Plasma metabolomics of oral squamous cell carcinomas based on NMR and MS approaches provides biomarker identification and survival prediction
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Citações na Scopus
2
Tipo de produção
article
Data de publicação
2023
Título da Revista
ISSN da Revista
Título do Volume
Editora
NATURE PORTFOLIO
Autores
POLACHINI, Giovana Mussi
CASTRO, Tialfi Bergamin de
SMARRA, Luis Fabiano Soares
HENRIQUE, Tiago
PAULA, Carlos Henrique Diniz de
SEVERINO, Patricia
CARVALHO, Andre Lopes
ZERI, Ana Carolina de Mattos
SILVA, Ismael Dale Cotrim Guerreiro
Citação
SCIENTIFIC REPORTS, v.13, n.1, article ID 8588, 21p, 2023
Resumo
Metabolomics has proven to be an important omics approach to understand the molecular pathways underlying the tumour phenotype and to identify new clinically useful markers. The literature on cancer has illustrated the potential of this approach as a diagnostic and prognostic tool. The present study aimed to analyse the plasma metabolic profile of patients with oral squamous cell carcinoma (OSCC) and controls and to compare patients with metastatic and primary tumours at different stages and subsites using nuclear magnetic resonance and mass spectrometry. To our knowledge, this is the only report that compared patients at different stages and subsites and replicates collected in diverse institutions at different times using these methodologies. Our results showed a plasma metabolic OSCC profile suggestive of abnormal ketogenesis, lipogenesis and energy metabolism, which is already present in early phases but is more evident in advanced stages of the disease. Reduced levels of several metabolites were also associated with an unfavorable prognosis. The observed metabolomic alterations may contribute to inflammation, immune response inhibition and tumour growth, and may be explained by four nonexclusive views-differential synthesis, uptake, release, and degradation of metabolites. The interpretation that assimilates these views is the cross talk between neoplastic and normal cells in the tumour microenvironment or in more distant anatomical sites, connected by biofluids, signalling molecules and vesicles. Additional population samples to evaluate the details of these molecular processes may lead to the discovery of new biomarkers and novel strategies for OSCC prevention and treatment.
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Referências
- Aliu E, 2018, ANN TRANSL MED, V6, DOI 10.21037/atm.2018.12.12
- Anderson JC, 2021, OBES SCI PRACT, V7, P646, DOI 10.1002/osp4.516
- Anderson NM, 2018, PROTEIN CELL, V9, P216, DOI 10.1007/s13238-017-0451-1
- Bag S, 2015, BIOCHEM BIOPH RES CO, V459, P574, DOI 10.1016/j.bbrc.2015.02.149
- Barrilero R, 2017, J PROTEOME RES, V16, P1847, DOI 10.1021/acs.jproteome.6b00814
- Beckham TH, 2010, EXPERT OPIN THER TAR, V14, P529, DOI 10.1517/14728221003752768
- Bian YJ, 2020, NATURE, V585, P277, DOI 10.1038/s41586-020-2682-1
- Boguszewicz L, 2019, METABOLOMICS, V15, DOI 10.1007/s11306-019-1576-4
