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Record W2967407933 · doi:10.1194/jlr.m093955

High FA2H and UGT8 transcript levels predict hydroxylated hexosylceramide accumulation in lung adenocarcinoma

2019· article· en· W2967407933 on OpenAlexafffundabout
Anne‐Marie Lemay, Olivier Courtemanche, Timothy A. Couttas, Giuleta Jamsari, Andréanne Gagné, Yohan Bossé, Philippe Joubert, Anthony S. Don, David Marsolais

Bibliographic record

VenueJournal of Lipid Research · 2019
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicSphingolipid Metabolism and Signaling
Canadian institutionsUniversité LavalInstitut universitaire de cardiologie et de pneumologie de Québec
FundersNational Health and Medical Research CouncilFonds de Recherche du Québec - SantéFonds de recherche du QuébecMerck Sharp and DohmeCancer Research Society
KeywordsSphingolipidAdenocarcinomaBiologyCancerLung cancerSphingosine kinase 1Cancer researchApoptosisSphingosinePathologyInternal medicineSphingosine-1-phosphateMedicineBiochemistry

Abstract

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Lung cancer causes more deaths than any other cancer. Sphingolipids encompass metabolically interconnected species whose balance has pivotal effects on proliferation, migration, and apoptosis. In this study, we paralleled quantification of sphingolipid species with quantitative (q)PCR analyses of metabolic enzymes in order to identify dysregulated routes of sphingolipid metabolism in different subtypes of lung cancers. Lung samples were submitted to histopathological reexamination in order to confirm cancer type/subtype, which included adenocarcinoma histological subtypes and squamous cell and neuroendocrine carcinomas. Compared with benign lesions and tumor-free parenchyma, all cancers featured decreased sphingosine-1-phosphate and SMs. qPCR analyses evidenced differential mechanisms leading to these alterations between cancer types, with neuroendocrine carcinomas upregulating SGPL1, but CERT1 being downregulated in adenocarcinomas and squamous cell carcinomas. 2-Hydroxyhexosylceramides (2-hydroxyHexCers) were specifically increased in adenocarcinomas. While UDP-glycosyltransferase 8 (UGT8) transcript levels were increased in all cancer subtypes, fatty acid 2-hydroxylase (FA2H) levels were higher in adenocarcinomas than in squamous and neuroendocrine carcinomas. As a whole, we report differing mechanisms through which all forms of lung cancer achieve low SM and lysosphingolipids. Our results also demonstrate that FA2H upregulation is required for the accumulation of 2-hydroxyHexCers in lung cancers featuring high levels of UGT8. Lung cancer causes more deaths than any other cancer. Sphingolipids encompass metabolically interconnected species whose balance has pivotal effects on proliferation, migration, and apoptosis. In this study, we paralleled quantification of sphingolipid species with quantitative (q)PCR analyses of metabolic enzymes in order to identify dysregulated routes of sphingolipid metabolism in different subtypes of lung cancers. Lung samples were submitted to histopathological reexamination in order to confirm cancer type/subtype, which included adenocarcinoma histological subtypes and squamous cell and neuroendocrine carcinomas. Compared with benign lesions and tumor-free parenchyma, all cancers featured decreased sphingosine-1-phosphate and SMs. qPCR analyses evidenced differential mechanisms leading to these alterations between cancer types, with neuroendocrine carcinomas upregulating SGPL1, but CERT1 being downregulated in adenocarcinomas and squamous cell carcinomas. 2-Hydroxyhexosylceramides (2-hydroxyHexCers) were specifically increased in adenocarcinomas. While UDP-glycosyltransferase 8 (UGT8) transcript levels were increased in all cancer subtypes, fatty acid 2-hydroxylase (FA2H) levels were higher in adenocarcinomas than in squamous and neuroendocrine carcinomas. As a whole, we report differing mechanisms through which all forms of lung cancer achieve low SM and lysosphingolipids. Our results also demonstrate that FA2H upregulation is required for the accumulation of 2-hydroxyHexCers in lung cancers featuring high levels of UGT8. Lung cancer is the leading cause of cancer-related deaths worldwide, with an estimated 1.8 million deaths per year (1Torre L.A. Siegel R.L. Jemal A. Lung cancer statistics.In Lung Cancer and Personalized Medicine: Current Knowledge and Therapies. A. Ahmad and S. Gadgeel, editors. Springer International