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Travaglini S, Silvestrini G, Attardi E, Fanciulli M, Scalera S, Antonelli S, Maurillo L, Palmieri R, Divona M, Ciuffreda L, Savi A, Paterno G, Ottone T, Barbieri C, Maciejewski JP, Gurnari C, Ciliberto G, Voso MT. Evolution of transcriptomic profiles in relapsed inv(16) acute myeloid leukemia. Leuk Res 2024; 145:107568. [PMID: 39180902 DOI: 10.1016/j.leukres.2024.107568] [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: 06/03/2024] [Revised: 08/01/2024] [Accepted: 08/19/2024] [Indexed: 08/27/2024]
Abstract
Acute myeloid leukemia (AML) with inv(16) is typically associated with a favourable prognosis. However, up to 40 % of patients will eventually experience disease relapse. Herein, we dissected the genomic and transcriptomic profile of inv(16) AML to identify potential prognostic markers and therapeutic vulnerabilities. Sequencing data from 222 diagnostic samples, including 44 relapse/refractory patients, revealed a median of 1 concomitant additional mutation, cooperating with inv(16) in leukemogenesis. Notably, the mutational landscape at diagnosis did not differ significantly between patients experiencing primary induction failure or relapse when compared to the rest of the cohort, except for an increase in the mutational burden in the relapse/refractory group. RNA-Seq of unpaired diagnostic(n=7) and relapse(n=6) samples allowed the identification of oxidative phosphorylation (OXPHOS) as one of the most significantly downregulated pathways at relapse. Considering that OXPHOS could be targeted by Venetoclax/Azacitidine combination, we explored its biological effects on an inv(16) cell-line ME-1, but there was no additional advantage in terms of cell death over Azacitidine alone. To enhance Venetoclax efficacy, we tested in vitro effects of Metformin as a potential drug able to enhance chemosensitivity of AML cells by inhibiting the mitochondrial transfer. By challenging ME-1 with this combination, we observed a significant synergistic interaction at least similar to that of Venetoclax/Azacitidine. In conclusions, we identified a downregulated expression of oxidative phosphorylation (OXPHOS) at relapse in AML with inv(16), and explored the in vitro effects of metformin as a potential drug to enhance chemosensitivity in this setting.
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MESH Headings
- Humans
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/pathology
- Leukemia, Myeloid, Acute/drug therapy
- Transcriptome
- Middle Aged
- Female
- Male
- Adult
- Oxidative Phosphorylation/drug effects
- Chromosome Inversion
- Aged
- Bridged Bicyclo Compounds, Heterocyclic/pharmacology
- Mutation
- Sulfonamides/pharmacology
- Prognosis
- Chromosomes, Human, Pair 16/genetics
- Recurrence
- Gene Expression Profiling
- Gene Expression Regulation, Leukemic/drug effects
- Aged, 80 and over
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Affiliation(s)
- Serena Travaglini
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy; Department of Experimental Medicine, University of Rome Tor Vergata, Rome 00133, Italy
| | - Giorgia Silvestrini
- Department of Biomedicine and Prevention, PhD in Immunology, Molecular Medicine and Applied Biotechnology, University of Rome Tor Vergata, Rome, Italy
| | - Enrico Attardi
- Department of Biomedicine and Prevention, PhD in Immunology, Molecular Medicine and Applied Biotechnology, University of Rome Tor Vergata, Rome, Italy
| | - Maurizio Fanciulli
- SAFU Laboratory, Department of Research, Advanced Diagnostic and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Stefano Scalera
- Clinical Trial Center, Biostatistics and Bioinformatics, IRCCS Regina Elena National Cancer Institute, Rome 00144, Italy
| | - Silvia Antonelli
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy
| | - Luca Maurillo
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy
| | - Raffaele Palmieri
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy
| | - Mariadomenica Divona
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy; Saint Camillus International University of Health Sciences, Rome, Italy
| | - Ludovica Ciuffreda
- SAFU Laboratory, Department of Research, Advanced Diagnostic and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Arianna Savi
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy
| | | | - Tiziana Ottone
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy; Santa Lucia Foundation, I.R.C.C.S., Neuro-Oncohematology, Rome, Italy
| | | | - Jaroslaw P Maciejewski
- Translational Hematology and Oncology Research Department, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH 44106, USA
| | - Carmelo Gurnari
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy; Translational Hematology and Oncology Research Department, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH 44106, USA
| | - Gennaro Ciliberto
- Scientific Direction, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Maria Teresa Voso
- Department of Biomedicine and Prevention, Tor Vergata University, Rome, Italy; Santa Lucia Foundation, I.R.C.C.S., Neuro-Oncohematology, Rome, Italy.
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2
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Alfandari A, Moskovich D, Weisz A, Katzav A, Kidron D, Beiner M, Josephy D, Asali A, Hants Y, Yagur Y, Weitzner O, Ellis M, Itchaki G, Ashur-Fabian O. The selenoenzyme type I iodothyronine deiodinase: a new tumor suppressor in ovarian cancer. Mol Oncol 2024. [PMID: 38429887 DOI: 10.1002/1878-0261.13612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 12/26/2023] [Accepted: 02/05/2024] [Indexed: 03/03/2024] Open
Abstract
The selenoenzyme type I iodothyronine deiodinase (DIO1) catalyzes removal of iodine atoms from thyroid hormones. Although DIO1 action is reported to be disturbed in several malignancies, no work has been conducted in high-grade serous ovarian carcinoma (HGSOC), the most lethal gynecologic cancer. We studied DIO1 expression in HGSOC patients [The Cancer Genome Atlas (TCGA) data and tumor tissues], human cell lines (ES-2 and Kuramochi), normal Chinese hamster ovarian cells (CHO-K1), and normal human fallopian tube cells (FT282 and FT109). To study its functional role, DIO1 was overexpressed, inhibited [by propylthiouracil (PTU)], or knocked down (KD), and cell count, proliferation, apoptosis, cell viability, and proteomics analysis were performed. Lower DIO1 levels were observed in HGSOC compared to normal cells and tissues. TCGA analyses confirmed that low DIO1 mRNA expression correlated with worse survival and therapy resistance in patients. Silencing or inhibiting the enzyme led to enhanced ovarian cancer proliferation, while an opposite effect was shown following DIO1 ectopic expression. Proteomics analysis in DIO1-KD cells revealed global changes in proteins that facilitate tumor metabolism and progression. In conclusion, DIO1 expression and ovarian cancer progression are inversely correlated, highlighting a tumor suppressive role for this enzyme and its potential use as a biomarker in this disease.
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Affiliation(s)
- Adi Alfandari
- Translational Oncology Laboratory, Hematology Institute, Meir Medical Center, Kfar Saba, Israel
- Department of Human Molecular Genetics and Biochemistry, Faculty of Medicine, Tel Aviv University, Israel
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
| | - Dotan Moskovich
- Translational Oncology Laboratory, Hematology Institute, Meir Medical Center, Kfar Saba, Israel
- Department of Human Molecular Genetics and Biochemistry, Faculty of Medicine, Tel Aviv University, Israel
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
| | - Avivit Weisz
- Department of Pathology, Meir Medical Center, Kfar Saba, Israel
| | - Aviva Katzav
- Department of Pathology, Meir Medical Center, Kfar Saba, Israel
| | - Debora Kidron
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
- Department of Pathology, Meir Medical Center, Kfar Saba, Israel
| | - Mario Beiner
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
- Division of Gynecologic Oncology, Meir Medical Center, Kfar Saba, Israel
| | - Dana Josephy
- Division of Gynecologic Oncology, Meir Medical Center, Kfar Saba, Israel
| | - Aula Asali
- Division of Gynecologic Oncology, Meir Medical Center, Kfar Saba, Israel
| | - Yael Hants
- Division of Gynecologic Oncology, Meir Medical Center, Kfar Saba, Israel
| | - Yael Yagur
- Department of Obstetrics and Gynecology, Meir Medical Center, Kfar Saba, Israel
| | - Omer Weitzner
- Department of Obstetrics and Gynecology, Meir Medical Center, Kfar Saba, Israel
| | - Martin Ellis
- Translational Oncology Laboratory, Hematology Institute, Meir Medical Center, Kfar Saba, Israel
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
| | - Gilad Itchaki
- Translational Oncology Laboratory, Hematology Institute, Meir Medical Center, Kfar Saba, Israel
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
| | - Osnat Ashur-Fabian
- Translational Oncology Laboratory, Hematology Institute, Meir Medical Center, Kfar Saba, Israel
- Department of Human Molecular Genetics and Biochemistry, Faculty of Medicine, Tel Aviv University, Israel
- School of Medicine, Faculty of Medical and Health Sciences, Tel Aviv University, Israel
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3
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Zeng P, Lu L, Zhang H, Li Y, Tan S, Yu T, Zhou H. Therapeutic targets for endometriosis: Genome-wide Mendelian randomization and colocalization analyses. Gene 2024; 893:147970. [PMID: 37931855 DOI: 10.1016/j.gene.2023.147970] [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: 08/29/2023] [Revised: 10/09/2023] [Accepted: 11/03/2023] [Indexed: 11/08/2023]
Abstract
BACKGROUND Endometriosis (EM) greatly affects women's reproductive health, identifying new drug targets for EM is urgently needed. This study utilizes comprehensive genome-wide Mendelian randomization (MR) and colocalization analyses, using genomic data, to identify potential therapeutic approaches for EM. METHODS Genome-wide cis-expression quantitative trait loci (cis-eQTL) data were obtained from GTEx V8, which included 838 participants across 49 tissues or cells, and the eQTLGen consortium, which included 31,684 participants. Genome-wide association analysis (GWAS) data for EM were sourced from the FinnGen study, which consisted of 8,288 cases and 68,969 controls, as well as the UK Biobank study, which included 1,496 cases and 359,698 controls. This study utilized MR analysis to assess the correlation between genes and the risk of EM. Subsequently, colocalization analysis was conducted to investigate potential shared causal variants between the identified genes and EM. RESULTS After conducting MR and colocalization analyses, we identified a total of 13 genes that showed significant evidence of colocalization. These genes are considered promising therapeutic candidates for treating EM. Among them, inner membrane mitochondrial protein (IMMT), src kinase associated phosphoprotein 1 (SKAP1), lysine methyltransferase 5A (KMT5A), KLF transcription factor 12 (KLF12), GRB10 interacting GYF protein 1 (GIGYF1), Wnt family member 7A (WNT7A), Sad1 and UNC84 domain containing 1 (SUN1), and poly (ADP-ribose) polymerase family member 3 (PARP3) were found to have positive associations with the risk of EM. On the other hand, progestin and adipoQ receptor family member 8 (PAQR8), adaptor related protein complex 3 subunit mu 1 (AP3M1), surfeit 6 (SURF6), TUB bipartite transcription factor (TUB), and DNA polymerase delta interacting protein 2 (POLDIP2) were found to have inverse relationships with the risk of EM. CONCLUSIONS Through genome-wide MR studies, a comprehensive set of genes associated with EM has been identified. Among them, IMMT, PAQR8, SKAP1, KMT5A, AP3M1, SURF6, KLF12, GIGYF1, TUB, WNT7A, SUN1, POLDIP2, and PARP3 show potential as therapeutic targets for EM treatment. Nonetheless, it is crucial to conduct further rigorous investigations to validate these prospects.
