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Body mass index as an independent prognostic factor in glioblastoma

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Abstract

Purpose

Glioblastoma prognosis remains dismal despite gross total removal (GTR) followed by chemoradiotherapy. Other known prognostic factors include functional status, age and IDH mutation status. However, to improve patient outcome, a search for other features with impact on survival is needed. We aimed to analyse the impact of body mass index (BMI) on overall survival (OS) and progression-free survival (PFS) of surgically resected primary glioblastoma and evaluate if BMI constitutes an independent prognostic factor.

Methods

We analysed all adult glioblastoma patients who underwent surgery and chemoradiotherapy between 2011 and 2017 at our institution. Overall survival was the study—primary endpoint, and progression-free survival—the secondary endpoint. We assayed age, gender, histology, extent of resection, IDH, functional and smoking status, cardiovascular risk factors, BMI, OS and PFS. Univariate analysis was conducted followed by multivariate analysis to establish independent prognostic factors. In accordance with the World Health Organization (WHO) BMI stratification, survival curves were obtained for normal-weight (18.5–24.9 kg/m2), overweight (25–29.9 kg/m2) and obese (≥ 30 kg/m2) patient subgroups in addition to the non-obese (18.5–29.9 kg/m2) population.

Results

193 patients were evaluated, with a median follow-up time of 17.3 months. Median OS was 21.3 months in obese patients vs 16.2 months in the non-obese (p = 0.017) and 16 months in the normal weight (p = 0.007). Higher median OS was also observed in patients under 60 and those in which GTR was obtained. Median PFS in obese individuals was 9 months in comparison to 6 months in the normal-weight subgroup (p = 0.04) and 7 months in the non-obese (p = 0.050). Multivariate analysis identified age < 60 (p = 0.044), GTR (p = 0.004) and BMI ≥ 30 (p = 0.009) as independent prognostic factors for increased overall survival.

Conclusion

Higher BMI was associated with longer OS and PFS. Prospective studies are needed to validate these findings.

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Data availability

All datasets generated for this manuscript can be obtained from the corresponding author on reasonable request.

Abbreviations

GBM:

Glioblastoma

RT:

Radiotherapy

TMZ:

Temozolomide

TTFields:

Tumour-treating fields

GTR:

Gross total removal

IDH:

Isocitrate dehydrogenase

CNS:

Central nervous system

BMI:

Body mass index

EOR:

Extent of resection

OS:

Overall survival

PFS:

Progression-free survival

CHUSJ:

Centro Hospitalar Universitário São João

WHO:

World Health Organization

MGMT:

O-6-Methylguanine-DNA methyltransferase

HGG:

Higher-grade glioma

RCC:

Renal cell cancer

CSS:

Cancer-specific survival

FASN:

Fatty acid synthase

References

  1. Tamimi AF, Juweid M (2017) Epidemiology and outcome of glioblastoma. Glioblastoma. Codon Publications, Brisbane, pp 143–153

    Chapter  Google Scholar 

  2. Sanai N, Polley MY, McDermott MW, Parsa AT, Berger MS (2011) An extent of resection threshold for newly diagnosed glioblastomas. J Neurosurg 115(1):3–8. https://doi.org/10.3171/2011.2.jns10998

    Article  Google Scholar 

  3. World Health Organization (2018) Obesity and overweight fact sheet. World Health Organization, Geneva

    Google Scholar 

  4. Sung H, Siegel RL, Torre LA, Pearson Stuttard J, Islami F, Fedewa SA, Goding Sauer A, Shuval K, Gapstur SM, Jacobs EJ, Giovannucci EL, Jemal A (2019) Global patterns in excess body weight and the associated cancer burden. CA 69:88–112. https://doi.org/10.3322/caac.21499

    Article  PubMed  Google Scholar 

  5. Muskens IS, Wu AH, Porcel J, Cheng I, Le Marchand L, Wiemels JL, Setiawan VW (2019) Body mass index, comorbidities, and hormonal factors in relation to meningioma in an ethnically diverse population: the Multiethnic Cohort. Neuro-Oncology 21(4):498–507. https://doi.org/10.1093/neuonc/noz005

    Article  PubMed  PubMed Central  Google Scholar 

  6. Wiedmann M, Brunborg C, Lindemann K, Johannesen TB, Vatten L, Helseth E, Zwart J (2013) Body mass index and the risk of meningioma, glioma and schwannoma in a large prospective cohort study (The HUNT Study). Br J Cancer 109(1):289–294. https://doi.org/10.1038/bjc.2013.304