- Boguszewicz L, 2021, INT J MOL SCI, V22, DOI 10.3390/ijms22126310
- Bonomi M, 2014, ADV EXP MED BIOL, V816, P107, DOI 10.1007/978-3-0348-0837-8_5
- Bonuccelli G, 2010, CELL CYCLE, V9, P3506, DOI 10.4161/cc.9.17.12731
- Bota AB, 2021, ALCOHOL CLIN EXP RES, V45, P666, DOI 10.1111/acer.14568
- Buck MD, 2017, CELL, V169, P570, DOI 10.1016/j.cell.2017.04.004
- Calvani R, 2020, NUTRIENTS, V12, DOI 10.3390/nu12010199
- Cartwright MM, 2012, CRIT CARE CLIN, V28, P601, DOI 10.1016/j.ccc.2012.07.001
- Cernei N, 2013, INT J MOL SCI, V14, P13893, DOI 10.3390/ijms140713893
- Chen YP, 2019, ANN ONCOL, V30, P68, DOI 10.1093/annonc/mdy470
- Chung CH, 2004, CANCER CELL, V5, P489, DOI 10.1016/S1535-6108(04)00112-6
- da Silva IDCG, 2020, SCI REP-UK, V10, DOI 10.1038/s41598-020-75862-4
- Czystowska-Kuzmicz M, 2019, NAT COMMUN, V10, DOI 10.1038/s41467-019-10979-3
- Dauvilliers Y, 2022, NEUROLOGY, V98, pE493, DOI 10.1212/WNL.0000000000013128
- de Toro-Martín J, 2018, J CLIN LIPIDOL, V12, P311, DOI 10.1016/j.jacl.2017.10.020
- DeLong CJ, 1999, J BIOL CHEM, V274, P29683, DOI 10.1074/jbc.274.42.29683
- Dorgan JF, 2020, CANCER CAUSE CONTROL, V31, P113, DOI 10.1007/s10552-019-01256-1
- Duskova K, 2018, IN VIVO, V32, P425, DOI 10.21873/invivo.11257
- El-Sayed S, 2002, HEAD NECK-J SCI SPEC, V24, P766, DOI 10.1002/hed.10125
- Elstrom RL, 2004, CANCER RES, V64, P3892, DOI 10.1158/0008-5472.CAN-03-2904
- Emwas AH, 2019, METABOLITES, V9, DOI 10.3390/metabo9070123
- Erlic Z, 2019, EUR J ENDOCRINOL, V181, P647, DOI 10.1530/EJE-19-0589
- Felder TK, 2017, J SCI MED SPORT, V20, P700, DOI 10.1016/j.jsams.2016.11.011
- Ferlay J, 2021, INT J CANCER, V149, P778, DOI 10.1002/ijc.33588
- Friedman R, 2018, J MEMBRANE BIOL, V251, P609, DOI 10.1007/s00232-018-0050-y
- Fukao T, 2014, J INHERIT METAB DIS, V37, P541, DOI 10.1007/s10545-014-9704-9
- Furuya H, 2011, CANCER METAST REV, V30, P567, DOI 10.1007/s10555-011-9304-1
- Geiger R, 2016, CELL, V167, P829, DOI 10.1016/j.cell.2016.09.031
- Goetzman Eric S, 2017, Curr Genet Med Rep, V5, P132, DOI 10.1007/s40142-017-0125-6
- Gupta A, 2015, CLIN CHIM ACTA, V441, P47, DOI 10.1016/j.cca.2014.12.003
- Hanahan D, 2022, CANCER DISCOV, V12, P31, DOI 10.1158/2159-8290.CD-21-1059
- Hannun YA, 2018, NAT REV MOL CELL BIO, V19, P175, DOI 10.1038/nrm.2017.107
- Haukaas TH, 2017, METABOLITES, V7, DOI 10.3390/metabo7020018
- Hoover RN, 2015, JNCI-J NATL CANCER I, V107, DOI 10.1093/jnci/dju398
- Hou CX, 2022, ANN SURG ONCOL, V29, P7386, DOI 10.1245/s10434-022-12098-8
- Hoy AJ, 2021, NAT REV CANCER, V21, P753, DOI 10.1038/s41568-021-00388-4
- Isaac R, 2021, CELL METAB, V33, P1744, DOI 10.1016/j.cmet.2021.08.006
- Kaiser P, 2020, BIOMOLECULES, V10, DOI 10.3390/biom10040568
- Kamarajan P, 2017, J PROTEOME RES, V16, P1315, DOI 10.1021/acs.jproteome.6b00936
- Kanikarla-Marie P, 2015, CELL PHYSIOL BIOCHEM, V35, P364, DOI 10.1159/000369702
- Karahatay S, 2007, CANCER LETT, V256, P101, DOI 10.1016/j.canlet.2007.06.003
- Keshet R, 2018, NAT REV CANCER, V18, P634, DOI 10.1038/s41568-018-0054-z
