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Dutkowska A, Domańska-Senderowska D, Czarnecka-Chrebelska KH, Pikus E, Zielińska A, Biskup L, Kołodziejska A, Madura P, Możdżan M, Załuska U, Zheng E, Adamczyk E, Kędzia K, Wcisło S, Wawrzycki M, Brzeziańska-Lasota E, Jabłoński S, Antczak A, Poznański M. Mitochondrial Dynamics in Non-Small Cell Lung Cancer. Cancers (Basel) 2024; 16:2823. [PMID: 39199596 PMCID: PMC11352408 DOI: 10.3390/cancers16162823] [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: 06/20/2024] [Revised: 07/26/2024] [Accepted: 08/08/2024] [Indexed: 09/01/2024] Open
Abstract
In lung cancer patients, two complementary abnormalities were found that can cause disruption of the mitochondrial network: increased fusion and impaired fission, manifested by reduced levels of FIS1, a mitochondrial division regulator, and increased expression of MFN1, a mitochondrial fusion mediator. Immunoexpression studies of MFN1 and FIS1 proteins were performed in serum samples obtained from 47 patients with non-small cell lung cancer (NSCLC) and 21 controls. In the NSCLC patients, the immunoexpression of the MFN1 protein was significantly higher, and the FIS1 protein level was significantly lower than in the control group (p < 0.01; p < 0.001; UMW test). Patients with early, operable lung cancer had significantly lower levels of MFN1 immunoexpression compared to patients with advanced, metastatic lung cancer (p < 0.05; UMW test). This suggests that early stages of the disease are characterized by greater fragmentation of damaged mitochondria and apoptosis. In contrast, lower FIS1 protein levels were associated with a worse prognosis. Increased mitochondrial fusion in the blood of lung cancer patients may suggest an increase in protective and repair mechanisms. This opens up questions about why these mechanisms fail in the context of existing advanced cancer disease and is a starting point for further research into why protective mechanisms fail in lung cancer patients.
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Affiliation(s)
- Agata Dutkowska
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Daria Domańska-Senderowska
- Department of Biomedicine and Genetics, Medical University of Lodz, 90-647 Lodz, Poland; (K.H.C.-C.); (E.P.); (E.A.); (E.B.-L.)
| | | | - Ewa Pikus
- Department of Biomedicine and Genetics, Medical University of Lodz, 90-647 Lodz, Poland; (K.H.C.-C.); (E.P.); (E.A.); (E.B.-L.)
| | - Aleksandra Zielińska
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Laura Biskup
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Agata Kołodziejska
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Paulina Madura
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Maria Możdżan
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Urszula Załuska
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Edward Zheng
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Eliza Adamczyk
- Department of Biomedicine and Genetics, Medical University of Lodz, 90-647 Lodz, Poland; (K.H.C.-C.); (E.P.); (E.A.); (E.B.-L.)
| | - Konrad Kędzia
- Department of Thoracic, General and Oncological Surgery, Medical University of Lodz, 90-647 Lodz, Poland; (K.K.); (S.W.); (M.W.); (S.J.)
| | - Szymon Wcisło
- Department of Thoracic, General and Oncological Surgery, Medical University of Lodz, 90-647 Lodz, Poland; (K.K.); (S.W.); (M.W.); (S.J.)
| | - Marcin Wawrzycki
- Department of Thoracic, General and Oncological Surgery, Medical University of Lodz, 90-647 Lodz, Poland; (K.K.); (S.W.); (M.W.); (S.J.)
| | - Ewa Brzeziańska-Lasota
- Department of Biomedicine and Genetics, Medical University of Lodz, 90-647 Lodz, Poland; (K.H.C.-C.); (E.P.); (E.A.); (E.B.-L.)
| | - Sławomir Jabłoński
- Department of Thoracic, General and Oncological Surgery, Medical University of Lodz, 90-647 Lodz, Poland; (K.K.); (S.W.); (M.W.); (S.J.)
| | - Adam Antczak
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
| | - Michał Poznański
- Department of General and Oncological Pulmonology, Medical University of Lodz, 90-647 Lodz, Poland; (A.D.); (A.Z.); (L.B.); (A.K.); (P.M.); (M.M.); (U.Z.); (E.Z.); (A.A.); (M.P.)