Publishing, Cham, Switzerland2016: 1-19Crossref Scopus (1326) Google Scholar). The overall prognosis of lung cancer patients is poor, with an 18% survival rate after 5 years (1Torre L.A. Siegel R.L. Jemal A. Lung cancer statistics.In Lung Cancer and Personalized Medicine: Current Knowledge and Therapies. A. Ahmad and S. Gadgeel, editors. Springer International Publishing, Cham, Switzerland2016: 1-19Crossref Scopus (1326) Google Scholar). Given the clinical advantage of cancer type-specific therapies, it is required to enhance our understanding of differential mechanisms underlying lung cancers. Sphingolipid alterations are increasingly associated with oncogenesis (2Don A.S. Lim X.Y. Couttas T.A. Re-configuration of sphingolipid metabolism by oncogenic transformation.Biomolecules. 2014; 4: 315-353Crossref PubMed Scopus (33) Google Scholar). Sphingolipids encompass a wide array of bioactive molecules centrally involved in the determination of cell fate (3Goetzl E.J. An S. Diversity of cellular receptors and functions for the lysophospholipid growth factors lysophosphatidic acid and sphingosine 1-phosphate.FASEB J. 1998; 12: 1589-1598Crossref PubMed Scopus (490) Google Scholar). The balance between the various members of this family has a decisive impact on proliferation (4Zhang H. Desai N.N. Olivera A. Seki T. Brooker G. Spiegel S. Sphingosine-1-phosphate, a novel lipid, involved in cellular proliferation.J. Cell Biol. 1991; 114: 155-167Crossref PubMed Scopus (564) Google Scholar), migration (5Sadahira Y. Ruan F. Hakomori S. Igarashi Y. Sphingosine 1-phosphate, a specific endogenous signaling molecule controlling cell motility and tumor cell invasiveness.Proc. Natl. Acad. Sci. USA. 1992; 89: 9686-9690Crossref PubMed Scopus (237) Google Scholar), cell death (6Cuvillier O. Pirianov G. Kleuser B. Vanek P.G. Coso O.A. Gutkind S. Spiegel S. Suppression of ceramide-mediated programmed cell death by sphingosine-1-phosphate.Nature. 1996; 381: 800-803Crossref PubMed Scopus (1348) Google Scholar), and angiogenesis (7Kimura T. Watanabe T. Sato K. Kon J. Tomura H. Tamama K. Kuwabara A. Kanda T. Kobayashi I. Ohta H. et al.Sphingosine 1-phosphate stimulates proliferation and migration of human endothelial cells possibly through the lipid receptors, Edg-1 and Edg-3.Biochem. J. 2000; 348: 71-76Crossref PubMed Scopus (0) Google Scholar). Several sphingolipid metabolites/enzymes, including ceramides (8Karahatay S. Thomas K. Koybasi S. Senkal C.E. ElOjeimy S. Liu X. Bielawski J. Day T.A. Gillespie M.B. Sinha D. et al.Clinical relevance of ceramide metabolism in the pathogenesis of human head and neck squamous cell carcinoma (HNSCC): attenuation of C18-ceramide in HNSCC tumors correlates with lymphovascular invasion and nodal metastasis.Cancer Lett. 2007; 256: 101-111Crossref PubMed Scopus (122) Google Scholar), glycosphingolipids (9Yoda Y. Gasa S. Makita A. Fujioka Y. Kikuchi Y. Hashimoto M. Glycolipids in human lung carcinoma of histologically different types.J. Natl. Cancer Inst. 1979; 63: 1153-1160PubMed Google Scholar), SMs (10Merchant T.E. Meneses P. Gierke L.W. Den Otter W. Glonek T. 31P magnetic resonance phospholipid profiles of neoplastic human breast tissues.Br. J. Cancer. 1991; 63: 693-698Crossref PubMed Scopus (65) Google Scholar), and sphingosine kinases (11Ruckhäberle E. Rody A. Engels K. Gaetje R. von Minckwitz G. Schiffmann S. Grösch S. Geisslinger G. Holtrich U. Karn T. et al.Microarray analysis of altered sphingolipid metabolism reveals prognostic significance of sphingosine kinase 1 in breast cancer.Breast Cancer Res. Treat. 2008; 112: 41-52Crossref PubMed Scopus (256) Google Scholar), are dysregulated in malignant neoplastic lesions. The study of isolated actors has provided useful yet limited cues on the involvement of sphingolipids in oncogenesis. In fact, these bioactive lipids are part of a complex and dynamic metabolic pathway containing enzymatically interconnected metabolites with pleiotropic and sometimes opposite effects on cell biology (12Truman J-P. García-Barros M. Obeid L.M. Hannun Y.A. Evolving concepts in cancer therapy through targeting sphingolipid metabolism.Biochim. Biophys. Acta. 2014; 1841: 1174-1188Crossref PubMed Scopus (92) Google Scholar). Single target/single analyte-based approaches have led to a significant, yet partial, success for this class of agents in clinical trials (13Adan-Gokbulut A. Kartal-Yandim M. Iskender G. Baran Y. Novel agents targeting bioactive sphingolipids for the treatment of cancer.Curr. Med. Chem. 2013; 20: 108-122Crossref PubMed Google Scholar, 14Dickson M.A. Carvajal R.D. Merrill A.H. Gonen M. Cane L.M. Schwartz G.K. A phase I clinical trial of safingol in combination with cisplatin in advanced solid tumors.Clin. Cancer Res. 2011; 17: 2484-2492Crossref PubMed Scopus (113) Google Scholar, 15Pal S.K. Drabkin H.A. Reeves J.A. Hainsworth J.D. Hazel S.E. Paggiarino D.A. Wojcjak J. Woodnutt G. Bhatt R.S. A phase 2 study of the sphingosine-1-phosphate antibody sonepcizumab in patients with metastatic renal cell carcinoma.Cancer. 