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Affiliation(s)
- Pengfei Zeng
- School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Liyue Lu
- School of Shuguang Clinical Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Hanxiao Zhang
- Faculty of Medicine, Université Paris-Saclay, Villejuif, France
| | - Yanting Li
- School of Acu-Mox and Tuina, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Shufa Tan
- The First Clinical Medical College, Shaanxi University of Chinese Medicine, Xi'an, Sichuan, China
| | - Tong Yu
- Department of Gynecology, Guangan Hospital of Traditional Chinese Medicine, Guangan, Sichuan, China.
| | - Hang Zhou
- School of Basic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China.
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4
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Park A, Lee Y, Nam S. A performance evaluation of drug response prediction models for individual drugs. Sci Rep 2023; 13:11911. [PMID: 37488424 PMCID: PMC10366128 DOI: 10.1038/s41598-023-39179-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 07/20/2023] [Indexed: 07/26/2023] Open
Abstract
Drug response prediction is important to establish personalized medicine for cancer therapy. Model construction for predicting drug response (i.e., cell viability half-maximal inhibitory concentration [IC50]) of an individual drug by inputting pharmacogenomics in disease models remains critical. Machine learning (ML) has been predominantly applied for prediction, despite the advent of deep learning (DL). Moreover, whether DL or traditional ML models are superior for predicting cell viability IC50s has to be established. Herein, we constructed ML and DL drug response prediction models for 24 individual drugs and compared the performance of the models by employing gene expression and mutation profiles of cancer cell lines as input. We observed no significant difference in drug response prediction performance between DL and ML models for 24 drugs [root mean squared error (RMSE) ranging from 0.284 to 3.563 for DL and from 0.274 to 2.697 for ML; R2 ranging from -7.405 to 0.331 for DL and from -8.113 to 0.470 for ML]. Among the 24 individual drugs, the ridge model of panobinostat exhibited the best performance (R2 0.470 and RMSE 0.623). Thus, we selected the ridge model of panobinostat for further application of explainable artificial intelligence (XAI). Using XAI, we further identified important genomic features for panobinostat response prediction in the ridge model, suggesting the genomic features of 22 genes. Based on our findings, results for an individual drug employing both DL and ML models were comparable. Our study confirms the applicability of drug response prediction models for individual drugs.
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Affiliation(s)
- Aron Park
- Department of Health Sciences and Technology, Gachon Advanced Institute for Health Sciences and Technology (GAIHST), Gachon University, Incheon, 21999, Republic of Korea
| | - Yeeun Lee
- Department of Genome Medicine and Science, AI Convergence Center for Medical Science, Gachon University Gil Medical Center, Gachon University College of Medicine, Incheon, 21565, Republic of Korea
| | - Seungyoon Nam
- Department of Health Sciences and Technology, Gachon Advanced Institute for Health Sciences and Technology (GAIHST), Gachon University, Incheon, 21999, Republic of Korea.
- Department of Genome Medicine and Science, AI Convergence Center for Medical Science, Gachon University Gil Medical Center, Gachon University College of Medicine, Incheon, 21565, Republic of Korea.
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5
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Wu D, He L, Xu Z, Tian RF, Fan XY, Fan J, Ai J, Bian HJ, Qin WJ, Qin J, Li L. The combination of NDUFS1 with CD4 + T cell infiltration predicts favorable prognosis in kidney renal clear cell carcinoma. Front Cell Dev Biol 2023; 11:1168462. [PMID: 37469574 PMCID: PMC10352660 DOI: 10.3389/fcell.2023.1168462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 06/21/2023] [Indexed: 07/21/2023] Open
Abstract
Background: Kidney renal clear cell carcinoma (KIRC) is an immunogenic tumor, and immune infiltrates are relevant to patients' therapeutic response and prognosis. NDUFS1, the core subunit of mitochondrial complex I, has been reported to be associated with KIRC patients' prognosis. However, the upstream regulator for NDUFS1 and their correlations with immune infiltration remain unclear. Methods: The expression of NDUFS genes in KIRC and their influences on patients' survival were investigated by UALCAN, ENCORI, Oncomine, TIMER as well as Kaplan-Meier Plotter. miRNAs regulating NDUFS1 were predicted and analyzed by TargetScan and ENCORI. The correlations between NDUFS1 expression and immune cell infiltration or gene marker sets of immune infiltrates were analyzed via TIMER. The overall survival in high/low NDUFS1 or hsa-miR-320b expressed KIRC patients with or without immune infiltrates were analyzed via Kaplan-Meier Plotter. The combined NDUFS1 expression and/or CD4+ T cell infiltration on KIRC patients' overall survival were validated by multiplexed immunofluorescence (mIF) staining in tissue microarray (TMA). Furthermore, the influences of NDUFS1 expression on the chemotaxis of CD4+ T cells to KIRC cells were performed by transwell migration assays. Results: We found that the low expression of NDUFS1 mRNA and protein in KIRC was correlated with unfavorable patients' survival and poor infiltration of CD4+ T cells. In patients with decreased CD4+ T cell infiltration whose pathological grade less than III, TMA mIF staining showed that low expression of NDUFS1 had significantly poor OS than that with high expression of NDUFS1 did. Furthermore, hsa-miR-320b, a possible negative regulator of NDUFS1, was highly expressed in KIRC. And, low NDUFS1 or high hsa-miR-320b consistently correlated to unfavorable outcomes in KIRC patients with decreased CD4+ T cell infiltration. In vitro, NDUFS1 overexpression significantly increased the chemotaxis of CD4+ T cell to KIRC cells. Conclusion: Together, NDUFS1, upregulated by decreased hsa-miR-320b expression in KIRC patients, might act as a biomarker for CD4+ T cell infiltration. And, the combination of NDUFS1 with CD4+ T cell infiltration predicts favorable prognosis in KIRC.
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Affiliation(s)
- Dong Wu
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
| | - Lin He
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
- Department of Oncology, Tangdu Hospital, The Fourth Military Medical University, Xi’an, China
| | - Zhe Xu
- Unit 94710 of the PLA, Wuxi, China
| | - Ruo-Fei Tian
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
| | - Xin-Yu Fan
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
| | - Jing Fan
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
| | - Jie Ai
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
| | - Hui-Jie Bian
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
| | - Wei-Jun Qin
- Department of Urology, Xijing Hospital, The Fourth Military Medical University, Xi’an, China
| | - Jun Qin
- Department of Urology, Xijing Hospital, The Fourth Military Medical University, Xi’an, China
| | - Ling Li
- National Translational Science Center for Molecular Medicine, Department of Cell Biology, School of Basic Medicine, The Fourth Military Medical University, Xi’an, China
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6
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Lin HY, Wu HJ, Chu PY. Multi-omics and experimental analysis unveil theragnostic value and immunological roles of inner membrane mitochondrial protein (IMMT) in breast cancer. J Transl Med 2023; 21:189. [PMID: 36899366 PMCID: PMC9999521 DOI: 10.1186/s12967-023-04035-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 03/03/2023] [Indexed: 03/12/2023] Open
Abstract
BACKGROUND The inner membrane mitochondrial protein (IMMT) is a central unit of the mitochondrial contact site and cristae organizing system (MICOS). While researchers continue to demonstrate the physiological function of IMMT in regulating mitochondrial dynamics and preserving mitochondrial structural integrity, the roles of IMMT in clinicopathology, the tumor immune microenvironment (TIME), and precision oncology in breast cancer (BC) remain unclear. METHODS Multi-omics analysis was used here to evaluate the diagnostic and prognostic value of IMMT. Web applications aimed at analyzing the whole tumor tissue, single cells, and spatial transcriptomics were used to examine the relationship of IMMT with TIME. Gene set enrichment analysis (GSEA) was employed to determine the primary biological impact of IMMT. Experimental verification using siRNA knockdown and clinical specimens of BC patients confirmed the mechanisms behind IMMT on BC cells and the clinical significance, respectively. Potent drugs were identified by accessing the data repositories of CRISPR-based drug screenings. RESULTS High IMMT expression served as an independent diagnostic biomarker, correlated with advanced clinical status, and indicated a poor relapse-free survival (RFS) rate for patients with BC. Although, the contents of Th1, Th2, MSC, macrophages, basophil, CD4 + T cell and B cell, and TMB levels counteracted the prognostic significance. Single-cell level and whole-tissue level analyses revealed that high IMMT was associated with an immunosuppressive TIME. GSEA identified IMMT perturbation as involved in cell cycle progression and mitochondrial antioxidant defenses. Experimental knockdown of IMMT impeded the migration and viability of BC cells, arrested the cell cycle, disturbed mitochondrial function, and increased the ROS level and lipid peroxidation. The clinical values of IMMT were amenable to ethnic Chinese BC patients, and can be extrapolated to some other cancer types. Furthermore, we discovered that pyridostatin acted as a potent drug candidate in BC cells harboring an elevated IMMT expression. CONCLUSION This study combined a multi-omics survey with experimental verification to reveal the novel clinical significance of IMMT in BC, demonstrating its role in TIME, cancer cell growth and mitochondrial fitness, and identified pyridostatin as a promising drug candidate for the development of precision medicine.
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Affiliation(s)
- Hung-Yu Lin
- Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung, 402, Taiwan.,Research Assistant Center, Show Chwan Memorial Hospital, Changhua, 500, Taiwan
| | - Hsing-Ju Wu
- Research Assistant Center, Show Chwan Memorial Hospital, Changhua, 500, Taiwan.,Department of Biology, National Changhua University of Education, Changhua, 500, Taiwan
| | - Pei-Yi Chu
- Department of Post-Baccalaureate Medicine, College of Medicine, National Chung Hsing University, Taichung, 402, Taiwan. .,School of Medicine, College of Medicine, Fu Jen Catholic University, New Taipei City, 242, Taiwan. .,Department of Pathology, Show Chwan Memorial Hospital, Changhua, 500, Taiwan. .,Department of Health Food, Chung Chou University of Science and Technology, Changhua, 510, Taiwan. .,National Institute of Cancer Research, National Health Research Institutes, Tainan, 704, Taiwan.
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7
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Mitochondrial Alterations in Prostate Cancer: Roles in Pathobiology and Racial Disparities. Int J Mol Sci 2023; 24:ijms24054482. [PMID: 36901912 PMCID: PMC10003184 DOI: 10.3390/ijms24054482] [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: 12/29/2022] [Revised: 02/15/2023] [Accepted: 02/19/2023] [Indexed: 03/12/2023] Open
Abstract
Prostate cancer (PCa) affects millions of men worldwide and is a major cause of cancer-related mortality. Race-associated PCa health disparities are also common and are of both social and clinical concern. Most PCa is diagnosed early due to PSA-based screening, but it fails to discern between indolent and aggressive PCa. Androgen or androgen receptor-targeted therapies are standard care of treatment for locally advanced and metastatic disease, but therapy resistance is common. Mitochondria, the powerhouse of cells, are unique subcellular organelles that have their own genome. A large majority of mitochondrial proteins are, however, nuclear-encoded and imported after cytoplasmic translation. Mitochondrial alterations are common in cancer, including PCa, leading to their altered functions. Aberrant mitochondrial function affects nuclear gene expression in retrograde signaling and promotes tumor-supportive stromal remodeling. In this article, we discuss mitochondrial alterations that have been reported in PCa and review the literature related to their roles in PCa pathobiology, therapy resistance, and racial disparities. We also discuss the translational potential of mitochondrial alterations as prognostic biomarkers and as effective targets for PCa therapy.