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2
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Sen T, Takahashi N, Chakraborty S, Takebe N, Nassar AH, Karim NA, Puri S, Naqash AR. Emerging advances in defining the molecular and therapeutic landscape of small-cell lung cancer. Nat Rev Clin Oncol 2024; 21:610-627. [PMID: 38965396 PMCID: PMC11875021 DOI: 10.1038/s41571-024-00914-x] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/06/2024] [Indexed: 07/06/2024]
Abstract
Small-cell lung cancer (SCLC) has traditionally been considered a recalcitrant cancer with a dismal prognosis, with only modest advances in therapeutic strategies over the past several decades. Comprehensive genomic assessments of SCLC have revealed that most of these tumours harbour deletions of the tumour-suppressor genes TP53 and RB1 but, in contrast to non-small-cell lung cancer, have failed to identify targetable alterations. The expression status of four transcription factors with key roles in SCLC pathogenesis defines distinct molecular subtypes of the disease, potentially enabling specific therapeutic approaches. Overexpression and amplification of MYC paralogues also affect the biology and therapeutic vulnerabilities of SCLC. Several other attractive targets have emerged in the past few years, including inhibitors of DNA-damage-response pathways, epigenetic modifiers, antibody-drug conjugates and chimeric antigen receptor T cells. However, the rapid development of therapeutic resistance and lack of biomarkers for effective selection of patients with SCLC are ongoing challenges. Emerging single-cell RNA sequencing data are providing insights into the plasticity and intratumoural and intertumoural heterogeneity of SCLC that might be associated with therapeutic resistance. In this Review, we provide a comprehensive overview of the latest advances in genomic and transcriptomic characterization of SCLC with a particular focus on opportunities for translation into new therapeutic approaches to improve patient outcomes.
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Affiliation(s)
- Triparna Sen
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Nobuyuki Takahashi
- Department of Medical Oncology, National Cancer Center Hospital East, Kashiwa, Japan
| | - Subhamoy Chakraborty
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Naoko Takebe
- Developmental Therapeutics Branch, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, USA
| | - Amin H Nassar
- Division of Oncology, Yale University School of Medicine, New Haven, CT, USA
| | - Nagla A Karim
- Inova Schar Cancer Institute Virginia, Fairfax, VA, USA
| | - Sonam Puri
- Division of Medical Oncology, Huntsman Cancer Institute, Salt Lake City, UT, USA
| | - Abdul Rafeh Naqash
- Medical Oncology/ TSET Phase 1 program, University of Oklahoma, Oklahoma City, OK, USA.
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3
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Davis WJH, Drummond CJ, Diermeier S, Reid G. The Potential Links between lncRNAs and Drug Tolerance in Lung Adenocarcinoma. Genes (Basel) 2024; 15:906. [PMID: 39062685 PMCID: PMC11276205 DOI: 10.3390/genes15070906] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 07/09/2024] [Accepted: 07/09/2024] [Indexed: 07/28/2024] Open
Abstract
Lung cancer patients treated with targeted therapies frequently respond well but invariably relapse due to the development of drug resistance. Drug resistance is in part mediated by a subset of cancer cells termed "drug-tolerant persisters" (DTPs), which enter a dormant, slow-cycling state that enables them to survive drug exposure. DTPs also exhibit stem cell-like characteristics, broad epigenetic reprogramming, altered metabolism, and a mutagenic phenotype mediated by adaptive mutability. While several studies have characterised the transcriptional changes that lead to the altered phenotypes exhibited in DTPs, these studies have focused predominantly on protein coding changes. As long non-coding RNAs (lncRNAs) are also implicated in the phenotypes altered in DTPs, it is likely that they play a role in the biology of drug tolerance. In this review, we outline how lncRNAs may contribute to the key characteristics of DTPs, their potential roles in tolerance to targeted therapies, and the emergence of genetic resistance in lung adenocarcinoma.