- Kim MJ, 2015, INT J CLIN EXP PATHO, V8, P7967
- Knific T, 2018, J STEROID BIOCHEM, V178, P312, DOI 10.1016/j.jsbmb.2018.01.012
- Kompare M, 2008, SEMIN PEDIATR NEUROL, V15, P140, DOI 10.1016/j.spen.2008.05.008
- Kruiswijk F, 2015, NAT REV MOL CELL BIO, V16, P393, DOI 10.1038/nrm4007
- Kumar D, 2016, PROSTATE, V76, P1106, DOI 10.1002/pros.23198
- Langenau J, 2019, NUTRIENTS, V11, DOI 10.3390/nu11102331
- Leemans CR, 2018, NAT REV CANCER, V18, P269, DOI 10.1038/nrc.2018.11
- Leemans CR, 2011, NAT REV CANCER, V11, P9, DOI 10.1038/nrc2982
- León X, 2021, ORAL ONCOL, V115, DOI 10.1016/j.oraloncology.2021.105184
- Li C, 2022, FRONT IMMUNOL, V13, DOI 10.3389/fimmu.2022.955614
- Lionaki E, 2022, CELLS-BASEL, V11, DOI 10.3390/cells11020214
- Liu YC, 2008, PLOS ONE, V3, DOI 10.1371/journal.pone.0002722
- Lohavanichbutr P, 2018, PLOS ONE, V13, DOI 10.1371/journal.pone.0204249
- Long B, 2021, J EMERG MED, V61, P658, DOI 10.1016/j.jemermed.2021.09.007
- Longo N, 2016, BBA-MOL CELL RES, V1863, P2422, DOI 10.1016/j.bbamcr.2016.01.023
- Ma EH, 2017, CELL METAB, V25, P345, DOI 10.1016/j.cmet.2016.12.011
- Mahajan VR, 2021, FRONT PSYCHIATRY, V12, DOI 10.3389/fpsyt.2021.781668
- Markin PA, 2020, LAB MED, V51, P566, DOI 10.1093/labmed/lmaa008
- Marquês JT, 2018, PROG LIPID RES, V71, P18, DOI 10.1016/j.plipres.2018.05.001
- Meiser J, 2018, NAT COMMUN, V9, DOI 10.1038/s41467-018-03777-w
- Mikalayeva V, 2021, BIOCHEM BIOPH RES CO, V585, P61, DOI 10.1016/j.bbrc.2021.11.034
- Munir R, 2019, BRIT J CANCER, V120, P1090, DOI 10.1038/s41416-019-0451-4
- Najumudeen AK, 2021, NAT GENET, V53, DOI 10.1038/s41588-020-00753-3
- Newman JC, 2017, ANNU REV NUTR, V37, P51, DOI 10.1146/annurev-nutr-071816-064916
- Ogretmen B, 2018, NAT REV CANCER, V18, P33, DOI 10.1038/nrc.2017.96
- Papalazarou V, 2021, MOL CELL, V81, P3731, DOI 10.1016/j.molcel.2021.08.026
- Pavlova NN, 2022, CELL METAB, V34, P355, DOI 10.1016/j.cmet.2022.01.007
- Pavlova NN, 2016, CELL METAB, V23, P27, DOI 10.1016/j.cmet.2015.12.006
- Piirtola M, 2018, PLOS ONE, V13, DOI 10.1371/journal.pone.0200140
- Podbielska M, 2016, J LIPID RES, V57, P2028, DOI 10.1194/jlr.M070664
- Poeta ML, 2007, NEW ENGL J MED, V357, P2552, DOI 10.1056/NEJMoa073770
- Poff AM, 2014, INT J CANCER, V135, P1711, DOI 10.1002/ijc.28809
- Polesel J, 2017, ORAL ONCOL, V67, P175, DOI 10.1016/j.oraloncology.2017.02.009
- Pongnopparat T, 2021, AMINO ACIDS, V53, P1589, DOI 10.1007/s00726-021-03078-5
- Porporato PE, 2016, ONCOGENESIS, V5, DOI 10.1038/oncsis.2016.3
- Psychogios N, 2011, PLOS ONE, V6, DOI 10.1371/journal.pone.0016957
- Puchalska P, 2017, CELL METAB, V25, P262, DOI 10.1016/j.cmet.2016.12.022
- Quell JD, 2019, METABOLITES, V9, DOI 10.3390/metabo9060109
- Ragin CC, 2011, HEAD NECK-J SCI SPEC, V33, P1092, DOI 10.1002/hed.21584
- Ridgway ND, 2013, CRIT REV BIOCHEM MOL, V48, P20, DOI 10.3109/10409238.2012.735643
- Rodríguez-Tomàs E, 2020, J PROTEOMICS, V213, DOI 10.1016/j.jprot.2019.103605
- Ron-Harel N, 2019, CELL REP, V28, P3011, DOI 10.1016/j.celrep.2019.08.034