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8
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Shockley KR, Dunnick JK. Gene expression profiling after exposure to a chemical carcinogen, Pentabrominated Diphenyl Ether, at different life stages. FRONTIERS IN TOXICOLOGY 2023; 4:1028309. [PMID: 36687508 PMCID: PMC9847571 DOI: 10.3389/ftox.2022.1028309] [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: 08/25/2022] [Accepted: 12/07/2022] [Indexed: 01/06/2023] Open
Abstract
Exposure to environmental hazards occurs at different stages of our lifetime-infant, child, adult. This study integrates recently published toxicogenomics data to examine how exposure to a known rat chemical carcinogen (pentabrominated diphenyl ether (PBDE)) upregulated liver transcriptomic changes at different life cycle stages (PND 4, PND 22, adult). We found that at all three life cycle stages PBDE exposure induced hepatocellular transcriptomic changes in disease pathways including cancer, metabolic, membrane function, and Nrf2 antioxidant pathways, pathways all characteristics of chemical carcinogens. In addition, in the adult rat after a 5-day exposure to the chemical carcinogen, there was upregulation of members of the Ras oncogenic pathway, a specific pathway found to be activated in the PBDE-induced tumors in rats in a previous hazard identification cancer study. The findings of liver transcript changes characteristic of carcinogenic activity after early life exposures and after short-term adult exposures provides data to support the use of transcriptomic data to predict the apical cancer endpoints in model studies. Using data from gene expression profiling studies after neonatal, young, or adult short-term chemical exposure helps to meet the 21st century toxicology goal of developing study designs to reduce, refine, and replace the use of traditional 2-year rodent cancer studies to provide hazard identification information. The studies reported here find that key transcripts associated with carcinogenesis were elevated in neonate (PND 4), young (PND 22) and adult animals after short-term exposure to PBDE, a known experimental chemical carcinogen in model systems.
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Affiliation(s)
- Keith R. Shockley
- Biostatistics and Computational Biology Branch, Division of Intramural Research, National Institute of Environmental Health Sciences, Research Triangle Park, Durham, NC, United States
| | - June K. Dunnick
- Systems Toxicology Branch, Division of Translational Toxicology, National Institute of Environmental Health Sciences, Research Triangle Park, Durham, NC, United States
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9
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Chowdhury S, Wang R, Yu Q, Huntoon CJ, Karnitz LM, Kaufmann SH, Gygi SP, Birrer MJ, Paulovich AG, Peng J, Wang P. DAGBagM: learning directed acyclic graphs of mixed variables with an application to identify protein biomarkers for treatment response in ovarian cancer. BMC Bioinformatics 2022; 23:321. [PMID: 35931981 PMCID: PMC9354326 DOI: 10.1186/s12859-022-04864-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 07/28/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Applying directed acyclic graph (DAG) models to proteogenomic data has been shown effective for detecting causal biomarkers of complex diseases. However, there remain unsolved challenges in DAG learning to jointly model binary clinical outcome variables and continuous biomarker measurements. RESULTS In this paper, we propose a new tool, DAGBagM, to learn DAGs with both continuous and binary nodes. By using appropriate models, DAGBagM allows for either continuous or binary nodes to be parent or child nodes. It employs a bootstrap aggregating strategy to reduce false positives in edge inference. At the same time, the aggregation procedure provides a flexible framework to robustly incorporate prior information on edges. CONCLUSIONS Through extensive simulation experiments, we demonstrate that DAGBagM has superior performance compared to alternative strategies for modeling mixed types of nodes. In addition, DAGBagM is computationally more efficient than two competing methods. When applying DAGBagM to proteogenomic datasets from ovarian cancer studies, we identify potential protein biomarkers for platinum refractory/resistant response in ovarian cancer. DAGBagM is made available as a github repository at https://github.com/jie108/dagbagM .
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Affiliation(s)
- Shrabanti Chowdhury
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Ru Wang
- Department of Statistics, University of California, Davis, CA, 95616, USA
| | - Qing Yu
- Department of Cell Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Catherine J Huntoon
- Division of Oncology Research and Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Larry M Karnitz
- Division of Oncology Research and Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Scott H Kaufmann
- Division of Oncology Research, Mayo Clinic, Rochester, MN, 55905, USA
| | - Steven P Gygi
- Department of Cell Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Michael J Birrer
- Winthrop P. Rockefeller Cancer Institute, University of Arkansas for Medical Sciences, Little Rock, AR, 72205, USA
| | - Amanda G Paulovich
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Jie Peng
- Department of Statistics, University of California, Davis, CA, 95616, USA.
| | - Pei Wang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
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10
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Aziz S, Rasheed F, Zahra R, König S. Gastric Cancer Pre-Stage Detection and Early Diagnosis of Gastritis Using Serum Protein Signatures. Molecules 2022; 27:molecules27092857. [PMID: 35566209 PMCID: PMC9099457 DOI: 10.3390/molecules27092857] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 04/22/2022] [Accepted: 04/27/2022] [Indexed: 02/04/2023] Open
Abstract
Background: A gastric cancer (GC) diagnosis relies on histopathology. Endoscopy rates are increasing. Helicobacter pylori infection is a major GC risk factor. In an effort to elucidate abundant blood biomarkers, and potentially reduce the number of diagnostic surgical interventions, we investigated sera and biopsies from a cohort of 219 H. pylori positive and negative patients diagnosed with GC, gastritis, and ulcers. This allowed the comparative investigation of the different gastroduodenal diseases, and the exclusion of protein changes resulting from bacterial infection or inflammation of the gastric mucosa when searching for GC-dependent proteins. Methods: High-definition mass spectrometry-based expression analysis of tryptically digested proteins was performed, followed by multivariate statistical and network analyses for the different disease groups, with respect to H. pylori infection status. Significantly regulated proteins differing more than two-fold between groups were shortlisted, and their role in gastritis and GC discussed. Results: We present data of comparative protein analyses of biopsies and sera from patients suffering from mild to advanced gastritis, ulcers, and early to advanced GC, in conjunction with a wealth of metadata, clinical information, histopathological evaluation, and H. pylori infection status. We used samples from pre-malignant stages to extract prospective serum markers for early-stage GC, and present a 29-protein marker panel containing, amongst others, integrin β-6 and glutathione peroxidase. Furthermore, ten serum markers specific for advanced GC, independent of H. pylori infection, are provided. They include CRP, protein S100A9, and kallistatin. The majority of these proteins were previously discussed in the context of cancer or GC. In addition, we detected hypoalbuminemia and increased fibrinogen serum levels in gastritis. Conclusion: Two protein panels were suggested for the development of multiplex tests for GC serum diagnostics. For most of the elements contained in these panels, individual commercial tests are available. Thus, we envision the design of multi-protein assays, incorporating several to all of the panel members, in order to gain a level of specificity that cannot be achieved by testing a single protein alone. As their development and validation will take time, gastritis diagnosis based on the fibrinogen to albumin serum ratio may be a quick way forward. Its determination at the primary/secondary care level for early diagnosis could significantly reduce the number of referrals to endoscopy. Preventive measures are in high demand. The protein marker panels presented in this work will contribute to improved GC diagnostics, once they have been transferred from a research result to a practical tool.
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Affiliation(s)
- Shahid Aziz
- BreathMAT Lab, Pakistan Institute of Nuclear Science and Technology (PINSTEC), Islamabad 44000, Pakistan; (S.A.); (F.R.)
- Department of Microbiology, Faculty of Biological Sciences, Quaid-i-Azam University, Islamabad 45320, Pakistan;
- IZKF Core Unit Proteomics, University of Münster, 48149 Münster, Germany
| | - Faisal Rasheed
- BreathMAT Lab, Pakistan Institute of Nuclear Science and Technology (PINSTEC), Islamabad 44000, Pakistan; (S.A.); (F.R.)
| | - Rabaab Zahra
- Department of Microbiology, Faculty of Biological Sciences, Quaid-i-Azam University, Islamabad 45320, Pakistan;
| | - Simone König
- IZKF Core Unit Proteomics, University of Münster, 48149 Münster, Germany
- Correspondence:
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11
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Kalyanaraman B. Exploiting the tumor immune microenvironment and immunometabolism using mitochondria-targeted drugs: Challenges and opportunities in racial disparity and cancer outcome research. FASEB J 2022; 36:e22226. [PMID: 35233843 PMCID: PMC9242412 DOI: 10.1096/fj.202101862r] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 02/08/2022] [Accepted: 02/11/2022] [Indexed: 12/16/2022]
Abstract
Black and Hispanic cancer patients have a higher incidence of cancer mortality. Many factors (e.g., socioeconomic differences, insufficient access to healthcare) contribute to racial disparity. Emerging research implicates biological disparity in cancer outcomes. Studies show distinct differences in the tumor immune microenvironment (TIME) in Black cancer patients. Studies also have linked altered mitochondrial metabolism to changes in immune cell activation in TIME. Recent publications revealed a novel immunomodulatory role for triphenylphosphonium-based mitochondrial-targeted drugs (MTDs). These are synthetically modified, naturally occurring molecules (e.g., honokiol, magnolol, metformin) or FDA-approved small molecule drugs (e.g., atovaquone, hydroxyurea). Modifications involve conjugating the parent molecule via an alkyl linker chain to a triphenylphosphonium moiety. These modified molecules (e.g., Mito-honokiol, Mito-magnolol, Mito-metformin, Mito-atovaquone, Mito-hydroxyurea) accumulate in tumor cell mitochondria more effectively than in normal cells and inhibit mitochondrial respiration, induce reactive oxygen species, activate AMPK and redox transcription factors, and inhibit cancer cell proliferation. Besides these intrinsic effects of MTDs in redox signaling and proliferation in tumors, MTDs induced extrinsic effects in the TIME of mouse xenografts. MTD treatment inhibited tumor-suppressive immune cells, myeloid-derived suppressor cells, and regulatory T cells, and activated T cells and antitumor immune effects. One key biological disparity in Black cancer patients was related to altered mitochondrial oxidative metabolism; MTDs targeting vulnerabilities in tumor cells and the TIME may help us understand this biological disparity. Clinical trials should include an appropriate number of Black and Hispanic cancer patients and should validate the intratumoral, antihypoxic effects of MTDs with imaging.