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Affiliation(s)
- William J. H. Davis
- Department of Pathology, Dunedin School of Medicine, University of Otago, P.O. Box 56, Dunedin 9054, New Zealand; (W.J.H.D.); (C.J.D.)
- Maurice Wilkins Centre for Molecular Biodiscovery, The University of Auckland, Private Bag, Auckland 1023, New Zealand
| | - Catherine J. Drummond
- Department of Pathology, Dunedin School of Medicine, University of Otago, P.O. Box 56, Dunedin 9054, New Zealand; (W.J.H.D.); (C.J.D.)
- Maurice Wilkins Centre for Molecular Biodiscovery, The University of Auckland, Private Bag, Auckland 1023, New Zealand
| | - Sarah Diermeier
- Department of Biochemistry, University of Otago, P.O. Box 56, Dunedin 9054, New Zealand;
- Amaroq Therapeutics, Auckland 1010, New Zealand
| | - Glen Reid
- Department of Pathology, Dunedin School of Medicine, University of Otago, P.O. Box 56, Dunedin 9054, New Zealand; (W.J.H.D.); (C.J.D.)
- Maurice Wilkins Centre for Molecular Biodiscovery, The University of Auckland, Private Bag, Auckland 1023, New Zealand
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Saggese P, Pandey A, Alcaraz M, Fung E, Hall A, Yanagawa J, Rodriguez EF, Grogan TR, Giurato G, Nassa G, Salvati A, Shirihai OS, Weisz A, Dubinett SM, Scafoglio C. Glucose Deprivation Promotes Pseudohypoxia and Dedifferentiation in Lung Adenocarcinoma. Cancer Res 2024; 84:305-327. [PMID: 37934116 PMCID: PMC10790128 DOI: 10.1158/0008-5472.can-23-1148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 09/12/2023] [Accepted: 11/03/2023] [Indexed: 11/08/2023]
Abstract
Increased utilization of glucose is a hallmark of cancer. Sodium-glucose transporter 2 (SGLT2) is a critical player in glucose uptake in early-stage and well-differentiated lung adenocarcinoma (LUAD). SGLT2 inhibitors, which are FDA approved for diabetes, heart failure, and kidney disease, have been shown to significantly delay LUAD development and prolong survival in murine models and in retrospective studies in diabetic patients, suggesting that they may be repurposed for lung cancer. Despite the antitumor effects of SGLT2 inhibition, tumors eventually escape treatment. Here, we studied the mechanisms of resistance to glucose metabolism-targeting treatments. Glucose restriction in LUAD and other tumors induced cancer cell dedifferentiation, leading to a more aggressive phenotype. Glucose deprivation caused a reduction in alpha-ketoglutarate (αKG), leading to attenuated activity of αKG-dependent histone demethylases and histone hypermethylation. The dedifferentiated phenotype depended on unbalanced EZH2 activity that suppressed prolyl-hydroxylase PHD3 and increased expression of hypoxia-inducible factor 1α (HIF1α), triggering epithelial-to-mesenchymal transition. Finally, a HIF1α-dependent transcriptional signature of genes upregulated by low glucose correlated with prognosis in human LUAD. Overall, this study furthers current knowledge of the relationship between glucose metabolism and cell differentiation in cancer, characterizing the epigenetic adaptation of cancer cells to glucose deprivation and identifying targets to prevent the development of resistance to therapies targeting glucose metabolism. SIGNIFICANCE Epigenetic adaptation allows cancer cells to overcome the tumor-suppressive effects of glucose restriction by inducing dedifferentiation and an aggressive phenotype, which could help design better metabolic treatments.
