflammatory effects of volatile oils from processed products of Angelica sinensis radix by GC-MS-based metabolomics. Journal of Ethnopharmacology, 191, 195–205.

    Article  CAS  PubMed  Google Scholar 

  • Zhu, W., Chen, T., Ding, S., Yang, G., Xu, Z., Xu, K., Zhang, S., Ma, T., & Zhang, J. (2016). Metabolomic study of the bone trabecula of osteonecrosis femoral head patients based on UPLC–MS/MS. Metabolomics 12.

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Acknowledgments

This work was supported by the Natural Science Foundation of Guangdong Province (Grant No. 2023A1515012682). The authors would like to thank Mr. Shengqiang Li for his help in sampling.

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Ming Fu, Jian Zhang and Weiwen Zhu conceived and designed the research. Rui Wang and Jian Zhang performed Material preparation. Weiwen Zhu, Zhijian Yang, Rui Wang, Xuming Luo and Baoxi Yu conducted experiments. Weiwen Zhu and Rui Wang contributed new reagents or analytical tools. Weiwen Zhu and Rui Wang analyzed data. Weiwen Zhu, Zhijian Yang, and Jian Zhang wrote the manuscript. All of the authors read and approved the final manuscript.

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Correspondence to Jian Zhang or Ming Fu.

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Zhu, W., Wang, R., Yang, Z. et al. GC-MS based comparative metabolomic analysis of human cancellous bone reveals the critical role of linoleic acid metabolism in femur head necrosis. Metabolomics 19, 86 (2023). https://doi.org/10.1007/s11306-023-02053-3

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