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Affiliation(s)
- Balaraman Kalyanaraman
- Department of BiophysicsMedical College of WisconsinMilwaukeeWisconsinUSA
- Center for Disease Prevention ResearchMedical College of WisconsinMilwaukeeWisconsinUSA
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12
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Wen Y, Li S, Zhao F, Wang J, Liu X, Hu J, Bao G, Luo Y. Changes in the Mitochondrial Dynamics and Functions Together with the mRNA/miRNA Network in the Heart Tissue Contribute to Hypoxia Adaptation in Tibetan Sheep. Animals (Basel) 2022; 12:ani12050583. [PMID: 35268153 PMCID: PMC8909807 DOI: 10.3390/ani12050583] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 02/19/2022] [Accepted: 02/23/2022] [Indexed: 02/04/2023] Open
Abstract
This study aimed to provide insights into molecular regulation and mitochondrial functionality under hypoxia by exploring the mechanism of adaptation to hypoxia, blood indexes, tissue morphology, mRNA/miRNA regulation, mitochondrial dynamics, and functional changes in Tibetan sheep raised at different altitudes. With regard to blood indexes and myocardial morphology, the HGB, HCT, CK, CK-MB, LDH, LDH1, SOD, GPX, LDL level, and myocardial capillary density were significantly increased in the sheep at higher altitudes (p < 0.05). The RNA-seq results suggested the DEmRNAs and DEmiRNAs are mainly associated with the PI3K-Akt, Wnt, and PPAR signaling pathways and with an upregulation of oncogenes (CCKBR, GSTT1, ARID5B) and tumor suppressor factors (TPT1, EXTL1, ITPRIP) to enhance the cellular metabolism and increased ATP production. Analyzing mRNA−miRNA coregulation indicated the mitochondrial dynamics and functions to be significantly enriched. By analyzing mitochondrial dynamics, mitochondrial fusion was shown to be significantly increased and fission significantly decreased in the heart with increasing altitude (p < 0.05). There was a significant increase in the density of the mitochondria, and a significant decrease in the average area, aspect ratio, number, and width of single mitochondrial cristae with increasing altitudes (p < 0.05). There was a significant increase in the NADH, NAD+ and ATP content, NADH/NAD+ ratio, and CO activity, while there was a significant decrease in SDH and CA activity in various tissues with increasing altitudes (p < 0.05). Accordingly, changes in the blood indexes and myocardial morphology of the Tibetan sheep were found to improve the efficiency of hemoglobin-carrying oxygen and reduce oxidative stress. The high expression of oncogenes and tumor suppressor factors might facilitate cell division and energy exchange, as was evident from enhanced mitochondrial fission and OXPHOS expression; however, it reduced the fusion and TCA cycle for the further rapid production of ATP in adaptation to hypoxia stress. This systematic study has for the first time delineated the mechanism of hypoxia adaptation in the heart of Tibetan sheep, which is significant for improving the ability of the mammals to adapt to hypoxia and for studying the dynamic regulation of mitochondria during hypoxia conditions.
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Affiliation(s)
| | - Shaobin Li
- Correspondence: (S.L.); (Y.L.); Tel.: +86-931-763-1870 (S.L. & Y.L.)
| | | | | | | | | | | | - Yuzhu Luo
- Correspondence: (S.L.); (Y.L.); Tel.: +86-931-763-1870 (S.L. & Y.L.)
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13
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Li Y, Huang Y, Ren S, Xiao X, Cao H, He J. A Pan-Cancer Analysis of the Oncogenic Role of Nuclear Transport Factor 2 in Human Cancers. Front Oncol 2022; 12:829389. [PMID: 35155261 PMCID: PMC8831323 DOI: 10.3389/fonc.2022.829389] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2021] [Accepted: 01/04/2022] [Indexed: 12/24/2022] Open
Abstract
Nuclear transport factor 2 (NUTF2) is a GDP-binding protein that participates in the nucleocytoplasmic transport process. The role of NUTF2 in cancer development is largely unknown and lacks systemic assessment across human cancers. In this study, we performed a pan-cancer analysis of NUTF2 in human cancers. Out of 33 types of cancers, 19 types had significantly different expression of NUTF2 between tumor and normal tissues. Meanwhile, survival analysis showed that NUTF2 could be an independent prognostic factor in several tumor types. Further analysis suggested that the expression of NUTF2 expression was correlated with the infiltration of immune cells, such as CD8+ T cells, effector memory CD4+ T cells, and cancer-associated fibroblasts in kidney renal clear cell carcinoma. Moreover, co-expression analysis showed the positive association between NUTF2 and cell proliferation biomarkers (MKI67and PCNA) and epithelial–mesenchymal transition markers (VIM, TWIST1, SNAI1, SNAI2, FN1, and CDH2), suggesting that NUTF2 plays important roles in regulating cancer proliferation and metastasis. This pan-cancer analysis of NUTF2 provides a systemic understanding of its oncogenic role across different types of cancers.
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Affiliation(s)
- Yu Li
- Department of Laboratory Medicine, Peking University Shenzhen Hospital, Shenzhen, China
| | - Yongsheng Huang
- Cellular & Molecular Diagnostics Center, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Guangdong-Hong Kong Joint Laboratory for RNA Medicine, Medical Research Center, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Shuwei Ren
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Sun Yat-Sen University Sixth Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Xing Xiao
- Department of Dermatology, Shenzhen Children's Hospital, Shenzhen, China
| | - Haotian Cao
- Department of Oral and Maxillofacial Surgery, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Juan He
- Department of Rheumatology and Immunology, Peking University Shenzhen Hospital, Shenzhen, China.,Shenzhen Key Laboratory of Immunity and Inflammatory Diseases, Shenzhen, China
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14
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Wiebringhaus R, Pecoraro M, Neubauer HA, Trachtová K, Trimmel B, Wieselberg M, Pencik J, Egger G, Krall C, Moriggl R, Mann M, Hantusch B, Kenner L. Proteomic Analysis Identifies NDUFS1 and ATP5O as Novel Markers for Survival Outcome in Prostate Cancer. Cancers (Basel) 2021; 13:6036. [PMID: 34885151 PMCID: PMC8656993 DOI: 10.3390/cancers13236036] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 11/23/2021] [Accepted: 11/24/2021] [Indexed: 12/12/2022] Open
Abstract
We aimed to identify novel markers for aggressive prostate cancer in a STAT3-low proteomics-derived dataset of mitochondrial proteins by immunohistochemical analysis and correlation with transcriptomic data and biochemical recurrence in a STAT3 independent PCa cohort. Formalin-fixed paraffin-embedded tissue (FFPE) sample selection for proteomic analysis and tissue-microarray (TMA) generation was conducted from a cohort of PCa patients. Retrospective data analysis was performed with the same cohort. 153 proteins differentially expressed between STAT3-low and STAT3-high samples were identified. Out of these, 46 proteins were associated with mitochondrial processes including oxidative phosphorylation (OXPHOS), and 45 proteins were upregulated, including NDUFS1/ATP5O. In a STAT3 independent PCa cohort, high expression of NDUFS1/ATP5O was confirmed by immunocytochemistry (IHC) and was significantly associated with earlier biochemical recurrence (BCR). mRNA expression levels for these two genes were significantly higher in intra-epithelial neoplasia and in PCa compared to benign prostate glands. NDUFS1/ATP5O levels are increased both at the mRNA and protein level in aggressive PCa. Our results provide evidence that NDUFS1/ATP5O could be used to identify high-risk PCa patients.
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Affiliation(s)
- Robert Wiebringhaus
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
- Department of Otolaryngology, University Hospital, LMU Munich, 81377 Munich, Germany
| | - Matteo Pecoraro
- Institute for Research in Biomedicine, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland;
| | - Heidi A. Neubauer
- Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, 1210 Vienna, Austria; (H.A.N.); (R.M.)
| | - Karolína Trachtová
- Central European Institute of Technology, Masaryk University, 60177 Brno, Czech Republic;
- Christian Doppler Laboratory for Applied Metabolomics (CDL-AM), Medical University of Vienna, 1090 Vienna, Austria
- Division of Nuclear Medicine, Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, 1090 Vienna, Austria
| | - Bettina Trimmel
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
| | - Maritta Wieselberg
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
| | - Jan Pencik
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
| | - Gerda Egger
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
- Ludwig Boltzmann Institute Applied Diagnostics, 1090 Vienna, Austria
| | - Christoph Krall
- Institute for Statistics, Medical University of Vienna, 1090 Vienna, Austria;
| | - Richard Moriggl
- Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, 1210 Vienna, Austria; (H.A.N.); (R.M.)
| | - Matthias Mann
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, 82152 Martinsried, Germany;
| | - Brigitte Hantusch
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
| | - Lukas Kenner
- Department of Pathology, Medical University of Vienna, 1090 Vienna, Austria; (B.T.); (M.W.); (J.P.); (G.E.); (B.H.)
- Christian Doppler Laboratory for Applied Metabolomics (CDL-AM), Medical University of Vienna, 1090 Vienna, Austria
- Center for Biomarker Research in Medicine (CBmed), 8010 Graz, Austria
- Unit for Laboratory Animal Pathology, University of Veterinary Medicine Vienna, 1210 Vienna, Austria
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15
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Lebok P, Schütt K, Kluth M, Witzel I, Wölber L, Paluchowski P, Terracciano L, Wilke C, Heilenkötter U, Müller V, Schmalfeldt B, Simon R, Sauter G, Von Leffern I, Krech T, Krech RH, Jacobsen F, Burandt E. High mitochondrial content is associated with breast cancer aggressiveness. Mol Clin Oncol 2021; 15:203. [PMID: 34462659 PMCID: PMC8375016 DOI: 10.3892/mco.2021.2365] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 06/23/2021] [Indexed: 12/16/2022] Open
Abstract
Mitochondria are relevant for cancer initiation and progression. Antibodies against mitochondrially encoded cytochrome c oxidase II (MTCO2), targeting a mitochondria specific epitope, can be used to quantitate the mitochondria content of tumor cells. The present study evaluated the impact of the cellular mitochondrial content on the prognosis of patients with breast cancer using immunohistochemical analysis on 2,197 arrayed breast cancer specimens. Results were compared with histological tumor parameters, patient overall survival, tumor cell proliferation using Ki67 labeling index (Ki67LI) and various other molecular features. Tumor cells exhibited stronger MTCO2 expression than normal breast epithelial cells. MTCO2 immunostaining was largely absent in normal breast epithelium, but was observed in 71.9% of 1,797 analyzable cancer specimens, including 34.6% tumors with weak expression, 22.3% with moderate expression and 15.0% with strong expression. High MTCO2 expression was significantly associated with advanced tumor stage, high Bloom-Richardson-Elston/Nottingham (BRE) grade, nodal metastasis and shorter overall survival (P<0.0001 each). In multivariate analysis, MTCO2 expression did not provide prognostic information independent of BRE grade, pathological tumor and pathological lymph node status. Additionally, significant associations were observed for high MTCO2 expression and various molecular features, including high Ki67LI, amplifications of HER2, MYC, CCND1 and MDM2, deletions of PTEN, 8p21 and 9p, low estrogen receptor expression (P<0.0001 each) and progesterone receptor expression (P<0.0001). The present study demonstrated that high MTCO2 expression was strongly associated with a poor prognosis and unfavorable phenotypical and molecular tumor features in patients with breast cancer. This suggests that the mitochondrial content may have a pivotal role in breast cancer progression.