2017; 123: 576-582Crossref PubMed Scopus (28) Google Scholar). Considering the dynamic metabolic links between these bioactive lipids, a more global pathway analysis should enhance our understanding of their involvement in different types of cancer and potentially lead to the identification of new targets, or combinations of targets, to interfere with lesion-specific mechanisms of oncogenesis. Histological types of lung cancer are associated with specific biological processes (16Li L. Wei Y. To C. Zhu C.Q. Tong J. Pham N.A. Taylor P. Ignatchenko V. Ignatchenko A. Zhang W. et al.Integrated omic analysis of lung cancer reveals metabolism proteome signatures with prognostic impact.Nat. Commun. 2014; 5: 5469Crossref PubMed Scopus (73) Google Scholar), which could be specifically targeted if better understood. In the last decade, the development of several targeted lung cancer therapies based on histological characteristics increased progression-free survival (17Chan B.A. Hughes B.G.M. Targeted therapy for non-small cell lung cancer: current standards and the promise of the future.Transl. Lung Cancer Res. 2015; 4: 36-54PubMed Google Scholar), but the need for identifying alterations with therapeutic potential for specific histological types of lung cancers remains. In this study, we compared sphingolipid species and the transcript levels of selected sphingolipid-metabolizing enzymes across adenocarcinoma and squamous and neuroendocrine lung cancers classified using the latest recommendations of the World Health Organization (18Travis W.D. Brambilla E. Nicholson A.G. Yatabe Y. Austin J.H. Beasley M.B. Chirieac L.R. Dacic S. Duhig E. Flieder D.B. et al.The 2015 World Health Organization classification of lung tumors: impact of genetic, clinical and radiologic advances since the 2004 classification.J. Thorac. Oncol. 2015; 10: 1243-1260Abstract Full Text Full Text PDF PubMed Scopus (2592) Google Scholar). We found SMs, sphingosine, sphinganine, and sphingosine-1-phosphate (S1P) to be decreased in all of the investigated types of lung cancer, while hexosylceramides (HexCers) and 2-hydroxyhexosylceramides (2-hydroxyHexCers) were specifically increased in adenocarcinomas. The patients included in this study were diagnosed with low stage lung cancers and underwent surgical resection between the years 2000 and 2016 at the Institut Universitaire de Cardiologie et de Pneumologie de Québec (IUCPQ). The patients signed a consent form allowing the utilization of their tissues for research purposes. Samples were collected and using that Y. M. C. P. V. M. M. et of in human lung Res. PubMed Scopus Google Scholar). Samples were at the of the Health of the de of tumor and to were required for included of that sphingolipid levels (12Truman J-P. García-Barros M. Obeid L.M. Hannun Y.A. Evolving concepts in cancer therapy through targeting sphingolipid metabolism.Biochim. Biophys. Acta. 2014; 1841: 1174-1188Crossref PubMed Scopus (92) Google and sphingolipid or this we samples patients whose histological types were by a to the 2015 World Health Organization (18Travis W.D. Brambilla E. Nicholson A.G. Yatabe Y. Austin J.H. Beasley M.B. Chirieac L.R. Dacic S. Duhig E. Flieder D.B. et al.The 2015 World Health Organization classification of lung tumors: impact of genetic, clinical and radiologic advances since the 2004 classification.J. Thorac. Oncol. 