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Affiliation(s)
- Pasquale Saggese
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Aparamita Pandey
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Martín Alcaraz
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Eileen Fung
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
- Department of Surgery, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Abbie Hall
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Jane Yanagawa
- Department of Surgery, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Erika F. Rodriguez
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Tristan R. Grogan
- Division of General Internal Medicine and Health Services Research, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Giorgio Giurato
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana,’ University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health – CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
| | - Giovanni Nassa
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana,’ University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health – CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
| | - Annamaria Salvati
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana,’ University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health – CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
- Medical Genomics Program and Division of Onco-Hematology, AOU “S. Giovanni di Dio e Ruggi d'Aragona,” University of Salerno, Salerno, Italy
| | - Orian S. Shirihai
- Department of Medicine (Endocrinology), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Alessandro Weisz
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana,’ University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health – CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
- Medical Genomics Program and Division of Onco-Hematology, AOU “S. Giovanni di Dio e Ruggi d'Aragona,” University of Salerno, Salerno, Italy
| | - Steven M. Dubinett
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
- Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
| | - Claudio Scafoglio
- Department of Medicine (Pulmonary, Critical Care, and Sleep Medicine), David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California
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Peter RM, Chou PJ, Shannar A, Patel K, Pan Y, Dave PD, Xu J, Sarwar MS, Kong ANT. An Update on Potential Molecular Biomarkers of Dietary Phytochemicals Targeting Lung Cancer Interception and Prevention. Pharm Res 2023; 40:2699-2714. [PMID: 37726406 DOI: 10.1007/s11095-023-03595-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 08/23/2023] [Indexed: 09/21/2023]
Abstract
Since ancient times, dietary phytochemicals are known for their medicinal properties. They are broadly classified into polyphenols, terpenoids, alkaloids, phytosterols, and organosulfur compounds. Currently, there is considerable interest in their potential health effects against various diseases, including lung cancer. Lung cancer is the leading cause of cancer deaths with an average of five-year survival rate of lung cancer patients limited to just 14%. Identifying potential early molecular biomarkers of pre-malignant lung cancer cells may provide a strong basis to develop early cancer detection and interception methods. In this review, we will discuss molecular changes, including genetic alterations, inflammation, signal transduction pathways, redox imbalance, epigenetic and proteomic signatures associated with initiation and progression of lung carcinoma. We will also highlight molecular targets of phytochemicals during lung cancer development. These targets mainly consist of cellular signaling pathways, epigenetic regulators and metabolic reprogramming. With growing interest in natural products research, translation of these compounds into new cancer prevention approaches to medical care will be urgently needed. In this context, we will also discuss the overall pharmacokinetic challenges of phytochemicals in translating to humans. Lastly, we will discuss clinical trials of phytochemicals in lung cancer patients.
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Affiliation(s)
- Rebecca Mary Peter
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Pochung Jordan Chou
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Ahmad Shannar
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Komal Patel
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Yuxin Pan
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Parv Dushyant Dave
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Jiawei Xu
