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Galant N, Nicoś M, Khalavka M, Krzyżanowska N, Chmielewska I, Kuźnar-Kamińska B, Krawczyk P, Sroka-Bartnicka A, Depciuch J. Application of Fourier transform infrared (FTIR) spectroscopy in liquid biopsy to predict the response to the first-line immunotherapy in non-small-cell lung cancer (NSCLC) patients. Biochem Biophys Res Commun 2025; 771:152007. [PMID: 40393158 DOI: 10.1016/j.bbrc.2025.152007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2025] [Revised: 04/30/2025] [Accepted: 05/12/2025] [Indexed: 05/22/2025]
Abstract
The direction of anticancer therapies has changed in recent years, including the increasing use of immunotherapy. However, around 50 % of non-small-cell lung cancer (NSCLC) patients do not respond to immunotherapy. Therefore, it is important to find a marker that will allow us to assess whether it will be effective. In the presented work, Fourier Transform InfraRed (FTIR) spectroscopy was used for the first time to predict the response rate of NSCLC. Plasma before treatment and after the initial assessment of response were measured by FTIR and analyzed by Principal Component Analysis (PCA), Receiver Operating Characteristic (ROC) and decision tree algorithm to find wavenumbers, which could be used for differentiation of long-lasting (L) and short-lasting responding (S) patients received immunotherapy or chemoimmunotherapy. The results obtained showed that the FTIR range from 800 cm-1 to 1800 cm-1 distinguished between L and S patients before treatment and after the first response evaluation. Area Under Curve ROC (AUC-ROC) confirmed a high probability of this differentiation. With the usage of a band around 1750 cm-1, it was possible to differentiate L and S patients before and after the first response evaluation. It was also noticed that an additional band at 1539 cm-1 played an important role in distinguishing L and S patients, while after the first response evaluation, the second band was placed at 1080 cm-1. Significantly, all of these bands correlated with biochemical data. Consequently, the results demonstrated that liquid biopsy-based FTIR spectroscopy can predict the response of NSCLC patients to immunotherapy or chemoimmunotherapy.
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Affiliation(s)
- Natalia Galant
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, 20-059, Lublin, Poland
| | - Marcin Nicoś
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, 20-059, Lublin, Poland
| | - Maryna Khalavka
- Independent Unit of Spectroscopy and Chemical Imaging, Medical University of Lublin, 20-093, Lublin, Poland
| | - Natalia Krzyżanowska
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, 20-059, Lublin, Poland
| | - Izabela Chmielewska
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, 20-059, Lublin, Poland
| | - Barbara Kuźnar-Kamińska
- Department of Pulmonology, Allergology and Respiratory Oncology, Poznan University of Medical Sciences, 61-710, Poznan, Poland
| | - Paweł Krawczyk
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, 20-059, Lublin, Poland
| | - Anna Sroka-Bartnicka
- Independent Unit of Spectroscopy and Chemical Imaging, Medical University of Lublin, 20-093, Lublin, Poland
| | - Joanna Depciuch
- Institute of Nuclear Physics, Polish Academy of Sciences, 31-342, Krakow, Poland; Department of Biochemistry and Molecular Biology, Medical University of Lublin, Lublin, 20-093, Poland.
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Mylonas E, Mamareli C, Filippakis M, Mamarelis I, Anastassopoulou J, Theophanides T. A Mathematical Model of Statin Anti-Hyperlipidemic Drug Reactivity and Diverse Concentrations of Risk Toxicity. J Clin Med 2025; 14:2331. [PMID: 40217780 PMCID: PMC11989548 DOI: 10.3390/jcm14072331] [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: 01/29/2025] [Revised: 03/04/2025] [Accepted: 03/18/2025] [Indexed: 04/14/2025] Open
Abstract
Background/Objectives: Statins decrease the risk of cardiovascular events by lowering low-density lipoproteins (LDLs). Despite this, statins induce toxic effects by a mechanism of action that has not yet been elucidated. The aim of the present work was to create a mathematical simulation model to evaluate the effect of statins on LDL concentration reduction and the threshold value of toxic reversible concentrations. Methods: Fifteen calcified coronary artery biopsies from non-diabetic hyperlipidemic patients treated with statins were used. For this study, an advanced modified model including the Caputo Fractional Operator and molecular dynamics was employed. Results: The new characteristic absorption bands in the FTIR spectral region frequencies near 1744 and 976 cm-1, assigned to the chemical functional groups of aldehydes (vCHO) and phosphates V(PO43-) of the atheromatic plaques, respectively, were used for mathematical model development. The energy of the functional chemical bonds caused by redox modifications during atheromatic plaque progression was used to show the effects of statin concentrations numerically. The model provides the anti-atheromatic effects of statins by the inhibition of LDL formation. Furthermore, the mathematical model highlights the dose medication-statin dependence on the reverse point of the statins' protective role. Conclusions: The new mathematical model shows both the beneficial and harmful actions of statins, which are associated with critical dose-dependent treatments with statins. The model also indicates that, upon increasing the statin dose, excessive secondary oxidation products were obtained. These products control the upregulation of the biological response by triggering other new pathways of redox homeostasis reactions.