2015; 10: 1243-1260Abstract Full Text Full Text PDF PubMed Scopus (2592) Google were classified and solid or or adenocarcinoma patients were also In and patients for benign lung were were to the recommendations A. J. R. M. L.M. et for the and of lung J. Med. 2017; PubMed Scopus Google Scholar). The study by the and by the of of high low different neuroendocrine patients different neuroendocrine patients per different neuroendocrine patients different neuroendocrine patients different adenocarcinoma low and neuroendocrine patients different adenocarcinoma low and neuroendocrine patients different neuroendocrine patients different neuroendocrine patients different neuroendocrine patients different neuroendocrine patients stage of the lung for different neuroendocrine patients different adenocarcinoma low and neuroendocrine patients in a new of the lung for samples L. D. D. B. A.S. and analysis of sphingolipids in J. 2011; PubMed Scopus Google Scholar). of lung in using of the for quantification and of to the of the for a of A of standards in to at the of the standards included sphingosine and SM and were were on a and using a A.S. quantification of metabolites in selected Chem. PubMed Scopus Google Scholar). were the species for The for SM the for all other sphingolipids containing a sphingosine and the for using and using a of samples were analysis to levels the of of lung samples with an and with an to quantitative (q)PCR were for using in a and to the of for across ceramide in a new ceramide and are using and a were using or were using with the could be to a analysis with the The of for for which analyses were using The with the after a on the analyses were using the and for characteristics of patients were different between cancer types, with the of and of patients with neuroendocrine a higher of the lung for in this As A. W.D. of classification of lung prognostic and for of based on analysis of stage I 2011; PubMed Scopus Google Scholar), adenocarcinomas and squamous cell carcinoma featured the high and overall clinical lesions featured lesions A. M. tumors of the 4: PubMed Scopus Google Scholar). The adenocarcinoma featured all adenocarcinoma types with a of the and As patients with while the of to between the cancer and featured 1 and 2 our to of patients whose clinical were with A. W.D. of classification of lung prognostic and for of based on analysis of stage I 2011; PubMed Scopus Google Scholar, A. M. tumors of the 4: PubMed Scopus Google Scholar, J.A. A. H. factors for survival of stage I cell lung cancer 2007; PubMed Scopus Google Scholar). Given the between a of cell and phospholipid in lung The of the of cell PubMed Scopus Google Scholar), lipids were to the in order to between samples with differing levels of lipid class were compared between were between lipid class of in with the of that with higher than between In with sphingolipid levels in lung E. M. T. S. S. R. J. de R. J. J. et cell lung cancer is by in phospholipid J. Cancer. 2015; PubMed Scopus Google Scholar), we found that the species SM were by ceramides 1 and 1 In our lung tumor survival with the of sphingolipid We found of sphingolipid between benign lung samples and cancer patients 1 The of ceramides between tumor and tumor-free tissues for squamous cell ceramides were decreased to their In tumor levels of sphingosine and SMs compared with tumor-free of the cancer Sphingolipid that cancer types were also to tumor-free 2-hydroxyHexCers were increased in adenocarcinoma tumors and this in and adenocarcinomas with and of patients more 2-hydroxyHexCers in their tumor than in in any of the other cancer types lesions the levels of sphingosine, and and with levels different the other cancer sphingolipid levels are in tumors compared with and specific alterations were in adenocarcinomas and squamous cell and neuroendocrine lung cancers. to of adenocarcinomas in patients have and lung cancers in this have clinical and biological R. Zhang W. R. P. C.E. et adenocarcinoma of and differential of and different levels of PubMed Scopus Google that different our results that have a impact on lipid levels in lung and benign patients levels of all lipid The lipid alterations in tumor tissues of adenocarcinoma patients were also in tumor tissues adenocarcinoma patients including the in have an impact at the sphingolipid in adenocarcinoma Sphingolipids to a family of lipids by specific enzymes (12Truman J-P. García-Barros M. Obeid L.M. Hannun Y.A. Evolving concepts in cancer therapy through targeting sphingolipid metabolism.Biochim. Biophys. Acta. 2014; 1841: 1174-1188Crossref PubMed Scopus (92) Google Scholar). We of sphingolipid-metabolizing enzymes and to the lipid levels of for the were different between benign and adenocarcinoma UDP-glycosyltransferase 8 which the increased in all cancer types to acid 2-hydroxylase (FA2H) higher in types of adenocarcinomas compared with the other cancer types Compared with benign lesions and the of the investigated featured decreased transcript including ceramide 1 which decreased in squamous