- Graduate Program in Pharmaceutical Science, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Md Shahid Sarwar
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA
| | - Ah-Ng Tony Kong
- Department of Pharmaceutics, Ernest Mario School of Pharmacy, Rutgers, The State University of New Jersey, Piscataway, NJ, 08854, USA.
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Derveaux E, Geubbelmans M, Criel M, Demedts I, Himpe U, Tournoy K, Vercauter P, Johansson E, Valkenborg D, Vanhove K, Mesotten L, Adriaensens P, Thomeer M. NMR-Metabolomics Reveals a Metabolic Shift after Surgical Resection of Non-Small Cell Lung Cancer. Cancers (Basel) 2023; 15:cancers15072127. [PMID: 37046788 PMCID: PMC10093525 DOI: 10.3390/cancers15072127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 03/22/2023] [Accepted: 03/28/2023] [Indexed: 04/05/2023] Open
Abstract
Background: Lung cancer can be detected by measuring the patient’s plasma metabolomic profile using nuclear magnetic resonance (NMR) spectroscopy. This NMR-based plasma metabolomic profile is patient-specific and represents a snapshot of the patient’s metabolite concentrations. The onset of non-small cell lung cancer (NSCLC) causes a change in the metabolite profile. However, the level of metabolic changes after complete NSCLC removal is currently unknown. Patients and methods: Fasted pre- and postoperative plasma samples of 74 patients diagnosed with resectable stage I-IIIA NSCLC were analyzed using 1H-NMR spectroscopy. NMR spectra (s = 222) representing two preoperative and one postoperative plasma metabolite profile at three months after surgical resection were obtained for all patients. In total, 228 predictors, i.e., 228 variables representing plasma metabolite concentrations, were extracted from each NMR spectrum. Two types of supervised multivariate discriminant analyses were used to train classifiers presenting a strong differentiation between the pre- and postoperative plasma metabolite profiles. The validation of these trained classification models was obtained by using an independent dataset. Results: A trained multivariate discriminant classification model shows a strong differentiation between the pre- and postoperative NSCLC profiles with a specificity of 96% (95% CI [86–100]) and a sensitivity of 92% (95% CI [81–98]). Validation of this model results in an excellent predictive accuracy of 90% (95% CI [77–97]) and an AUC value of 0.97 (95% CI [0.93–1]). The validation of a second trained model using an additional preoperative control sample dataset confirms the separation of the pre- and postoperative profiles with a predictive accuracy of 93% (95% CI [82–99]) and an AUC value of 0.97 (95% CI [0.93–1]). Metabolite analysis reveals significantly increased lactate, cysteine, asparagine and decreased acetate levels in the postoperative plasma metabolite profile. Conclusions: The results of this paper demonstrate that surgical removal of NSCLC generates a detectable metabolic shift in blood plasma. The observed metabolic shift indicates that the NSCLC metabolite profile is determined by the tumor’s presence rather than donor-specific features. Furthermore, the ability to detect the metabolic difference before and after surgical tumor resection strongly supports the prospect that NMR-generated metabolite profiles via blood samples advance towards early detection of NSCLC recurrence.
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Affiliation(s)
- Elien Derveaux
- Faculty of Medicine and Life Sciences, Hasselt University, Martelarenlaan 42, B-3500 Hasselt, Belgium
- Applied and Analytical Chemistry, Institute for Materials Research, Hasselt University, Agoralaan 1—Building D, B-3590 Diepenbeek, Belgium
| | - Melvin Geubbelmans
- Data Science Institute, Hasselt University, Agoralaan 1, B-3590 Diepenbeek, Belgium
- Interuniversity Institute for Biostatistics and Statistical Bioinformatics (I-BioStat), Agoralaan 1, B-3590 Diepenbeek, Belgium
| | - Maarten Criel
- Department of Respiratory Medicine, Ziekenhuis Oost-Limburg, Schiepse Bos 6, B-3600 Genk, Belgium
| | - Ingel Demedts
- Department of Respiratory Medicine, AZ Delta, Deltalaan 1, B-8800 Roeselare, Belgium
| | - Ulrike Himpe
- Department of Respiratory Medicine, AZ Delta, Deltalaan 1, B-8800 Roeselare, Belgium
| | - Kurt Tournoy
- Department of Respiratory Medicine, Onze-Lieve-Vrouw Ziekenhuis, Moorselbaan 164, B-9300 Aalst, Belgium
- Faculty of Medicine and Health Sciences, Ghent University, De Pintelaan 85, B-9000 Ghent, Belgium
| | - Piet Vercauter
- Department of Respiratory Medicine, Onze-Lieve-Vrouw Ziekenhuis, Moorselbaan 164, B-9300 Aalst, Belgium
| | - Erik Johansson
- Sartorius Stedim Data Analytics AB, Östra Strandgatan 24, 903 33 Umeå, Sweden