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Affiliation(s)
- Evangelos Mylonas
- Department of Digital Systems, University of Piraeus, 18534 Piraeus, Greece; (E.M.); (M.F.)
| | - Christina Mamareli
- Athens Institute for Education and Research, 10677 Athens, Greece; (C.M.); (J.A.)
| | - Michael Filippakis
- Department of Digital Systems, University of Piraeus, 18534 Piraeus, Greece; (E.M.); (M.F.)
| | - Ioannis Mamarelis
- Cardiology Department, 401 Military General Hospital, 11527 Athens, Greece;
| | - Jane Anastassopoulou
- Athens Institute for Education and Research, 10677 Athens, Greece; (C.M.); (J.A.)
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Freitas RVDM, de Freitas DLD, de Oliveira IRD, Dos Santos Gomes C, Guerra GCB, Dantas PMS, da Silva TG, Duque G, de Lima KMG, Guerra RO. Fourier-Transform Infrared Spectroscopy as a Screening Tool for Osteosarcopenia in Community-Dwelling Older Women. J Gerontol A Biol Sci Med Sci 2023; 78:1543-1549. [PMID: 36905160 DOI: 10.1093/gerona/glad081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Indexed: 03/12/2023] Open
Abstract
Osteosarcopenia is a complex geriatric syndrome characterized by the presence of both sarcopenia and osteopenia/osteoporosis. This condition increases rates of disability, falls, fractures, mortality, and mobility impairments in older adults. The purpose of this study was to analyze the Fourier-transform infrared (FTIR) spectroscopy diagnostic power for osteosarcopenia in community-dwelling older women (n = 64; 32 osteosarcopenic and 32 non-osteosarcopenia). FTIR is a fast and reproducible technique highly sensitive to biological tissues, and a mathematical model was created using multivariate classification techniques that denoted the graphic spectra of the molecular groups. Genetic algorithm and support vector machine regression (GA-SVM) was the most feasible model, achieving 80.0% of accuracy. GA-SVM identified 15 wave numbers responsible for class differentiation, in which several amino acids (responsible for the proper activation of the mammalian target of rapamycin) and hydroxyapatite (an inorganic bone component) were observed. Imaging tests and low availability of instruments that allow the observation of osteosarcopenia involve high health costs for patients and restrictive indications. Therefore, FTIR can be used to diagnose osteosarcopenia due to its efficiency and low cost and to enable early detection in geriatric services, contributing to advances in science and technology that are potential "conventional" methods in the future.