cell carcinoma and adenocarcinomas We also with decreased specifically in the cancer types, squamous carcinomas and including SM sphingosine kinase 2 and SM carcinomas featured the with in 1 and and a in to be between transcript levels and the of sphingolipids in the several cancer types, of sphingolipid-metabolizing transcript levels were between cancer Cancer to benign were to study the between and the metabolites carcinomas featured the in sphinganine, sphingosine, and all of which could be by a in SGPL1, the for of sphingolipids cancer types were by a in SMs, which could be by a in for CERT1 to the of ceramide to the for SM K. K. S. Y. M. M. M. for of PubMed Scopus Google Scholar), and a in in squamous and adenocarcinomas carcinomas featured decreased SMs and increased of the that SMs that could to SM adenocarcinomas were the cancer types that FA2H the that of A. Bielawski J. H. The human FA2H a fatty acid Biol. Chem. Full Text Full Text PDF PubMed Scopus Google Scholar), which are of In this study, we found to between and the levels of across all cancer types or for adenocarcinomas specifically high levels of in the Given that FA2H and in order to we also the between FA2H and levels analyses that the of is at by the combination of cancer types and the transcript levels of FA2H and UGT8. specifically FA2H on levels in cancer subtypes, we that FA2H a impact in neuroendocrine and squamous cell carcinoma the FA2H transcript by for and 18% of in and adenocarcinomas. 2-hydroxyHexCers were on higher in adenocarcinomas with FA2H transcript levels the that FA2H the accumulation of 2-hydroxyHexCers in cancer tissues of between FA2H and levels in neuroendocrine which to their low overall of sphingolipids more Sphingolipids are in a pathway of species to processes that are for oncogenesis (2Don A.S. Lim X.Y. Couttas T.A. Re-configuration of sphingolipid metabolism by oncogenic transformation.Biomolecules. 2014; 4: 315-353Crossref PubMed Scopus (33) Google Scholar). with lung cancer have a low and a better understanding of could lead to treatment or (1Torre L.A. Siegel R.L. Jemal A. Lung cancer statistics.In Lung Cancer and Personalized Medicine: Current Knowledge and Therapies. A. Ahmad and S. Gadgeel, editors. Springer International Publishing, Cham, Switzerland2016: 1-19Crossref Scopus (1326) Google Scholar). In the current study, we alterations of metabolites that are to several types of lung including a in SMs, sphingosine, and could have clinical low CERT1 and SM levels were to to the of breast cancer J. M. F. A. A. J. S. S. et of the ceramide signaling in breast Res. PubMed Scopus (28) Google Scholar). In we the specific of and in lung adenocarcinomas. metabolic is of in breast cancer, increased and are associated with tumor and lung P. T. E. A. M. M. K. R. M. (UGT8) is a of breast cancer and lung J. Cancer. PubMed Scopus Google and low levels in breast cancer cells lead to decreased proliferation and potential and increased J. B. M. A. P. M. and metastatic of breast cancer cells an 2013; PubMed Scopus Google Scholar). or or featured a in and which in the other investigated cancer The FA2H the required for the of the for to P. The in and cells and for PubMed Scopus Google Scholar). adenocarcinoma tumors high FA2H and this that FA2H and could increased levels in adenocarcinomas. Our results that a combination of FA2H and the of the for the accumulation of these metabolites specifically in which should be by of and which were also with cancer X. X. R. P. Y. L. G. J. C. of breast cancer by Med. PubMed Scopus Google Scholar, J. L. metastatic through to on tumor 2007; 17: PubMed Scopus Google and V. K. Y. J. H. in the of cancer through and Cancer. PubMed Scopus Google Scholar). with the that complex metabolic than molecule should be for mechanisms of low FA2H associated with tumor growth and survival in tumors Y. X. L. S. X. D. T. Zhang W. N.A. Zhu X. et acid tumor growth and to cisplatin in Full Text Full Text PDF PubMed Scopus Google Scholar), but is in tumors in M. de E. V. M. A. F. C. L. D. et of cancers with J. Cancer. Full Text Full Text PDF PubMed Scopus Google Scholar, G. L. H. C. R. T. et of global of and cancers a in 2013; PubMed Scopus Google Scholar), that the of FA2H in tumor is part of a different metabolic Our results in to FA2H could be a to accumulation and the associated oncogenic Our that SMs are decreased in lung cancer are with a study phospholipid on lung cancer types E. M. T. S. S. R. J. de R. J. J. et cell lung cancer is by in phospholipid J. Cancer. 