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Affiliation(s)
- Patrick Lebok
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Katharina Schütt
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Martina Kluth
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Isabell Witzel
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Linn Wölber
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Peter Paluchowski
- Department of Gynecology, Regio Clinic Pinneberg, D-25421 Pinneberg, Germany
| | - Luigi Terracciano
- Department of Pathology, Basel University Clinics, 4031 Basel, Switzerland
| | - Christian Wilke
- Department of Gynecology, Regio Clinic Elmshorn, D-25337 Elmshorn, Germany
| | - Uwe Heilenkötter
- Department of Gynecology, Clinical Centre Itzehoe, D-25524 Itzehoe, Germany
| | - Volkmar Müller
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Barbara Schmalfeldt
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Ronald Simon
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Guido Sauter
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Ingo Von Leffern
- Department of Gynecology, Albertinen Clinic Schnelsen, D-22457 Hamburg, Germany
| | - Till Krech
- Institute of Pathology, Clinical Centre Osnabrück, D-49076 Osnabrück, Germany
| | - Rainer Horst Krech
- Institute of Pathology, Clinical Centre Osnabrück, D-49076 Osnabrück, Germany
| | - Frank Jacobsen
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
| | - Eike Burandt
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, D-20246 Hamburg, Germany
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16
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Ward EP, Okamuro L, Khan S, Hosseini M, Valasek MA, Ronquillo N, Kelly KJ, Veerapong J, Lowy AM, Baumgartner J. Ki67 does not predict recurrence for low-grade appendiceal mucinous neoplasms with peritoneal dissemination after cytoreductive surgery and HIPEC. Hum Pathol 2021; 113:104-110. [PMID: 33905776 DOI: 10.1016/j.humpath.2021.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 04/16/2021] [Accepted: 04/19/2021] [Indexed: 11/19/2022]
Abstract
Low-grade appendiceal mucinous neoplasms (LAMN) can disseminate to become low-grade mucinous carcinoma peritonei (LGMCP), which is optimally treated with cytoreductive surgery and hyperthermic intraperitoneal chemotherapy (CRS/HIPEC). Approximately half of the patients with LGMCP recur despite complete cytoreduction, and risk factors for recurrence are poorly understood. We sought to evaluate if Ki67 predicts progression of LGMCP after CRS/HIPEC. A retrospective review of a prospectively maintained database was performed to identify patients treated with complete CRS/HIPEC for LGMCP from 2008 to 2019 with Ki67 assessed. Patient characteristics, histologic data, average and focally high "hotspot") Ki67 index, progression-free survival (PFS), and overall survival (OS) were analyzed. Ki-67 immunostain was performed on the histologic section with the highest cellularity and architectural complexity. Forty-four patients with LGMCP (55% male, median age 61) were identified. The median Ki67 score and hotspot Ki67 score was 15% (1-70) and 50% (1-90), respectively. On univariate analysis, average Ki67 and hotspot Ki67 were not predictive of PFS when analyzed as continuous normalized values (HR 1.0, p = 0.79 and HR 1.1, p = 0.38, respectively) or as categorical values when stratified by the median (HR 0.9, p = 0.67 and HR 1.0, p = 0.93). This remained true on multivariate analysis when stratified for peritoneal cancer index, CEA, and completeness of cytoreduction score for both normalized Ki67 and hotspot Ki67 (HR 0.9 [95% CI 0.8-1.3], p = 0.94 and HR 1.04 [95% CI 0.8-1.3], p = 0.73, respectively). Ki67 failed to predict disease recurrence for patients with LGMCP in this cohort.
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Affiliation(s)
| | | | - Sohini Khan
- University of California San Diego, 92037, USA
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17
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Al Abo M, Hyslop T, Qin X, Owzar K, George DJ, Patierno SR, Freedman JA. Differential alternative RNA splicing and transcription events between tumors from African American and White patients in The Cancer Genome Atlas. Genomics 2021; 113:1234-1246. [PMID: 33705884 DOI: 10.1016/j.ygeno.2021.02.020] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 01/15/2021] [Accepted: 02/01/2021] [Indexed: 11/26/2022]
Abstract
Individuals of African ancestry suffer disproportionally from higher incidence, aggressiveness, and mortality for particular cancers. This disparity likely results from an interplay among differences in multiple determinants of health, including differences in tumor biology. We used The Cancer Genome Atlas (TCGA) SpliceSeq and TCGA aggregate expression datasets and identified differential alternative RNA splicing and transcription events (ARS/T) in cancers between self-identified African American (AA) and White (W) patients. We found that retained intron events were enriched among race-related ARS/T. In addition, on average, 12% of the most highly ranked race-related ARS/T overlapped between any two analyzed cancers. Moreover, the genes undergoing race-related ARS/T functioned in cancer-promoting pathways, and a number of race-related ARS/T were associated with patient survival. We built a web-application, CanSplice, to mine genomic datasets by self-identified race. The race-related targets have the potential to aid in the development of new biomarkers and therapeutics to mitigate cancer disparity.
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Affiliation(s)
- Muthana Al Abo
- Duke Cancer Institute, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Terry Hyslop
- Duke Cancer Institute, Duke University School of Medicine, Durham, NC, 27710, USA; Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Xiaodi Qin
- Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Kouros Owzar
- Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Daniel J George
- Duke Cancer Institute, Duke University School of Medicine, Durham, NC, 27710, USA; Department of Medicine, Division of Medical Oncology, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Steven R Patierno
- Duke Cancer Institute, Duke University School of Medicine, Durham, NC, 27710, USA; Department of Medicine, Division of Medical Oncology, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Jennifer A Freedman
- Duke Cancer Institute, Duke University School of Medicine, Durham, NC, 27710, USA; Department of Medicine, Division of Medical Oncology, Duke University School of Medicine, Durham, NC, 27710, USA.
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18
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Song Y, Wang J, Sun J, Chen X, Shi J, Wu Z, Yu D, Zhang F, Wang Z. Screening of Potential Biomarkers for Gastric Cancer with Diagnostic Value Using Label-free Global Proteome Analysis. GENOMICS PROTEOMICS & BIOINFORMATICS 2021; 18:679-695. [PMID: 33607292 PMCID: PMC8377014 DOI: 10.1016/j.gpb.2020.06.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Revised: 03/25/2020] [Accepted: 08/15/2020] [Indexed: 01/14/2023]
Abstract
Gastric cancer (GC) is known as a top malignant type of tumors worldwide. Despite the recent decrease in mortality rates, the prognosis remains poor. Therefore, it is necessary to find novel biomarkers with early diagnostic value for GC. In this study, we present a large-scale proteomic analysis of 30 GC tissues and 30 matched healthy tissues using label-free global proteome profiling. Our results identified 537 differentially expressed proteins, including 280 upregulated and 257 downregulated proteins. The ingenuity pathway analysis (IPA) results indicated that the sirtuin signaling pathway was the most activated pathway in GC tissues whereas oxidative phosphorylation was the most inhibited. Moreover, the most activated molecular function was cellular movement, including tissue invasion by tumor cell lines. Based on IPA results, 15 hub proteins were screened. Using the receiver operating characteristic curve, most of hub proteins showed a high diagnostic power in distinguishing between tumors and healthy controls. A four-protein (ATP5B-ATP5O-NDUFB4-NDUFB8) diagnostic signature was built using a random forest model. The area under the curve (AUC) values of this model were 0.996 and 0.886 for the training and testing sets, respectively, suggesting that the four-protein signature has a high diagnostic power. This signature was further tested with independent datasets using plasma enzyme-linked immune sorbent assays, resulting in an AUC value of 0.778 for distinguishing GC tissues from healthy controls, and using immunohistochemical tissue microarray analysis, resulting in an AUC value of 0.805. In conclusion, this study identifies potential biomarkers and improves our understanding of the pathogenesis, providing novel therapeutic targets for GC.
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Affiliation(s)
- Yongxi Song
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Jun Wang
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Jingxu Sun
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Xiaowan Chen
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Jinxin Shi
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Zhonghua Wu
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Dehao Yu
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Fei Zhang
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Zhenning Wang
- Department of Surgical Oncology and General Surgery, Key Laboratory of Precision Diagnosis and Treatment of Gastrointestinal Tumors, Ministry of Education, The First Affiliated Hospital of China Medical University, Shenyang 110001, China.
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19
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Oliveira GL, Coelho AR, Marques R, Oliveira PJ. Cancer cell metabolism: Rewiring the mitochondrial hub. Biochim Biophys Acta Mol Basis Dis 2020; 1867:166016. [PMID: 33246010 DOI: 10.1016/j.bbadis.2020.166016] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 11/12/2020] [Accepted: 11/15/2020] [Indexed: 12/15/2022]
Abstract
To adapt to tumoral environment conditions or even to escape chemotherapy, cells rapidly reprogram their metabolism to handle adversities and survive. Given the rapid rise of studies uncovering novel insights and therapeutic opportunities based on the role of mitochondria in tumor metabolic programing and therapeutics, this review summarizes most significant developments in the field. Taking in mind the key role of mitochondria on carcinogenesis and tumor progression due to their involvement on tumor plasticity, metabolic remodeling, and signaling re-wiring, those organelles are also potential therapeutic targets. Among other topics, we address the recent data intersecting mitochondria as of prognostic value and staging in cancer, by mitochondrial DNA (mtDNA) determination, and current inhibitors developments targeting mtDNA, OXPHOS machinery and metabolic pathways. We contribute for a holistic view of the role of mitochondria metabolism and directed therapeutics to understand tumor metabolism, to circumvent therapy resistance, and to control tumor development.
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Affiliation(s)
- Gabriela L Oliveira
- CNC-Center for Neuroscience and Cell Biology, UC-Biotech, University of Coimbra, Biocant Park, Cantanhede, Portugal
| | - Ana R Coelho
- CNC-Center for Neuroscience and Cell Biology, UC-Biotech, University of Coimbra, Biocant Park, Cantanhede, Portugal
| | - Ricardo Marques
- CNC-Center for Neuroscience and Cell Biology, UC-Biotech, University of Coimbra, Biocant Park, Cantanhede, Portugal
| | - Paulo J Oliveira
- CNC-Center for Neuroscience and Cell Biology, UC-Biotech, University of Coimbra, Biocant Park, Cantanhede, Portugal.
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20
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Abnormal Expression of Mitochondrial Ribosomal Proteins and Their Encoding Genes with Cell Apoptosis and Diseases. Int J Mol Sci 2020; 21:ijms21228879. [PMID: 33238645 PMCID: PMC7700125 DOI: 10.3390/ijms21228879] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 11/15/2020] [Accepted: 11/17/2020] [Indexed: 12/11/2022] Open
Abstract
Mammalian mitochondrial ribosomes translate 13 proteins encoded by mitochondrial genes, all of which play roles in the mitochondrial respiratory chain. After a long period of reconstruction, mitochondrial ribosomes are the most protein-rich ribosomes. Mitochondrial ribosomal proteins (MRPs) are encoded by nuclear genes, synthesized in the cytoplasm and then, transported to the mitochondria to be assembled into mitochondrial ribosomes. MRPs not only play a role in mitochondrial oxidative phosphorylation (OXPHOS). Moreover, they participate in the regulation of cell state as apoptosis inducing factors. Abnormal expressions of MRPs will lead to mitochondrial metabolism disorder, cell dysfunction, etc. Many researches have demonstrated the abnormal expression of MRPs in various tumors. This paper reviews the basic structure of mitochondrial ribosome, focuses on the structure and function of MRPs, and their relationships with cell apoptosis and diseases. It provides a reference for the study of the function of MRPs and the disease diagnosis and treatment.