- Rutkowsky JM, 2014, AM J PHYSIOL-ENDOC M, V306, pE1378, DOI 10.1152/ajpendo.00656.2013
- Saito RD, 2022, FRONT IMMUNOL, V13, DOI 10.3389/fimmu.2022.768606
- Sanderson SM, 2019, NAT REV CANCER, V19, P625, DOI 10.1038/s41568-019-0187-8
- Schönfeld P, 2016, J LIPID RES, V57, P943, DOI 10.1194/jlr.R067629
- Schulz D, 2018, EUR ARCH OTO-RHINO-L, V275, P1239, DOI 10.1007/s00405-018-4920-9
- Sessa L, 2021, MEMBRANES-BASEL, V11, DOI 10.3390/membranes11100787
- Shaw RJ, 2006, NATURE, V441, P424, DOI 10.1038/nature04869
- Shimazu T, 2013, SCIENCE, V339, P211, DOI 10.1126/science.1227166
- Shrivastava S, 2018, ADV EXP MED BIOL, V1112, P141, DOI 10.1007/978-981-13-3065-0_10
- Shulaev V, 2018, J CHROMATOGR B, V1092, P499, DOI 10.1016/j.jchromb.2018.06.021
- Simopoulos AP, 2008, EXP BIOL MED, V233, P674, DOI 10.3181/0711-MR-311
- Singh A, 2020, NAT METHODS, V17, P24, DOI 10.1038/s41592-019-0710-6
- [Sobin L.H. UICC UICC], 2002, TNM CLASSIFICATION M, V6th
- Soeters PB, 2012, ANN NUTR METAB, V60, P17, DOI 10.1159/000334880
- Somashekar BS, 2011, J PROTEOME RES, V10, P5232, DOI 10.1021/pr200800w
- Spinelli JB, 2017, SCIENCE, V358, P941, DOI 10.1126/science.aam9305
- Strand E, 2019, METABOLITES, V9, DOI 10.3390/metabo9120302
- Strmiska V, 2019, MOL ONCOL, V13, P1002, DOI 10.1002/1878-0261.12439
- Sugimoto M, 2010, METABOLOMICS, V6, P78, DOI 10.1007/s11306-009-0178-y
- Suzuki S, 2016, SCI REP-UK, V6, DOI 10.1038/srep38299
- Svingen GFT, 2016, CLIN CHEM, V62, P755, DOI 10.1373/clinchem.2015.250761
- Tajan M, 2018, CELL METAB, V28, P721, DOI 10.1016/j.cmet.2018.07.005
- Takagi A, 2022, J CACHEXIA SARCOPENI, V13, P287, DOI 10.1002/jcsm.12906
- Takeuchi Y, 2018, BIOCHEM BIOPH RES CO, V495, P761, DOI 10.1016/j.bbrc.2017.11.088
- Tiziani S, 2009, NEOPLASIA, V11, P269, DOI 10.1593/neo.81396
- Torres A, 2016, J LEUKOCYTE BIOL, V99, P387, DOI 10.1189/jlb.4A0615-252R
- Tripathi P, 2012, INT J BIOCHEM CELL B, V44, P1852, DOI 10.1016/j.biocel.2012.06.025
- Vitório JG, 2020, METABOLOMICS, V16, DOI 10.1007/s11306-020-01727-6
- Walters RO, 2018, CELL REP, V25, P663, DOI 10.1016/j.celrep.2018.09.065
- Wang M, 2018, MED SCI MONITOR, V24, P3034, DOI 10.12659/MSM.909949
- Wang YY, 2017, JCI INSIGHT, V2, DOI 10.1172/jci.insight.87489
- Wang ZF, 2021, MOLECULES, V26, DOI 10.3390/molecules26206308
- Wei JE, 2011, INT J CANCER, V129, P2207, DOI 10.1002/ijc.25881
- Wei Z, 2021, FRONT CELL DEV BIOL, V8, DOI 10.3389/fcell.2020.603837
- White E, 2013, GENE DEV, V27, P2065, DOI 10.1101/gad.228122.113
- Wu DJ, 2017, SEMIN CELL DEV BIOL, V64, P125, DOI 10.1016/j.semcdb.2016.11.003
- Xia JG, 2011, NAT PROTOC, V6, P743, DOI 10.1038/nprot.2011.319
- Xie GX, 2012, METABOLOMICS, V8, P220, DOI 10.1007/s11306-011-0302-7
- Xie SB, 2021, DIS MARKERS, V2021, DOI 10.1155/2021/5558458
- Xu H, 2021, EXP EYE RES, V203, DOI 10.1016/j.exer.2020.108401
- Yang M, 2016, NAT REV CANCER, V16, P650, DOI 10.1038/nrc.2016.81
- Zhou JL, 2009, CLIN CHIM ACTA, V401, P8, DOI 10.1016/j.cca.2008.10.030
- Zhou Y, 2013, CLIN BIOCHEM, V46, P1447, DOI 10.1016/j.clinbiochem.2013.05.045