2015; PubMed Scopus Google Scholar). SMs and their enzymes are involved in P. T. J. to ceramide the phase of results phospholipid and Cell Biol. 2000; PubMed Scopus Google Scholar), and the of of a in clinical trials W. M. E. Y. M. K. V. M. O. causes cancer cell by and PubMed Scopus Google Scholar), acid an of SM which in cell and G. de M.A. A. F. A. Kleuser B. and in the malignant of cells and in acid Natl. Acad. Sci. USA. 2011; PubMed Scopus Google Scholar). the low sphingolipid levels in lung cancers could be a potentially therapeutic that our results that the of cancer could the of sphingolipid to be the decreased SM accumulation to to a in ceramide and SM in the which could the of compared with adenocarcinomas CERT1 is and SM are at the our results a for CERT1 in the of SM levels in squamous cell carcinoma and adenocarcinomas. carcinomas featured the of which to the of this of tumors A. M. tumors of the 4: PubMed Scopus Google Scholar). 1 which are the of our of cells with low proliferation and A. M. tumors of the 4: PubMed Scopus Google Scholar), and this could have an impact on sphingolipid and carcinomas the of sphinganine, sphingosine, and compared with the other lung cancer histological In fact, the global to be of in this of cancer the overall of sphingolipid SGPL1, the for of more in neuroendocrine Our of low levels in this cancer increased is also with the that this cancer a of sphingolipids of histopathological but levels were to be decreased in Y. N.A. K. M. T.E. sphingolipid metabolism in patients with metastatic 2013; PubMed Scopus Google Scholar), in B. T. H. M. Sato M. D. J. Watanabe T. Y. sphingosine 1-phosphate be and to with increased and in Cancer. 17: Full Text Full Text PDF PubMed Scopus Google Scholar), and increased in breast M. J. K. M. K. K. T. levels of sphingolipids in human breast Res. Full Text Full Text PDF PubMed Scopus Google compared with types of it to lipids to Y. N.A. K. M. T.E. sphingolipid metabolism in patients with metastatic 2013; PubMed Scopus Google Scholar, B. T. H. M. Sato M. D. J. Watanabe T. Y. sphingosine 1-phosphate be and to with increased and in Cancer. 17: Full Text Full Text PDF PubMed Scopus Google Scholar, M. J. K. M. K. K. T. levels of sphingolipids in human breast Res. Full Text Full Text PDF PubMed Scopus Google Scholar). we that in lung the of per of is increased in tumors by the of using a for cell to the sphingolipid alterations on a to our study, et E. M. T. S. S. R. J. de R. J. J. et cell lung cancer is by in phospholipid J. Cancer. 2015; PubMed Scopus Google a in SM in tumor by a of or that in tissues by in In to the of could the of lung As to sphingolipid levels in the R. M. L. P. et analysis in J. Med. 2014; PubMed Scopus Google Scholar). have an impact on sphingolipid levels in our lung which to the low of the patients included in the current study or to the that R. M. L. P. et analysis in J. Med. 2014; PubMed Scopus Google and are different in their levels were to be increased in adenocarcinoma and squamous lung cancers L. H. J. W. L. J. M. Sphingosine to through of pathway in human non-small cell lung Cancer Res. 2011; 17: PubMed Scopus Google Scholar), we at the in our qPCR The that is by the et L. H. J. W. L. J. M. Sphingosine to through of pathway in human non-small cell lung Cancer Res. 2011; 17: PubMed Scopus Google study that lung cancer higher but the patients in their lung cancers of higher and clinical levels were associated with in different tissues M. S. A. R. S. H. Spiegel S. et by sphingosine kinase 1 breast cancer by angiogenesis and Res. PubMed Scopus Google Scholar, J. B. Zhang Y. S. of carcinoma through of the signaling Med. Google and our of in tissues featuring low levels of is with this We that lung cancers and sphingolipid While sphingolipids and SMs are could be for we a upregulation of in all adenocarcinomas featured high levels of which is by of FA2H in this cancer carcinoma featured the in several including which associated with the upregulation of compared with all the other cancer As a whole, our study associated with sphingolipid

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How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.544
Threshold uncertainty score0.432

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.049
GPT teacher head0.347
Teacher spread0.298 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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