| | - Dirk Valkenborg
- Data Science Institute, Hasselt University, Agoralaan 1, B-3590 Diepenbeek, Belgium
- Interuniversity Institute for Biostatistics and Statistical Bioinformatics (I-BioStat), Agoralaan 1, B-3590 Diepenbeek, Belgium
| | - Karolien Vanhove
- Applied and Analytical Chemistry, Institute for Materials Research, Hasselt University, Agoralaan 1—Building D, B-3590 Diepenbeek, Belgium
- Department of Respiratory Medicine, AZ Vesalius, Hazelereik 51, B-3700 Tongeren, Belgium
| | - Liesbet Mesotten
- Faculty of Medicine and Life Sciences, Hasselt University, Martelarenlaan 42, B-3500 Hasselt, Belgium
- Department of Nuclear Medicine, Ziekenhuis Oost-Limburg, Schiepse Bos 6, B-3600 Genk, Belgium
| | - Peter Adriaensens
- Applied and Analytical Chemistry, Institute for Materials Research, Hasselt University, Agoralaan 1—Building D, B-3590 Diepenbeek, Belgium
| | - Michiel Thomeer
- Faculty of Medicine and Life Sciences, Hasselt University, Martelarenlaan 42, B-3500 Hasselt, Belgium
- Department of Respiratory Medicine, Ziekenhuis Oost-Limburg, Schiepse Bos 6, B-3600 Genk, Belgium
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7
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Saggese P, Pandey A, Fung E, Hall A, Yanagawa J, Rodriguez EF, Grogan TR, Giurato G, Nassa G, Salvati A, Weisz A, Dubinett SM, Scafoglio C. Glucose deprivation promotes pseudo-hypoxia and de-differentiation in lung adenocarcinoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.30.526207. [PMID: 36778362 PMCID: PMC9915520 DOI: 10.1101/2023.01.30.526207] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Increased utilization of glucose is a hallmark of cancer. Several studies are investigating the efficacy of glucose restriction by glucose transporter blockade or glycolysis inhibition. However, the adaptations of cancer cells to glucose restriction are unknown. Here, we report the discovery that glucose restriction in lung adenocarcinoma (LUAD) induces cancer cell de-differentiation, leading to a more aggressive phenotype. Glucose deprivation causes a reduction in alpha-ketoglutarate (αKG), leading to attenuated activity of αKG-dependent histone demethylases and histone hypermethylation. We further show that this de-differentiated phenotype depends on unbalanced EZH2 activity, causing inhibition of prolyl-hydroxylase PHD3 and increased expression of hypoxia inducible factor 1α (HIF1α), triggering epithelial to mesenchymal transition. Finally, we identified an HIF1α-dependent transcriptional signature with prognostic significance in human LUAD. Our studies further current knowledge of the relationship between glucose metabolism and cell differentiation in cancer, characterizing the epigenetic adaptation of cancer cells to glucose deprivation and identifying novel targets to prevent the development of resistance to therapies targeting glucose metabolism.
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Affiliation(s)
- Pasquale Saggese
- Division of Pulmonary Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Aparamita Pandey
- Division of Pulmonary Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Eileen Fung
- Division of Pulmonary Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Division of Thoracic Surgery, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Abbie Hall
- Division of Pulmonary Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Jane Yanagawa
- Division of Thoracic Surgery, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Erika F. Rodriguez
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Tristan R. Grogan
- Division of General Internal Medicine and Health Services Research, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Giorgio Giurato
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana’, University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health - CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
| | - Giovanni Nassa
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana’, University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health - CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
| | - Annamaria Salvati
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana’, University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health - CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
- Medical Genomics Program and Division of Onco-Hematology, AOU “S. Giovanni di Dio e Ruggi d’Aragona”, University of Salerno, Salerno, Italy
| | - Alessandro Weisz
- Laboratory of Molecular Medicine and Genomics, Department of Medicine, Surgery and Dentistry ‘Scuola Medica Salernitana’, University of Salerno, Baronissi (SA), Italy