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21
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Hu W, Ma SL, Liu LL, Zhu YH, Zeng TT, Li Y, Guan XY. Impact of mitochondrial transcription factor A expression on the outcomes of ovarian, endometrial and cervical cancers. Am J Transl Res 2020; 12:5343-5361. [PMID: 33042424 PMCID: PMC7540119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Accepted: 08/16/2020] [Indexed: 06/11/2023]
Abstract
Gynecologic cancers, including endometrial, ovarian, and cervical cancers, are the leading causes of cancer-related mortality in women worldwide. Mitochondrial transcription factor A (TFAM) has been demonstrated playing critical roles in the development of tumors. However, the clinical relationship of TFAM expression in gynecologic cancers requires further clarification. Our results showed gynecologic cancer cells are highly expressed TFAM in both protein and RNA levels compared to normal cells. The TCGA dataset revealed that TFAM gene expression is higher in most of the solid tumors than the expression of the known oncogenes (e.g., TP53, BRCA1, and BRCA2). The dataset also suggested a high expression of TFAM in primary and recurrent tumor sites in gynecologic cancers compared to the adjacent normal tissues. Besides, the subcellular fractionation results indicated that the main form of TFAM in cells is chromatin-binding proteins. Further immunohistochemistry study showed that the overexpression of TFAM in tumor tissues is associated with the patient's advanced clinicopathological parameters. The Kaplan-Meier analysis demonstrated that high TFAM expression is a potential prognostic prediction marker for the patient's survival. Furthermore, we observed that downregulated TFAM expression with siRNA suppresses cell proliferation, colony formation, migration, and invasion ability. Taken together, our findings demonstrated that TFAM is highly expressed in cancer cell lines and tumor tissues of gynecologic cancers. The majority of TFAM protein is binding to chromatin in cells, and downregulation of TFAM suppresses cell proliferation, colony formation, migration, and invasion. High level of TFAM in tumor tissues is related to an unfavorable overall survival and disease-free survival in patients with endometrial, ovarian, and cervical cancers, which can serve as a promising prognostic predictive biomarker and a potential therapeutic target.
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Affiliation(s)
- Wen Hu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterGuangzhou 510062, China
- Department of Pathology, The Third Affiliated Hospital, Sun Yat-sen UniversityNo. 600 Tianhe Road, Guangzhou 510630, China
| | - Shao-Lin Ma
- Department of Gynecologic Oncology and Reproductive Medicine, The University of Texas MD Anderson Cancer Center1515 Holcombe Boulevard, Unit 1362, Houston, Texas 77030, USA
| | - Li-Li Liu
- Department of Pathology, Sun Yat-sen University Cancer CenterGuangzhou, China
| | - Ying-Hui Zhu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterGuangzhou 510062, China
| | - Ting-Ting Zeng
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterGuangzhou 510062, China
| | - Yan Li
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterGuangzhou 510062, China
| | - Xin-Yuan Guan
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterGuangzhou 510062, China
- Department of Clinical Oncology, The University of Hong KongHong Kong, China
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22
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Chu YD, Lin WR, Lin YH, Kuo WH, Tseng CJ, Lim SN, Huang YL, Huang SC, Wu TJ, Lin KH, Yeh CT. COX5B-Mediated Bioenergetic Alteration Regulates Tumor Growth and Migration by Modulating AMPK-UHMK1-ERK Cascade in Hepatoma. Cancers (Basel) 2020; 12:cancers12061646. [PMID: 32580279 PMCID: PMC7352820 DOI: 10.3390/cancers12061646] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 06/19/2020] [Indexed: 01/27/2023] Open
Abstract
The oxidative phosphorylation machinery in mitochondria, which generates the main bioenergy pool in cells, includes four enzyme complexes for electron transport and ATP synthase. Among them, the cytochrome c oxidase (COX), which constitutes the fourth complex, has been suggested as the major regulatory site. Recently, abnormalities in COX were linked to tumor progression in several cancers. However, it remains unclear whether COX and its subunits play a role in tumor progression of hepatoma. To search for the key regulatory factor(s) in COX for hepatoma development, in silico analysis using public transcriptomic database followed by validation for postoperative outcome associations using independent in-house patient cohorts was performed. In which, COX5B was highly expressed in hepatoma and associated with unfavorable postoperative prognosis. In addressing the role of COX5B in hepatoma, the loss- and gain-of-function experiments for COX5B were conducted. Consequently, COX5B expression was associated with increased hepatoma cell proliferation, migration and xenograft growth. Downstream effectors searched by cDNA microarray analysis identified UHMK1, an oncogenic protein, which manifested a positively correlated expression level of COX5B. The COX5B-mediated regulatory event on UHMK1 expression was subsequently demonstrated as bioenergetic alteration-dependent activation of AMPK in hepatoma cells. Phosphoproteomic analysis uncovered activation of ERK- and stathmin-mediated pathways downstream of UHMK1. Finally, comprehensive phenotypic assays supported the impacts of COX5B-UHMK1-ERK axis on hepatoma cell growth and migration.
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Affiliation(s)
- Yu-De Chu
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
| | - Wey-Ran Lin
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- Department of Internal Medicine, Chang Gung University College of Medicine, Taoyuan 333, Taiwan; (C.-J.T.); (S.-N.L.)
| | - Yang-Hsiang Lin
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
| | - Wen-Hsin Kuo
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
| | - Chin-Ju Tseng
- Department of Internal Medicine, Chang Gung University College of Medicine, Taoyuan 333, Taiwan; (C.-J.T.); (S.-N.L.)
| | - Siew-Na Lim
- Department of Internal Medicine, Chang Gung University College of Medicine, Taoyuan 333, Taiwan; (C.-J.T.); (S.-N.L.)
- Department of Neurology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
| | - Yen-Lin Huang
- Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-L.H.); (S.-C.H.)
| | - Shih-Chiang Huang
- Department of Anatomic Pathology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-L.H.); (S.-C.H.)
| | - Ting-Jung Wu
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
| | - Kwang-Huei Lin
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
| | - Chau-Ting Yeh
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (Y.-D.C.); (W.-R.L.); (Y.-H.L.); (W.-H.K.); (T.-J.W.); (K.-H.L.)
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- Department of Internal Medicine, Chang Gung University College of Medicine, Taoyuan 333, Taiwan; (C.-J.T.); (S.-N.L.)
- Molecular Medicine Research Center, Chang Gung University, Taoyuan 333, Taiwan
- Correspondence: ; Tel.: +886-3-3281200 (ext. 8129)
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23
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González-Reymúndez A, Vázquez AI. Multi-omic signatures identify pan-cancer classes of tumors beyond tissue of origin. Sci Rep 2020; 10:8341. [PMID: 32433524 PMCID: PMC7239905 DOI: 10.1038/s41598-020-65119-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Accepted: 04/07/2020] [Indexed: 02/08/2023] Open
Abstract
Despite recent advances in treatment, cancer continues to be one of the most lethal human maladies. One of the challenges of cancer treatment is the diversity among similar tumors that exhibit different clinical outcomes. Most of this variability comes from wide-spread molecular alterations that can be summarized by omic integration. Here, we have identified eight novel tumor groups (C1-8) via omic integration, characterized by unique cancer signatures and clinical characteristics. C3 had the best clinical outcomes, while C2 and C5 had poorest. C1, C7, and C8 were upregulated for cellular and mitochondrial translation, and relatively low proliferation. C6 and C4 were also downregulated for cellular and mitochondrial translation, and had high proliferation rates. C4 was represented by copy losses on chromosome 6, and had the highest number of metastatic samples. C8 was characterized by copy losses on chromosome 11, having also the lowest lymphocytic infiltration rate. C6 had the lowest natural killer infiltration rate and was represented by copy gains of genes in chromosome 11. C7 was represented by copy gains on chromosome 6, and had the highest upregulation in mitochondrial translation. We believe that, since molecularly alike tumors could respond similarly to treatment, our results could inform therapeutic action.
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Affiliation(s)
- Agustín González-Reymúndez
- Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI, USA
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI, USA
| | - Ana I Vázquez
- Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI, USA.
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI, USA.
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24
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Eramo MJ, Lisnyak V, Formosa LE, Ryan MT. The ‘mitochondrial contact site and cristae organising system’ (MICOS) in health and human disease. J Biochem 2019; 167:243-255. [DOI: 10.1093/jb/mvz111] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 12/05/2019] [Indexed: 12/14/2022] Open
Abstract
AbstractThe ‘mitochondrial contact site and cristae organising system’ (MICOS) is an essential protein complex that promotes the formation, maintenance and stability of mitochondrial cristae. As such, loss of core MICOS components disrupts cristae structure and impairs mitochondrial function. Aberrant mitochondrial cristae morphology and diminished mitochondrial function is a pathological hallmark observed across many human diseases such as neurodegenerative conditions, obesity and diabetes mellitus, cardiomyopathy, and in muscular dystrophies and myopathies. While mitochondrial abnormalities are often an associated secondary effect to the pathological disease process, a direct role for the MICOS in health and human disease is emerging. This review describes the role of MICOS in the maintenance of mitochondrial architecture and summarizes both the direct and associated roles of the MICOS in human disease.
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Affiliation(s)
- Matthew J Eramo
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, 23 Innovation Walk, Monash University, 3800 Melbourne, Victoria, Australia
| | - Valerie Lisnyak
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, 23 Innovation Walk, Monash University, 3800 Melbourne, Victoria, Australia
| | - Luke E Formosa
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, 23 Innovation Walk, Monash University, 3800 Melbourne, Victoria, Australia
| | - Michael T Ryan
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, 23 Innovation Walk, Monash University, 3800 Melbourne, Victoria, Australia
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25
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Hiyoshi Y, Sato Y, Ichinoe M, Nagashio R, Hagiuda D, Kobayashi M, Kusuhara S, Igawa S, Shiomi K, Goshima N, Murakumo Y, Saegusa M, Satoh Y, Masuda N, Naoki K. Prognostic significance of IMMT expression in surgically-resected lung adenocarcinoma. Thorac Cancer 2019; 10:2142-2151. [PMID: 31583841 PMCID: PMC6825906 DOI: 10.1111/1759-7714.13200] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 09/02/2019] [Accepted: 09/02/2019] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Mitochondrial dysfunction contributes to many types of human disorders and cancer progression. Inner membrane mitochondrial protein (IMMT) plays an important role in the maintenance of mitochondrial structure and function. The aims of this study were to examine IMMT expression in lung adenocarcinoma and evaluate its correlation with clinicopathological parameters and patient prognosis. METHODS IMMT expression was immunohistochemically studied in 176 consecutive lung adenocarcinoma resection tissues, and its correlations with clinicopathological parameters were evaluated. Kaplan-Meier survival analysis and Cox-proportional hazards models were used to estimate the effect of IMMT expression on survival. RESULTS High-IMMT expression was detected in 84 of 176 (47.7%) lung adenocarcinomas. Levels were significantly correlated with advanced disease stage (stage II and III; P = 0.024), larger tumor size (>3 cm; P = 0.002), intratumoral vascular invasion (P < 0.001), and poorer adenocarcinoma patient prognosis (P = 0.002). Based on 176 patients with adenocarcinoma, multivariate analysis revealed that IMMT expression was an independent predictor of poorer survival (HR, 1.99; 95% confidence interval [CI], 1.06-3.74; P = 0.031). Further, treating A549 cells derived from lung adenocarcinoma, with IMMT siRNA resulted in significantly decreased proliferation. CONCLUSION Here, we first demonstrated that high-IMMT expression is related to some clinicopathological parameters, and that its expression is an independent prognostic predictor of poorer survival in patients with lung adenocarcinoma; further studies are required to clarify the biological function of IMMT in lung adenocarcinoma. However, results suggest that this protein could be a novel prognostic indicator and therapeutic target.