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Affiliation(s)
| | | | | | | | | | - Paulo Moreira Silva Dantas
- Postgraduation Program in Health Sciences, Federal University of Rio Grande do Norte, Natal, Brazil
- Postgraduation Program in Physical Education, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Tales Gomes da Silva
- Institute of Chemistry, Biological Chemistry and Chemometrics, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Gustavo Duque
- Department of Medicine, McGill University, Montreal, Quebec, Canada
- Bone, Muscle & Geroscience Group, Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
| | - Kassio Michell Gomes de Lima
- Institute of Chemistry, Biological Chemistry and Chemometrics, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Ricardo Oliveira Guerra
- Postgraduation Program in Health Sciences, Federal University of Rio Grande do Norte, Natal, Brazil
- Postgraduation Program in Physiotherapy, Federal University of Rio Grande do Norte, Natal, Brazil
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Santos LLD, Silva ATF, Ferreira ICC, Souza AV, Justino AB, Santos DW, Goulart LR, Paiva CE, Espíndola FS, Maia YCP. A Lower Serum Antioxidant Capacity as a Distinctive Feature for Women with HER2+ Breast Cancer: A Preliminary Study. Cancers (Basel) 2022; 14:5973. [PMID: 36497455 PMCID: PMC9739610 DOI: 10.3390/cancers14235973] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 11/23/2022] [Accepted: 11/29/2022] [Indexed: 12/11/2022] Open
Abstract
The overexpression of HER2 in breast cancer (BC) can contribute to redox imbalance, which is related to damage and structural modification in many biomolecules. To the best of our knowledge, this is the first study that has investigated the infrared spectrum wavenumbers obtained by ATR-FTIR and their relationship with the levels of redox status markers such as reduced glutathione, superoxide dismutase (SOD), catalase, Ferric Reducing Antioxidant Power (FRAP), and protein carbonyl among women with HER2+ BC, HER2- BC, and benign breast disease (BBD). The study was conducted with 25 women, 17 of whom were diagnosed with BC (6 HER2+ and 11 HER2-) and 8 with BBD. Our results indicate HER2+ BC cases could be distinguished from HER2- BC and BBD cases by their serum's antioxidant capacity [HER2+ BC vs. HER2- BC (AUC = 0.818; specificity = 81.82%; sensitivity = 66.67%); HER2+ BC vs. BBD (AUC = 0.875; specificity = 75%; sensitivity = 83.33%)]. The changes in biochemical terms that occur in serum as a result of the scarcity of antioxidants are related to a peculiar fingerprint in the infrared spectrum obtained by ATR-FTIR. In the serum of women with BBD, the SOD enzyme level is the highest, and this characteristic allowed us to distinguish them from HER2- BC. Finally, data regarding the serological antioxidant capacity of FRAP and the infrared spectrum by ATR-FTIR will allow us to assess biochemical changes that occur before clinical signs, indicating whether changes in therapy or interventions are necessary.
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Affiliation(s)
- Letícia L. D. Santos
- Laboratory of Nanobiotechnology Luiz Ricardo Goulart Filho, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38402-022, Brazil
- Molecular Biology and Nutrition Research Group (BioNut), School of Medicine, Federal University of Uberlandia, Uberlandia 38405-320, Brazil
| | - Alinne T. F. Silva
- Laboratory of Nanobiotechnology Luiz Ricardo Goulart Filho, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38402-022, Brazil
- Molecular Biology and Nutrition Research Group (BioNut), School of Medicine, Federal University of Uberlandia, Uberlandia 38405-320, Brazil
| | - Izabella C. C. Ferreira
- Laboratory of Nanobiotechnology Luiz Ricardo Goulart Filho, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38402-022, Brazil
- Molecular Biology and Nutrition Research Group (BioNut), School of Medicine, Federal University of Uberlandia, Uberlandia 38405-320, Brazil
| | - Adriele V. Souza
- Laboratory of Biochemistry and Molecular Biology, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38405-302, Brazil
| | - Allisson B. Justino
- Laboratory of Biochemistry and Molecular Biology, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38405-302, Brazil
| | - Donizeti W. Santos
- Gynecologic Division, University Hospital, Federal University of Uberlandia, Uberlandia 38405-320, Brazil
| | - Luiz Ricardo Goulart
- Laboratory of Nanobiotechnology Luiz Ricardo Goulart Filho, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38402-022, Brazil
| | - Carlos Eduardo Paiva
- Palliative Care and Quality of Life Research Group (GPQual), Learning and Research Institute, Barretos Cancer Hospital, Barretos 14784-400, Brazil
| | - Foued S. Espíndola
- Laboratory of Biochemistry and Molecular Biology, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38405-302, Brazil
| | - Yara C. P. Maia
- Laboratory of Nanobiotechnology Luiz Ricardo Goulart Filho, Institute of Biotechnology, Federal University of Uberlandia, Uberlandia 38402-022, Brazil
- Molecular Biology and Nutrition Research Group (BioNut), School of Medicine, Federal University of Uberlandia, Uberlandia 38405-320, Brazil