- Genome Research Center for Health - CRGS, Campus of Medicine of the University of Salerno, Baronissi (SA), Italy
- Medical Genomics Program and Division of Onco-Hematology, AOU “S. Giovanni di Dio e Ruggi d’Aragona”, University of Salerno, Salerno, Italy
| | - Steven M. Dubinett
- Division of Pulmonary Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
- Department of Molecular and Medical Pharmacology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Claudio Scafoglio
- Division of Pulmonary Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
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Eymin B. Inspiratory hyperoxia: a new way to prevent metastasis through metabolism reprogramming in non-small cell lung cancer. Eur Respir J 2022; 60:60/6/2201357. [PMID: 36455962 DOI: 10.1183/13993003.01357-2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Accepted: 09/01/2022] [Indexed: 12/03/2022]
Affiliation(s)
- Beatrice Eymin
- Univ. Grenoble Alpes, INSERM 1209, CNRS 5309, Institute For Advanced Biosciences, Team RNA Splicing, Cell Signaling and Response to Therapies, Grenoble, France
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The sodium/myo-inositol co-transporter SLC5A3 promotes non-small cell lung cancer cell growth. Cell Death Dis 2022; 13:569. [PMID: 35760803 PMCID: PMC9237060 DOI: 10.1038/s41419-022-05017-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 06/07/2022] [Accepted: 06/09/2022] [Indexed: 01/21/2023]
Abstract
Identification of novel molecular signaling targets for non-small cell lung cancer (NSCLC) is important. The present study examined expression, functions and possible underlying mechanisms of the sodium/myo-inositol co-transporter SLC5A3 in NSCLC. The Cancer Genome Atlas (TCGA) database and local NSCLC tissue results demonstrated that SLC5A3 expression in NSCLC tissues (including patient-derived primary NSCLC cells) was significantly higher than that in normal lung tissues and lung epithelial cells. In primary NSCLC cells and immortalized lines, SLC5A3 depletion, using small hairpin RNA (shRNA) and CRSIRP/Cas9 methods, robustly impeded cell proliferation and migration, simultaneously provoking cell cycle arrest and apoptosis. Conversely, ectopic overexpression of SLC5A3 further enhanced proliferation and migration in primary NSCLC cells. The intracellular myo-inositol contents and Akt-mTOR activation were largely inhibited by SLC5A3 silencing or knockout (KO), but were augmented following SLC5A3 overexpression in primary NSCLC cells. Significantly, SLC5A3 KO-induced anti-NSCLC cell activity was largely ameliorated by exogenously adding myo-inositol or by a constitutively-active Akt construct. By employing the patient-derived xenograft (PDX) model, we found that the growth of subcutaneous NSCLC xenografts in nude mice was largely inhibited by intratumoral injection SLC5A3 shRNA adeno-associated virus (AAV). SLC5A3 silencing, myo-inositol depletion, Akt-mTOR inactivation and apoptosis induction were detected in SLC5A3 shRNA virus-injected NSCLC xenograft tissues. Together, elevated SLC5A3 promotes NSCLC cell growth possibly by maintaining myo-inositol contents and promoting Akt-mTOR activation.
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Vanhove K, Derveaux E, Mesotten L, Thomeer M, Criel M, Mariën H, Adriaensens P. Unraveling the Rewired Metabolism in Lung Cancer Using Quantitative NMR Metabolomics. Int J Mol Sci 2022; 23:ijms23105602. [PMID: 35628415 PMCID: PMC9146819 DOI: 10.3390/ijms23105602] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Revised: 05/14/2022] [Accepted: 05/15/2022] [Indexed: 11/16/2022] Open
Abstract
Lung cancer cells are well documented to rewire their metabolism and energy production networks to enable proliferation and survival in a nutrient-poor and hypoxic environment. Although metabolite profiling of blood plasma and tissue is still emerging in omics approaches, several techniques have shown potential in cancer diagnosis. In this paper, the authors describe the alterations in the metabolic phenotype of lung cancer patients. In addition, we focus on the metabolic cooperation between tumor cells and healthy tissue. Furthermore, the authors discuss how metabolomics could improve the management of lung cancer patients.
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Affiliation(s)
- Karolien Vanhove
- Applied and Analytical Chemistry, Institute for Materials Research, Hasselt University, Agoralaan 1-Building D, B-3590 Diepenbeek, Belgium;
- Department of Respiratory Medicine, AZ Vesalius, Hazelereik 51, B-3700 Tongeren, Belgium
- Correspondence:
| | - Elien Derveaux
- Faculty of Medicine and Life Sciences, Hasselt University, Martelarenlaan 42, B-3500 Hasselt, Belgium; (E.D.); (H.M.)