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Affiliation(s)
- Yasuhiro Hiyoshi
- Department of Respiratory Medicine, School of MedicineKitasato UniversitySagamiharaJapan
| | - Yuichi Sato
- Applied Tumor Pathology, Graduate School of Medical SciencesKitasato UniversitySagamiharaJapan
| | - Masaaki Ichinoe
- Department of Pathology, School of MedicineKitasato UniversitySagamiharaJapan
| | - Ryo Nagashio
- Applied Tumor Pathology, Graduate School of Medical SciencesKitasato UniversitySagamiharaJapan
| | - Daisuke Hagiuda
- Applied Tumor Pathology, Graduate School of Medical SciencesKitasato UniversitySagamiharaJapan
| | - Makoto Kobayashi
- Applied Tumor Pathology, Graduate School of Medical SciencesKitasato UniversitySagamiharaJapan
| | - Seiichiro Kusuhara
- Department of Respiratory Medicine, School of MedicineKitasato UniversitySagamiharaJapan
| | - Satoshi Igawa
- Department of Respiratory Medicine, School of MedicineKitasato UniversitySagamiharaJapan
| | - Kazu Shiomi
- Department of Thoracic and Cardiovascular Surgery, School of MedicineKitasato UniversitySagamiharaJapan
| | - Naoki Goshima
- National Institute of Advanced Industrial Science and Technology Tokyo Bay Area CenterKoto‐kuJapan
| | - Yoshiki Murakumo
- Department of Pathology, School of MedicineKitasato UniversitySagamiharaJapan
| | - Makoto Saegusa
- Department of Pathology, School of MedicineKitasato UniversitySagamiharaJapan
| | - Yukitoshi Satoh
- Department of Thoracic and Cardiovascular Surgery, School of MedicineKitasato UniversitySagamiharaJapan
| | - Noriyuki Masuda
- Department of Respiratory Medicine, School of MedicineKitasato UniversitySagamiharaJapan
| | - Katsuhiko Naoki
- Department of Respiratory Medicine, School of MedicineKitasato UniversitySagamiharaJapan
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26
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Chen C, Wang S, Liu P. Deferoxamine Enhanced Mitochondrial Iron Accumulation and Promoted Cell Migration in Triple-Negative MDA-MB-231 Breast Cancer Cells Via a ROS-Dependent Mechanism. Int J Mol Sci 2019; 20:ijms20194952. [PMID: 31597263 PMCID: PMC6801410 DOI: 10.3390/ijms20194952] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Revised: 09/25/2019] [Accepted: 09/25/2019] [Indexed: 12/24/2022] Open
Abstract
In our previous study, Deferoxamine (DFO) increased the iron concentration by upregulating the expression levels of TfR1 and DMT1 and exacerbated the migration of triple-negative breast cancer cells. However, the mechanisms of iron distribution and utilization in triple-negative breast cancer cells with a DFO-induced iron deficiency are still unclear. In this study, triple-negative MDA-MB-231 and estrogen receptor (ER)-positive MCF-7 breast cancer cells were used to investigate the mechanisms of iron distribution and utilization with a DFO-induced iron deficiency. We found that the mitochondrial iron concentration was elevated in MDA-MB-231 cells, while it was decreased in MCF-7 cells after DFO treatment. The cellular and mitochondrial reactive oxygen species (ROS) levels increased in both breast cancer cell types under DFO-induced iron-deficient conditions. However, the increased ROS levels had different effects on the different breast cancer cell types: Cell viability was inhibited and apoptosis was enhanced in MCF-7 cells, but cell viability was maintained and cell migration was promoted in MDA-MB-231 cells through the ROS/NF-κB and ROS/TGF-β signaling pathways. Collectively, this study suggests that under DFO-induced iron-deficient conditions, the increased mitochondrial iron levels in triple-negative MDA-MB-231 breast cancer cells would generate large amounts of ROS to activate the NF-κB and TGF-β signaling pathways to promote cell migration.
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Affiliation(s)
- Chunli Chen
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200000, China.
- School of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200000, China.
| | - Shicheng Wang
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200000, China.
- School of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200000, China.
| | - Ping Liu
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200000, China.
- School of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200000, China.
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27
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Pérez-Ramírez M, García-Méndez A, Siordia-Reyes AG, Chavarría A, Gómez C, García-Hernández N. Pediatric ependymoma: GNAO1, ASAH1, IMMT and IPO7 protein expression and 5-year prognosis correlation. Clin Neurol Neurosurg 2019; 186:105488. [PMID: 31505435 DOI: 10.1016/j.clineuro.2019.105488] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Revised: 07/18/2019] [Accepted: 08/11/2019] [Indexed: 02/06/2023]
Abstract
OBJECTIVE The aim of this work was to evaluate a pediatric ependymoma protein expression that may be useful as a molecular biomarker candidate for prognosis, correlated with clinical features such as age, gender, histopathological grade, ependymal tumor recurrence and patient survival. PATIENTS AND METHODS Immunohistochemistry assays were performed for GNAO1, ASAH1, IMMT, IPO7, Cyclin D1, P53 and Ki-67 proteins. Kaplan-Meier and Cox analysis were performed for age, gender, histopathological grade, relapse and survival correlation. RESULTS We found that three proteins correlate with histopathological grade and relapse; two proteins correlate with survival; one protein does not correlate with any clinical feature. CONCLUSION Our results suggest that, out of the proteins analyzed, five may be considered suitable prognostic biomarkers and one may be considered a predictive biomarker for response to treatment of pediatric ependymoma.
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Affiliation(s)
- Monserrat Pérez-Ramírez
- Unidad de Investigación Médica en Genética Humana, Hospital de Pediatría "Dr. Silvestre Frenk Freud", Centro Médico Nacional Siglo XXI, IMSS. Av. Cuauhtémoc 330, Col. Doctores, Del. Cuauhtémoc, 06720, Mexico
| | - Antonio García-Méndez
- Servicio de Neurocirugía Pediátrica, Hospital General "Dr. Gaudencio González Garza", Centro Médico Nacional "La Raza", IMSS, Calzada Vallejo y Jacarandas S/N, Col. La Raza, Del. Azcapotzalco, 02980, Ciudad de México, Mexico
| | - Alicia Georgina Siordia-Reyes
- Servicio de Patología, Hospital de Pediatría "Dr. Silvestre Frenk Freud", Centro Médico Nacional Siglo XXI, IMSS. Av. Cuauhtémoc 330, Col. Doctores, Del. Cuauhtémoc, 06720, Ciudad de México, Mexico
| | - Anahí Chavarría
- Unidad de Investigación en Medicina Experimental, Facultad de Medicina, Universidad Nacional Autónoma de México, 04510, Ciudad de México, Mexico
| | - Celedonio Gómez
- Facultad de Química, Universidad Nacional Autónoma de México, Avenida Ciudad Universitaria 3000, Coyoacán, 04360, Ciudad de México, Mexico
| | - Normand García-Hernández
- Unidad de Investigación Médica en Genética Humana, Hospital de Pediatría "Dr. Silvestre Frenk Freud", Centro Médico Nacional Siglo XXI, IMSS. Av. Cuauhtémoc 330, Col. Doctores, Del. Cuauhtémoc, 06720, Mexico.
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28
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Stein J, Tenbrock J, Kristiansen G, Müller SC, Ellinger J. Systematic expression analysis of the mitochondrial respiratory chain protein subunits identifies COX5B as a prognostic marker in clear cell renal cell carcinoma. Int J Urol 2019; 26:910-916. [PMID: 31280487 DOI: 10.1111/iju.14040] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2018] [Accepted: 05/19/2019] [Indexed: 12/22/2022]
Abstract
OBJECTIVE To analyze the expression of mitochondrial respiratory chain protein subunits in clear cell renal cell carcinoma. METHODS Possible prognostic candidates were determined using The Cancer Genome Atlas database (n = 605). The database provided valid messenger ribonucleic acid expression data for 93 genes encoding for the subunits. Selected subunits were further investigated at the messenger ribonucleic acid and protein level by real-time polymerase chain reaction, western blot and immunohistochemistry with the cohorts of the University Hospital Bonn. RESULTS The Cancer Genome Atlas messenger ribonucleic acid expression data indicated univariate and multivariate prognostic impact for seven subunits (NDUFS8, NDUFS7, COX5B, COX6B1, SDHD, COX15 and COX19). Using real-time polymerase chain reaction, significant downregulation (P < 0.05, n = 74) could be shown for COX5B, COX6B1, NDUFS7 and NDUF8 in clear cell renal cell carcinoma tissue. Survival analysis of polymerase chain reaction data showed a non-significant relationship (P = 0.067) of high COX5B expression and poor overall survival. Western blot (n = 8) and immunohistochemistry analysis (n = 167) confirmed significant COX5B downregulation on the protein level. Immunohistochemistry analysis identified COX5B as a prognostic marker for overall (P = 0.017) and cancer-specific survival (P = 0.042). CONCLUSIONS The present study findings suggest downregulation of additional subunits of mitochondrial respiratory chain proteins in clear cell renal cell carcinoma. Remarkably, COX5B, a subunit of the respiratory chain complex IV, can be identified as a novel prognostic marker.
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Affiliation(s)
- Johannes Stein
- Department of Urology, University Hospital Bonn, Bonn, Germany
| | - Julia Tenbrock
- Department of Urology, University Hospital Bonn, Bonn, Germany
| | | | - Stefan C Müller
- Department of Urology, University Hospital Bonn, Bonn, Germany
| | - Jörg Ellinger
- Department of Urology, University Hospital Bonn, Bonn, Germany
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Hillman GA, Henry MF. The yeast protein Mam33 functions in the assembly of the mitochondrial ribosome. J Biol Chem 2019; 294:9813-9829. [PMID: 31053642 DOI: 10.1074/jbc.ra119.008476] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Revised: 04/24/2019] [Indexed: 02/04/2023] Open
Abstract
Mitochondrial ribosomes are functionally specialized for the synthesis of several essential inner membrane proteins of the respiratory chain. Although remarkable progress has been made toward understanding the structure of mitoribosomes, the pathways and factors that facilitate their biogenesis remain largely unknown. The long unstructured domains of unassembled ribosomal proteins are highly prone to misfolding and often require dedicated chaperones to prevent aggregation. To date, chaperones that ensure safe delivery to the assembling ribosome have not been identified in the mitochondrion. In this study, a respiratory synthetic lethality screen revealed a role for an evolutionarily conserved mitochondrial matrix protein called Mam33 in Saccharomyces cerevisiae mitoribosome biogenesis. We found that the absence of Mam33 results in misassembled, aggregated ribosomes and a respiratory lethal phenotype in combination with other ribosome-assembly mutants. Using sucrose gradient sedimentation, native affinity purifications, in vitro binding assays, and SILAC-based quantitative proteomics, we found that Mam33 does not associate with the mature mitoribosome, but directly binds a subset of unassembled large subunit proteins. Based on these data, we propose that Mam33 binds specific mitoribosomal proteins to ensure proper assembly.