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Köktürk M, Atalar MN, Odunkıran A, Bulut M, Alwazeer D. Evaluation of the hydrogen-rich water alleviation potential on mercury toxicity in earthworms using ATR-FTIR and LC-ESI-MS/MS spectroscopy. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:19642-19656. [PMID: 34718956 DOI: 10.1007/s11356-021-17230-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 10/22/2021] [Indexed: 06/13/2023]
Abstract
The toxic effects of mercury in earthworms and the potential alleviation effect of hydrogen-rich water (HRW) using ATR-FTIR and LC-MS analysis methods were investigated. Different concentrations of mercury chloride (H1: 5 µg/mL, H2: 10 µg/mL, H3: 20 µg/mL, H4: 40 µg/mL, and C1: control) and mercury chloride prepared in hydrogen-rich water (H5: 5 µg/mL, H6: 10 µg/mL, H7: 20 µg/mL, H8: 40 µg/mL, and C2: control) were injected into earthworms. The changes and reductions in some bands representing proteins, lipids, and polysaccharides (3280 cm-1, 2922 cm-1, 2855 cm-1, 1170 cm-1, and 1047 cm-1) showed that protective effects could occur in groups prepared with hydrogen-rich water. In the FTIR results, it was found that these bands in the H3 group were more affected and decreased by the influence of mercury on earthworms than the H7 group prepared with hydrogen. LC-MS analysis showed that the changes in some ions of the highest dose groups (H4 and H8) were different, and mercury caused oxidative DNA damage in earthworms. When the high-level application groups of mercury, i.e., H4 and H8 were compared with the controls, the ion exchange ([M + H] + ; m/z 283.1) representing the 8-Oxo-dG level in earthworms was higher in the H4 group than the H8 group. This reveals that HRW exhibited the potential ability to alleviate the toxic effects of mercury; however, a longer period of HRW treatment may be necessary to distinguish an obvious effect. The ATR-FTIR spectroscopy provided a rapid and precise method for monitoring the changes in biological tissues caused by a toxic compound at the molecular level.
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Affiliation(s)
- Mine Köktürk
- Department of Organic Agriculture Management, College of Applied Sciences, Igdir University, 76000, Igdir, Turkey
- Research Laboratory Application and Research Center (ALUM), Iğdır University, 76000, Iğdır, Turkey
| | - Mehmet Nuri Atalar
- Department of Nutrition and Dietetic, Faculty of Health Sciences, Iğdır University, 76000, Iğdır, Turkey
| | - Arzu Odunkıran
- Department of Hotel, Restaurant and Catering Services, Igdir University, 76000, Igdir, Turkey
| | - Menekşe Bulut
- Department of Food Engineering, Faculty of Engineering, Iğdır University, 76000, Iğdır, Turkey
- Research Center for Redox Applications in Foods (RCRAF), Iğdır University, 76000, Iğdır, Turkey
- Innovative Food Technologies Development, Application and Research Center, Igdir University, 76000, Iğdır, Turkey
| | - Duried Alwazeer
- Department of Nutrition and Dietetic, Faculty of Health Sciences, Iğdır University, 76000, Iğdır, Turkey.
- Research Center for Redox Applications in Foods (RCRAF), Iğdır University, 76000, Iğdır, Turkey.
- Innovative Food Technologies Development, Application and Research Center, Igdir University, 76000, Iğdır, Turkey.
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Mavrogenis A, Malesiou E, Tanis O, Mitsiokapa E, Tsatsaragkou E, Anastassopoulou J, Theophanides T, Dimotikali D, Koui M. The influence of sepsis on the molecular structure of bones: A Fourier Transform Infrared spectroscopy study. J Long Term Eff Med Implants 2022; 32:57-63. [DOI: 10.1615/jlongtermeffmedimplants.2022041977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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Chen T, Wang H, Jiang C, Lu Y. PKD1 alleviates oxidative stress-inhibited osteogenesis of rat bone marrow-derived mesenchymal stem cells through TAZ activation. J Cell Biochem 2021; 122:1715-1725. [PMID: 34407229 PMCID: PMC9292359 DOI: 10.1002/jcb.30124] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 06/07/2021] [Accepted: 07/22/2021] [Indexed: 01/03/2023]
Abstract
Oxidative stress is known to inhibit osteogenesis and PKD1 is implicated in bone remodeling and skeletogenesis. In the present study, we explored the role of PKD1 in osteogenesis under oxidative stress. H2 O2 was used to induce oxidative stress in rat bone marrow (BM)-mesenchymal stem cells (MSCs) during osteoblast differentiation. Alkaline phosphatase (ALP) activity, calcium deposits, and the RUNX2 marker were assayed to determine osteogenic differentiation. The correlation of PKD1, Sirt1, c-MYC, and TAZ was further confirmed by chromatin immunoprecipitation (ChIP) and dual-luciferase reporter assay. We found that H2 O2 induced the downregulation of PKD1 expression and the upregulation of c-MYC, and Sirt1 was accompanied by decreasing cell viability in BM-MSCs. During osteogenic differentiation, the expression of PKD1 was upregulated significantly whereas Sirt1 tended to be upregulated mildly under normal conditions. Both PKD1 and Sirt1 were upregulated upon oxidative stress. The positive correlation of PKD1 expression with osteogenic differentiation under normal conditions might be hindered by oxidative stress and PKD1 could interact with TAZ under oxidative stress to regulate osteogenic differentiation. Our results suggest that PKD1 may alleviate oxidative stress-inhibited osteogenesis of rat BM-MSCs through TAZ activation.