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Kolb R, Sutterwala FS, Zhang W (2016) Obesity and cancer: inflammation bridges the two. Curr Opin Pharmacol 29:77–89. https://doi.org/10.1016/j.coph.2016.07.005

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Cirillo F, Catellani C, Sartori C, Lazzeroni P, Amarri S, Street ME (2019) Obesity, insulin resistance, and colorectal cancer: could miRNA dysregulation play a role? Int J Mol Sci 20(12):2922. https://doi.org/10.3390/ijms20122922

    Article  CAS  PubMed Central  Google Scholar 

  9. Parekh N, Chandran U, Bandera EV (2012) Obesity in cancer survival. Annu Rev Nutr 32:311–342. https://doi.org/10.1146/annurev-nutr-071811-150713

    Article  CAS  PubMed  Google Scholar 

  10. Demark-Wahnefried W, Platz EA, Ligibel JA, Blair CK, Courneya KS, Meyerhardt JA, Ganz PA, Rock CL, Schmitz KH, Wadden T, Philip EJ, Wolfe B, Gapstur SM, Ballard-Barbash R, McTiernan A, Minasian L, Nebeling L, Goodwin PJ (2012) The role of obesity in cancer survival and recurrence. Cancer Epidemiol Biomark Prev 21(8):1244–1259. https://doi.org/10.1158/1055-9965.epi-12-0485

    Article  Google Scholar 

  11. Niedermaier T, Behrens G, Schmid D, Schlecht I, Fischer B, Leitzmann MF (2015) Body mass index, physical activity, and risk of adult meningioma and glioma: a meta-analysis. Neurology 85(15):1342–1350. https://doi.org/10.1212/WNL.0000000000002020

    Article  PubMed  Google Scholar 

  12. Saunders CN, Cornish AJ, Kinnersley B, Law PJ, Claus EB, Il’yasova D, Schildkraut J, Barnholtz-Sloan JS, Olson SH, Bernstein JL, Lai RK, Chanock S, Rajaraman P, Johansen C, Jenkins RB, Melin BS, Wrensch MR, Sanson M, Bondy ML, Houlston RS (2020) Lack of association between modifiable exposures and glioma risk: a Mendelian randomization analysis. Neuro Oncol 22(2):207–215. https://doi.org/10.1093/neuonc/noz209

    Article  CAS  PubMed  Google Scholar 

  13. Wiedmann M, Brunborg C, Di Ieva A, Lindemann K, Johannesen TB, Vatten L, Helseth E, Zwart JA (2017) The impact of body mass index and height on the risk for glioblastoma and other glioma subgroups: a large prospective cohort study. Neuro-Oncology 19(7):976–985. https://doi.org/10.1093/neuonc/now272

    Article  CAS  PubMed  Google Scholar 

  14. Siegel EM, Nabors LB, Thompson RC, Olson JJ, Browning JE, Madden MH, Han G, Egan KM (2013) Prediagnostic body weight and survival in high grade glioma. J Neurooncol 114(1):79–84. https://doi.org/10.1007/s11060-013-1150-2

    Article  PubMed  PubMed Central  Google Scholar 

  15. Jones LW, Ali-Osman F, Lipp E, Marcello JE, McCarthy B, McCoy L, Rice T, Wrensch M, Il’yasova D (2010) Association between body mass index and mortality in patients with glioblastoma mutliforme. Cancer Causes Contr 21(12):2195–2201. https://doi.org/10.1007/s10552-010-9639-x

    Article  Google Scholar 

  16. Stupp R, Mason WP, van den Bent MJ, Weller M, Fisher B, Taphoorn MJB (2005) Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. N Engl J Med 352:987–996. https://doi.org/10.1056/NEJMoa043330

    Article  CAS  Google Scholar 

  17. Potharaju M, Mangaleswaran B, Mathavan A, John R, Thamburaj V, Ghosh S, Ganesh S, Kalvakonda C, Loganathan M, Bapu S, Devi R, Verma RS (2018) Body mass index as a prognostic marker in glioblastoma multiforme: a clinical outcome. Int J Radiat Oncol Biol Phys 102(1):204–209. https://doi.org/10.1016/j.ijrobp.2018.05.024

    Article  PubMed  Google Scholar 

  18. Park Y, Peterson LL, Colditz GA (2018) The plausibility of obesity paradox in cancer-point. Can Res 78(8):1898–1903. https://doi.org/10.1158/0008-5472.CAN-17-3043