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Affiliation(s)
- Gabrielle A Hillman
- From the Department of Molecular Biology, Rowan University School of Osteopathic Medicine, Stratford, New Jersey 08084 and.,the Graduate School of Biomedical Sciences, Rowan University, Stratford, New Jersey 08084
| | - Michael F Henry
- From the Department of Molecular Biology, Rowan University School of Osteopathic Medicine, Stratford, New Jersey 08084 and .,the Graduate School of Biomedical Sciences, Rowan University, Stratford, New Jersey 08084
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30
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Zhavoronkov A, Mamoshina P, Vanhaelen Q, Scheibye-Knudsen M, Moskalev A, Aliper A. Artificial intelligence for aging and longevity research: Recent advances and perspectives. Ageing Res Rev 2019; 49:49-66. [PMID: 30472217 DOI: 10.1016/j.arr.2018.11.003] [Citation(s) in RCA: 84] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2018] [Revised: 11/07/2018] [Accepted: 11/21/2018] [Indexed: 12/14/2022]
Abstract
The applications of modern artificial intelligence (AI) algorithms within the field of aging research offer tremendous opportunities. Aging is an almost universal unifying feature possessed by all living organisms, tissues, and cells. Modern deep learning techniques used to develop age predictors offer new possibilities for formerly incompatible dynamic and static data types. AI biomarkers of aging enable a holistic view of biological processes and allow for novel methods for building causal models-extracting the most important features and identifying biological targets and mechanisms. Recent developments in generative adversarial networks (GANs) and reinforcement learning (RL) permit the generation of diverse synthetic molecular and patient data, identification of novel biological targets, and generation of novel molecular compounds with desired properties and geroprotectors. These novel techniques can be combined into a unified, seamless end-to-end biomarker development, target identification, drug discovery and real world evidence pipeline that may help accelerate and improve pharmaceutical research and development practices. Modern AI is therefore expected to contribute to the credibility and prominence of longevity biotechnology in the healthcare and pharmaceutical industry, and to the convergence of countless areas of research.
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31
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Feng Y, Madungwe NB, Bopassa JC. Mitochondrial inner membrane protein, Mic60/mitofilin in mammalian organ protection. J Cell Physiol 2018; 234:3383-3393. [PMID: 30259514 DOI: 10.1002/jcp.27314] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Accepted: 08/02/2018] [Indexed: 12/13/2022]
Abstract
The identification of the mitochondrial contact site and cristae organizing system (MICOS) in the inner mitochondrial membrane shed light on the intricate components necessary for mitochondria to form their signature cristae in which many protein complexes including the electron transport chain are localized. Mic60/mitofilin has been described as the core component for the assembly and maintenance of MICOS, thus controlling cristae morphology, protein transport, mitochondrial DNA transcription, as well as connecting the inner and outer mitochondrial membranes. Although Mic60 homologs are present in many species, mammalian Mic60 is only recently gaining attention as a critical player in several organ systems and diseases with mitochondrial-defect origins. In this review, we summarize what is currently known about the ever-expanding role of Mic60 in mammals, and highlight some new studies pushing the field of mitochondrial cristae organization towards potentially new and exciting therapies targeting this protein.
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Affiliation(s)
- Yansheng Feng
- Department of Cellular and Integrative Physiology, School of Medicine, University of Texas Health Science Center at San Antonio, Texas.,Department of Pathophysiology, Xinxiang Medical University, Xinxiang, China
| | - Ngonidzashe B Madungwe
- Department of Cellular and Integrative Physiology, School of Medicine, University of Texas Health Science Center at San Antonio, Texas.,Department of Biomedical Engineering, University of Texas at San Antonio, Texas
| | - Jean C Bopassa
- Department of Cellular and Integrative Physiology, School of Medicine, University of Texas Health Science Center at San Antonio, Texas
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32
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Li J, Hu B, Fang L, Gao Y, Shi S, He H, Liu X, Yuan C. Barrier-to-autointegration factor 1: A novel biomarker for gastric cancer. Oncol Lett 2018; 16:6488-6494. [PMID: 30405787 PMCID: PMC6202538 DOI: 10.3892/ol.2018.9432] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2017] [Accepted: 06/26/2018] [Indexed: 12/30/2022] Open
Abstract
China is a country with a high incidence of gastric cancer (GC), where the GC incidence and the resultant mortality rates account for 50% of those worldwide. Surgical resection remains the primary treatment for GC. However, postoperative patients have a poor prognosis as the majority of patients present with metastases at the time of diagnosis. Therefore, the identification of novel treatment targets is required. The present study aimed to determine the effects of barrier-to-autointegration factor 1 (BANF1) on the clinical features and prognosis of GC, which may aid in discovering a novel tumor diagnostic biomarker and treatment target. The BANF1 gene expression profiles for normal and gastric tumor tissues were downloaded from the Gene Expression Omnibus GSE54129 data set to analyse the expression of BANF1 at the mRNA levels. Then, online survival analysis was performed using the GC database with the Kaplan-Meier Plotter (http://kmplot.com/analysis/) data. To examine the association between BANF1 and clinical features and prognosis, 132 postoperative GC pathological specimens were collected for immunohistochemical analyses. In the GSE54129 data sets, BANF1 expression at the mRNA level was significantly higher in the tumor tissue compared with that in the normal tissue. The same result was obtained in following the immunohistochemical analyses. In addition, BANF1 expression was associated with the patient age, tumor differentiation and infiltration depth. The survival time of BANF1 high-expression patients was shorter compared with that of the low-expression patients, and tumor differentiation status and tumor node metastasis stage were independent prognostic factors of the overall survival of patients with GC. The results of the present study suggest that BANF1 is associated with the clinical features and prognosis of GC. It may be a novel indicator of tumor prognosis and a potential therapeutic target for GC.
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Affiliation(s)
- Junjun Li
- Department of Oncology, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, Liaoning 121000, P.R. China
| | - Bingbing Hu
- Department of Infectious Diseases, The Third Affiliated Hospital of Xinxiang Medical University, Xinxiang, Henan 453000, P.R. China
| | - Lei Fang
- Department of Pathology and Pathophysiology, Jinzhou Medical University, Jinzhou, Liaoning 121001, P.R. China
| | - Yang Gao
- Department of Oncology, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, Liaoning 121000, P.R. China
| | - Shuai Shi
- Department of Pathology and Pathophysiology, Jinzhou Medical University, Jinzhou, Liaoning 121001, P.R. China
| | - Haoyu He
- Department of Oncology, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, Liaoning 121000, P.R. China
| | - Xiaomei Liu
- Department of Oncology, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, Liaoning 121000, P.R. China
| | - Caijun Yuan
- Department of Oncology, The First Affiliated Hospital of Jinzhou Medical University, Jinzhou, Liaoning 121000, P.R. China
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33
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Establishment of a Model of Microencapsulated SGC7901 Human Gastric Carcinoma Cells Cocultured with Tumor-Associated Macrophages. Can J Gastroenterol Hepatol 2018; 2018:3767482. [PMID: 29808160 PMCID: PMC5902114 DOI: 10.1155/2018/3767482] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Revised: 01/26/2018] [Accepted: 02/20/2018] [Indexed: 01/17/2023] Open
Abstract
The important factors of poor survival of gastric cancer (GC) are relapse and metastasis. For further elucidation of the mechanism, a culture system mimicking the microenvironment of the tumor in humans was needed. We established a model of microencapsulated SGC7901 human GC cells and evaluated the effects of coculturing spheres with tumor-associated macrophages (TAMs). SGC7901 cells were encapsulated in alginate-polylysine-sodium alginate (APA) microcapsules using an electrostatic droplet generator. MTT assays showed that the numbers of microencapsulated cells were the highest after culturing for 14 days. Metabolic curves showed consumption of glucose and production of lactic acid by day 20. Immunocytochemistry confirmed that Proliferating Cell Nuclear Antigen (PCNA) and Vascular Endothelial Growth Factor (VEGF) were expressed in microencapsulated SGC7901 cells on days 7 and 14. The expression of PCNA was observed outside spheroids; however, VEGF was found in the entire spheroids. PCNA and VEGF were increased after being cocultured with TAMs. Matrix metalloproteinase-2 (MMP-2) and matrix metalloproteinase-9 (MMP-9) expressions were detected in the supernatant of microencapsulated cells cocultured with TAMs but not in microencapsulated cells. Our study confirms the successful establishment of the microencapsulated GC cells. TAMs can promote PCNA, VEGF, MMP-2, and MMP-9 expressions of the GC cells.
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Mamoshina P, Ojomoko L, Yanovich Y, Ostrovski A, Botezatu A, Prikhodko P, Izumchenko E, Aliper A, Romantsov K, Zhebrak A, Ogu IO, Zhavoronkov A. Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare. Oncotarget 2017; 9:5665-5690. [PMID: 29464026 PMCID: PMC5814166 DOI: 10.18632/oncotarget.22345] [Citation(s) in RCA: 238] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Accepted: 11/02/2017] [Indexed: 12/19/2022] Open
Abstract
The increased availability of data and recent advancements in artificial intelligence present the unprecedented opportunities in healthcare and major challenges for the patients, developers, providers and regulators. The novel deep learning and transfer learning techniques are turning any data about the person into medical data transforming simple facial pictures and videos into powerful sources of data for predictive analytics. Presently, the patients do not have control over the access privileges to their medical records and remain unaware of the true value of the data they have. In this paper, we provide an overview of the next-generation artificial intelligence and blockchain technologies and present innovative solutions that may be used to accelerate the biomedical research and enable patients with new tools to control and profit from their personal data as well with the incentives to undergo constant health monitoring. We introduce new concepts to appraise and evaluate personal records, including the combination-, time- and relationship-value of the data. We also present a roadmap for a blockchain-enabled decentralized personal health data ecosystem to enable novel approaches for drug discovery, biomarker development, and preventative healthcare. A secure and transparent distributed personal data marketplace utilizing blockchain and deep learning technologies may be able to resolve the challenges faced by the regulators and return the control over personal data including medical records back to the individuals.
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Affiliation(s)
- Polina Mamoshina
- Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, Baltimore, Maryland, USA.,Department of Computer Science, University of Oxford, Oxford, United Kingdom
| | - Lucy Ojomoko
- Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, Baltimore, Maryland, USA
| | | | | | | | | | - Eugene Izumchenko
- Department of Otolaryngology-Head & Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Alexander Aliper
- Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, Baltimore, Maryland, USA
| | - Konstantin Romantsov
- Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, Baltimore, Maryland, USA
| | - Alexander Zhebrak
- Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, Baltimore, Maryland, USA
| | - Iraneus Obioma Ogu
- Africa Blockchain Artificial Intelligence for Healthcare Initiative, Insilico Medicine, Inc, Abuja, Nigeria
| | - Alex Zhavoronkov
- Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, Baltimore, Maryland, USA.,The Biogerontology Research Foundation, London, United Kingdom
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