| | - Liesbet Mesotten
- Department of Nuclear Medicine, Ziekenhuis Oost-Limburg, Schiepse Bos 6, B-3600 Genk, Belgium;
| | - Michiel Thomeer
- Department of Respiratory Medicine, Ziekenhuis Oost-Limburg, Schiepse Bos 6, B-3600 Genk, Belgium; (M.T.); (M.C.)
| | - Maarten Criel
- Department of Respiratory Medicine, Ziekenhuis Oost-Limburg, Schiepse Bos 6, B-3600 Genk, Belgium; (M.T.); (M.C.)
| | - Hanne Mariën
- Faculty of Medicine and Life Sciences, Hasselt University, Martelarenlaan 42, B-3500 Hasselt, Belgium; (E.D.); (H.M.)
| | - Peter Adriaensens
- Applied and Analytical Chemistry, Institute for Materials Research, Hasselt University, Agoralaan 1-Building D, B-3590 Diepenbeek, Belgium;
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Feng Y, Sun X, Yang T, Han J, Zhou D, Ren H, Sheng Y, Wang Y. Comprehensive Analysis of Subtypes and Identification of Key lncRNAs Based on Glutamine Metabolism-Related Long Noncoding RNAs. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:2807354. [PMID: 35529265 PMCID: PMC9076293 DOI: 10.1155/2022/2807354] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/21/2022] [Accepted: 02/28/2022] [Indexed: 11/17/2022]
Abstract
Background Long noncoding RNAs (lncRNAs) are becoming a critical class of metabolic regulate molecule in cancer. Glutamine is a regulator that contributes to each of the core metabolic tasks in proliferating tumor cells. Thus, we aimed to evaluate the association of lncRNAs with glutamine metabolism in lung adenocarcinoma (LUAD). Methods Using single-sample gene set enrichment analysis (ssGSEA), LUAD specimens were assigned scores based on glutamine metabolism-related genes, and the shared common glutamine metabolism-related lncRNAs in three different LUAD data cohorts were identified. ConsensusClusterPlus was used to perform unsupervised clustering analysis in patients with LUAD. Key glutamine metabolism-related lncRNAs were identified by first-order partial correlation analysis. Results A total of 11 shared glutamine metabolism-associated lncRNAs were identified in three LUAD data cohorts, and LUAD patients were classified into three glutamine metabolism subtypes based on the expressions of the related genes. C1 exhibited shorter overall survival (OS), poor genomic instability, and inadequate infiltration of immune cell types in the tumor microenvironment (TME) and was representative of the immunodeficiency phenotype. C2 represented the immunosuppressive phenotype while C3 represented the immune activation phenotype, exhibiting the highest sensitivity to immunotherapy. Nine of the 11 lncRNAs were localized to the nucleus. Finally, three key lncRNAs, significantly enriched in multiple metabolic pathways, were screened and found to be remarkably related to the OS of LUAD. Conclusion We identified three glutamine metabolism subtypes of LUAD, which reflected different OS, genomic, and TME features, and identified three key glutamine metabolism-associated lncRNAs may contribute to further study of lncRNAs in cancer metabolism.
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Affiliation(s)
- Yuwei Feng
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, No. 16, Jiangsu Road, Shinan District, Qingdao, Shandong Province, China
| | - Xiaowei Sun
- Department of Medical Imaging, Qingdao Women and Children's Hospital, 6 Tongfu Road, Shibei District, Qingdao, Shandong, China
| | - Tiangu Yang
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, No. 16, Jiangsu Road, Shinan District, Qingdao, Shandong Province, China
| | - Jingqi Han
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, 369 Shanghai Road, Pingdu, Qingdao, Shandong, China
| | - Dapeng Zhou
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, 369 Shanghai Road, Pingdu, Qingdao, Shandong, China
| | - Haitao Ren
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, 369 Shanghai Road, Pingdu, Qingdao, Shandong, China
| | - Yulong Sheng
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, 369 Shanghai Road, Pingdu, Qingdao, Shandong, China
| | - Yanhua Wang
- Department of Interventional Medicine, Affiliated Hospital of Qingdao University, No. 16, Jiangsu Road, Shinan District, Qingdao, Shandong Province, China
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