    Article  CAS  Google Scholar 

  19. Lennon H, Sperrin M, Badrick E, Renehan AG (2016) The obesity paradox in cancer: a review. Curr Oncol Rep 18(9):56. https://doi.org/10.1007/s11912-016-0539-4

    Article  PubMed  PubMed Central  Google Scholar 

  20. Lee DH, Giovannucci EL (2019) The obesity paradox in cancer: epidemiologic insights and perspectives. Curr Nutr Rep 8(3):175–181. https://doi.org/10.1007/s13668-019-00280-6

    Article  PubMed  Google Scholar 

  21. Secord AA, Hasselblad V, Von Gruenigen VE, Gehrig PA, Modesitt SC, Bae-Jump V, Havrilesky LJ (2016) Body mass index and mortality in endometrial cancer: a systematic review and meta-analysis. Gynecol Oncol 140(1):184–190. https://doi.org/10.1016/j.ygyno.2015.10.020

    Article  PubMed  Google Scholar 

  22. Renehan AG, Tyson M, Egger M, Heller RF, Zwahlen M (2008) Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies. Lancet 371(9612):569–578. https://doi.org/10.1016/S0140-6736(08)60269-X

    Article  PubMed  Google Scholar 

  23. Wang J, Yang DL, Chen ZZ, Gou BF (2016) Associations of body mass index with cancer incidence among populations, genders, and menopausal status: a systematic review and meta-analysis. Cancer Epidemiol 42:1–8. https://doi.org/10.1016/j.canep.2016.02.010

    Article  PubMed  Google Scholar 

  24. Arkenbosch JHC, van Erning FN, Rutten HJ, Zimmerman D, de Wilt JHW, Beijer S (2018) The association between Body Mass Index and postoperative complications, 30-day mortality and long-term survival in Dutch patients with colorectal cancer. Eur J Surg Oncol 45(2):160–166. https://doi.org/10.1016/j.ejso.2018.09.012

    Article  PubMed  Google Scholar 

  25. Jeon HG, Jeong IG, Lee JH, Lee CJ, Kwak C, Kim HH, Lee ES, Lee E (2010) Prognostic value of body mass index in Korean patients with renal cell carcinoma. J Urol 183(2):448–454. https://doi.org/10.1016/j.juro.2009.10.004

    Article  PubMed  Google Scholar 

  26. Shahjehan F, Merchea A, Cochuyt JJ, Li Z, Colibaseanu DT, Kasi PM (2018) Body mass index and long-term outcomes in patients with colorectal cancer. Front Oncol 8:620. https://doi.org/10.3389/fonc.2018.00620

    Article  PubMed  PubMed Central  Google Scholar 

  27. McQuade JL, Daniel CR, Hess KR, Mak C, Wang DY, Rai RR, Park JJ, Haydu LE, Spencer C, Wongchenko M, Lane S, Lee DY, Kaper M, McKean M, Beckermann KE, Rubinstein SM, Rooney I, Musib L, Budha N, Hsu J, Nowicki TS, Avila A, Haas T, Puligandla M, Lee S, Fang S, Wargo JA, Gershenwald JE, Lee JE, Hwu P, Chapman PB, Sosman JA, Schadendorf D, Grob JJ, Flaherty KT, Walker D, Yan Y, McKenna E, Legos JJ, Carlino MS, Ribas A, Kirkwood JM, Long GV, Johnson DB, Menzies AM, Davies MA (2018) Association of body-mass index and outcomes in patients with metastatic melanoma treated with targeted therapy, immunotherapy, or chemotherapy: a retrospective, multicohort analysis. Lancet Oncol 19(3):310–322. https://doi.org/10.1016/S1470-2045(18)30078-0

    Article  PubMed  PubMed Central  Google Scholar 

  28. Choi Y, Park B, Jeong BC, Seo SI, Jeon SS, Choi HY, Lee HM (2012) Body mass index and survival in patients with renal cell carcinoma: a clinical-based cohort and meta-analysis. Int J Cancer 132(3):625–634. https://doi.org/10.1002/ijc.27639

    Article  CAS  PubMed  Google Scholar 

  29. Rogde ÅJ, Gudbrandsdottir G, Hjelle KM, Sand KE, Bostad L, Beisland C (2012) Obesity is associated with an improved cancer-specific survival, but an increased rate of postoperative complications after surgery for renal cell carcinoma. Scand J Urol Nephrol 46(5):348–357. https://doi.org/10.3109/00365599.2012.678382