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Affiliation(s)
- Tongtong Chen
- Department of Radiology, Ruijin Hospital, School of MedicineShanghai Jiaotong UniversityShanghaiChina
| | - Hanqi Wang
- Department of Radiology, Ruijin Hospital, School of MedicineShanghai Jiaotong UniversityShanghaiChina
| | - Chaoyin Jiang
- Department of Orthopedic SurgeryShanghai Jiaotong University Affiliated Sixth People's HospitalShanghaiChina
- Department of Orthopedic SurgeryHaikou Orthopedic and Diabetes Hospital of Shanghai Sixth People's HospitalHainanChina
| | - Yong Lu
- Department of Radiology, Ruijin Hospital, School of MedicineShanghai Jiaotong UniversityShanghaiChina
- Department of Radiology, Ruijin Hospital Luwan Branch, School of MedicineShanghai Jiaotong UniversityShanghaiChina
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Wang S, Tian J, Wang J, Liu S, Ke L, Shang C, Yang J, Wang L. Identification of the Biomarkers and Pathological Process of Heterotopic Ossification: Weighted Gene Co-Expression Network Analysis. Front Endocrinol (Lausanne) 2020; 11:581768. [PMID: 33391181 PMCID: PMC7774600 DOI: 10.3389/fendo.2020.581768] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 11/12/2020] [Indexed: 12/19/2022] Open
Abstract
Heterotopic ossification (HO) is the formation of abnormal mature lamellar bone in extra-skeletal sites, including soft tissues and joints, which result in high rates of disability. The understanding of the mechanism of HO is insufficient. The aim of this study was to explore biomarkers and pathological processes in HO+ samples. The gene expression profile GSE94683 was downloaded from the Gene Expression Omnibus database. Sixteen samples from nine HO- and seven HO+ subjects were analyzed. After data preprocessing, 3,529 genes were obtained for weighted gene co-expression network analysis. Highly correlated genes were divided into 13 modules. Finally, the cyan and purple modules were selected for further study. Gene ontology functional annotation and Kyoto Encyclopedia of Genes and Genomes pathway enrichment indicated that the cyan module was enriched in a variety of components, including protein binding, membrane, nucleoplasm, cytosol, poly(A) RNA binding, biosynthesis of antibiotics, carbon metabolism, endocytosis, citrate cycle, and metabolic pathways. In addition, the purple module was enriched in cytosol, mitochondrion, protein binding, structural constituent of ribosome, rRNA processing, oxidative phosphorylation, ribosome, and non-alcoholic fatty liver disease. Finally, 10 hub genes in the cyan module [actin related protein 3 (ACTR3), ADP ribosylation factor 4 (ARF4), progesterone receptor membrane component 1 (PGRMC1), ribosomal protein S23 (RPS23), mannose-6-phosphate receptor (M6PR), WD repeat domain 12 (WDR12), synaptosome associated protein 23 (SNAP23), actin related protein 2 (ACTR2), siah E3 ubiquitin protein ligase 1 (SIAH1), and glomulin (GLMN)] and 2 hub genes in the purple module [proteasome 20S subunit alpha 3 (PSMA3) and ribosomal protein S27 like (RPS27L)] were identified. Hub genes were validated through quantitative real-time polymerase chain reaction. In summary, 12 hub genes were identified in two modules that were associated with HO. These hub genes could provide new biomarkers, therapeutic ideas, and targets in HO.
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