    Article  PubMed  Google Scholar 

  30. Schrader AJ, Rustemeier J, Rustemeier JC, Timmesfeld N, Varga Z, Hegele A, Olbert PJ, Hofmann R (2009) Overweight is associated with improved cancer-specific survival in patients with organ-confined renal cell carcinoma. J Cancer Res Clin Oncol 135:1693–1699. https://doi.org/10.1007/s00432-009-0616-2

    Article  PubMed  Google Scholar 

  31. Tsang NM, Pai PC, Chuang CC, Chuang WC, Tseng CK, Chang KP, Yen TC, Lin JD, Chang JT (2016) Overweight and obesity predict better overall survival rates in cancer patients with distant metastases. Cancer Med 5(4):665–675. https://doi.org/10.1002/cam4.634

    Article  PubMed  PubMed Central  Google Scholar 

  32. Sanchez A, Furberg H, Kuo F, Vuong L, Ged Y, Patil S, Ostrovnaya I, Petruzella S, Reising A, Patel P, Mano R, Coleman J, Russo P, Liu HC, Dannenberg JA, Chan AT, Motzer R, Voss H, Hakimi AA (2019) Transcriptomic signatures related to the obesity paradox in patients with clear cell renal cell carcinoma: a cohort study. Lancet Oncol 21(2):283–293. https://doi.org/10.1016/S1470-2045(19)30797-1

    Article  PubMed  PubMed Central  Google Scholar 

  33. Albiges L, Hakimi AA, Xie W, McKay RR, Simantov R, Lin X, Lee JL, Rini BI, Srinivas S, Bjarnason GA, Ernst S, Wood LA, Vaishamayan UN, Rha SY, Agarwal N, Yuasa T, Pal SK, Bamias A, Zabor EC, Skanderup AJ, Furberg H, Fay AP, de Velasco G, Preston MA, Wilson KM, Cho E, McDermott DF, Signoretti S, Heng DYC, Choueiri TK (2016) Body mass index and metastatic renal cell carcinoma: clinical and biological correlations. J Clin Oncol 34(30):3655–3663. https://doi.org/10.1200/JCO.2016.66.7311

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  34. Horiguchi A, Asano T, Asano T, Ito K, Sumitomo M, Hayakawa M (2008) Fatty acid synthase over expression is an indicator of tumor aggressiveness and poor prognosis in renal cell carcinoma. J Urol 180(3):1137–1140. https://doi.org/10.1016/j.juro.2008.04.135

    Article  CAS  PubMed  Google Scholar 

  35. Hakimi AA, Furberg H, Zabor EC, Jacobsen A, Schultz N, Ciriello G, Mikklineni N, Fiegoli B, Kim PH, Voss MH, Shen H, Laird PW, Sander C, Reuter VE, Motzer RJ, Hsieh JJ, Russo P (2013) An epidemiologic and genomic investigation into the obesity paradox in renal cell carcinoma. J Natl Cancer Inst 105(24):1862–1870. https://doi.org/10.1093/jnci/djt310

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Zhao W, Kridel S, Thorburn A, Kooshki M, Little J, Hebbar S, Robbins M (2006) Fatty acid synthase: a novel target for antiglioma therapy. Br J Cancer 95:869–878. https://doi.org/10.1038/sj.bjc.6603350

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  37. Grube S, Dünisch P, Freitag D, Klausnitzer M, Sakr Y, Walter J, Kalff R, Ewald C (2014) Overexpression of fatty acid synthase in human gliomas correlates with the WHO tumor grade and inhibition with Orlistat reduces cell viability and triggers apoptosis. J Neurooncol 118:277–287. https://doi.org/10.1007/s11060-014-1452-z

    Article  CAS  PubMed  Google Scholar 

  38. Zhang X, Liu Y, Shao H, Zheng X (2017) Obesity paradox in lung cancer prognosis: evolving biological insights and clinical implications. J Thorac Oncol 12(10):1478–1488. https://doi.org/10.1016/j.jtho.2017.07.022

    Article  PubMed  Google Scholar 

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Guarantor of integrity of the entire study: PVA. Study concepts and design: PVA and PL. Literature research: PVA and PL. Clinical studies: PVA. Experimental studies/data analysis: PVA and BDC. Statistical analysis: PVA and BDC. Manuscript preparation: PVA, PL and RV. Manuscript editing: PL and RV.

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Correspondence to Pedro Valente Aguiar.

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Valente Aguiar, P., Carvalho, B., Vaz, R. et al. Body mass index as an independent prognostic factor in glioblastoma. Cancer Causes Control 32, 327–336 (2021). https://doi.org/10.1007/s10552-020-01388-9

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