Tumor Transcriptome Reveals High Expression of IL-8 in Non-Small Cell Lung Cancer Patients with Low Pectoralis Muscle Area and Reduced Survival

被引:36
作者
Cury, Sarah Santiloni [1 ]
de Moraes, Diogo [1 ]
Freire, Paula Paccielli [1 ]
de Oliveira, Grasieli [1 ]
Pereira Marques, Douglas Venancio [1 ]
Fernandez, Geysson Javier [1 ]
Dal-Pai-Silva, Maeli [1 ]
Hasimoto, Erica Nishida [2 ]
dos Reis, Patricia Pintor [2 ,3 ]
Rogatto, Silvia Regina [4 ]
Carvalho, Robson Francisco [1 ]
机构
[1] Sao Paulo State Univ UNESP, Inst Biosci, Dept Morphol, BR-18618689 Botucatu, SP, Brazil
[2] Sao Paulo State Univ UNESP, Fac Med, Dept Surg & Orthoped, BR-18618687 Botucatu, SP, Brazil
[3] Sao Paulo State Univ UNESP, Fac Med, Expt Res Unit, BR-18618687 Botucatu, SP, Brazil
[4] Univ Southern Denmark, Vejle Hosp, Inst Reg Hlth Res, Dept Clin Genet, DK-7100 Vejle, Denmark
基金
巴西圣保罗研究基金会;
关键词
secretome; computed tomography; Interleukin-8; tumor-derived factor; C2C12; cells; cachexia; WEIGHT-LOSS; COMPUTED-TOMOGRAPHY; PROGNOSTIC-FACTOR; CACHEXIA; MASS; IDENTIFICATION; CHEMOTHERAPY; ASSOCIATION; PREDICTION; SARCOPENIA;
D O I
10.3390/cancers11091251
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Cachexia is a syndrome characterized by an ongoing loss of skeletal muscle mass associated with poor patient prognosis in non-small cell lung cancer (NSCLC). However, prognostic cachexia biomarkers in NSCLC are unknown. Here, we analyzed computed tomography (CT) images and tumor transcriptome data to identify potentially secreted cachexia biomarkers (PSCB) in NSCLC patients with low-muscularity. We integrated radiomics features (pectoralis muscle, sternum, and tenth thoracic (T10) vertebra) from CT of 89 NSCLC patients, which allowed us to identify an index for screening muscularity. Next, a tumor transcriptomic-based secretome analysis from these patients (discovery set) was evaluated to identify potential cachexia biomarkers in patients with low-muscularity. The prognostic value of these biomarkers for predicting recurrence and survival outcome was confirmed using expression data from eight lung cancer datasets (validation set). Finally, C2C12 myoblasts differentiated into myotubes were used to evaluate the ability of the selected biomarker, interleukin (IL)-8, in inducing muscle cell atrophy. We identified 75 over-expressed transcripts in patients with low-muscularity, which included IL-6, CSF3, and IL-8. Also, we identified NCAM1, CNTN1, SCG2, CADM1, IL-8, NPTX1, and APOD as PSCB in the tumor secretome. These PSCB were capable of distinguishing worse and better prognosis (recurrence and survival) in NSCLC patients. IL-8 was confirmed as a predictor of worse prognosis in all validation sets. In vitro assays revealed that IL-8 promoted C2C12 myotube atrophy. Tumors from low-muscularity patients presented a set of upregulated genes encoding for secreted proteins, including pro-inflammatory cytokines that predict worse overall survival in NSCLC. Among these upregulated genes, IL-8 expression in NSCLC tissues was associated with worse prognosis, and the recombinant IL-8 was capable of triggering atrophy in C2C12 myotubes.
引用
收藏
页数:20
相关论文
共 76 条
[1]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[2]   SurvExpress: An Online Biomarker Validation Tool and Database for Cancer Gene Expression Data Using Survival Analysis [J].
Aguirre-Gamboa, Raul ;
Gomez-Rueda, Hugo ;
Martinez-Ledesma, Emmanuel ;
Martinez-Torteya, Antonio ;
Chacolla-Huaringa, Rafael ;
Rodriguez-Barrientos, Alberto ;
Tamez-Pena, Jose G. ;
Trevino, Victor .
PLOS ONE, 2013, 8 (09)
[3]   Adipose tissue fibrosis in human cancer cachexia: the role of TGFβ pathway [J].
Alves, Michele Joana ;
Figueredo, Raquel Galvao ;
Azevedo, Flavia Figueiredo ;
Cavallaro, Diego Alexandre ;
Pinto Neto, Nelson Inacio ;
Carola Lima, Joanna Darck ;
Matos-Neto, Emidio ;
Radloff, Katrin ;
Riccardi, Daniela Mendes ;
Camargo, Rodolfo Gonzalez ;
Martins De Alcantara, Paulo Sergio ;
Otoch, Jose Pinhata ;
Batista Junior, Miguel Luiz ;
Seelaender, Marilia .
BMC CANCER, 2017, 17
[4]   Nutritional Status, Body Surface, and Low Lean Body Mass/Body Mass Index Are Related to Dose Reduction and Severe Gastrointestinal Toxicity Induced by Afatinib in Patients With Non-Small Cell Lung Cancer [J].
Arrieta, Oscar ;
De la Torre-Vallejo, Martha ;
Lopez-Macias, Diego ;
Orta, David ;
Turcott, Jenny ;
Macedo-Perez, Eleazar-Omar ;
Sanchez-Lara, Karla ;
Ramirez-Tirado, Laura-Alejandra ;
Baracos, Vickie E. .
ONCOLOGIST, 2015, 20 (08) :967-974
[5]   Cancer-associated cachexia [J].
Baracos, Vickie E. ;
Martin, Lisa ;
Korc, Murray ;
Guttridge, Denis C. ;
Fearon, Kenneth C. H. .
NATURE REVIEWS DISEASE PRIMERS, 2018, 4
[6]   Body composition in patients with non-small cell lung cancer: a contemporary view of cancer cachexia with the use of computed tomography image analysis [J].
Baracos, Vickie E. ;
Reiman, Tony ;
Mourtzakis, Marina ;
Gioulbasanis, Ioannis ;
Antoun, Sami .
AMERICAN JOURNAL OF CLINICAL NUTRITION, 2010, 91 (04) :1133S-1137S
[7]   Feature-based prediction of non-classical and leaderless protein secretion [J].
Bendtsen, JD ;
Jensen, LJ ;
Blom, N ;
von Heijne, G ;
Brunak, S .
PROTEIN ENGINEERING DESIGN & SELECTION, 2004, 17 (04) :349-356
[8]  
Blake JACKDM, 2015, Res, V43, P56, DOI [10.1093/nar/gku1179, DOI 10.1093/NAR/GKU1179]
[9]  
Boutet E, 2016, METHODS MOL BIOL, V1374, P23, DOI 10.1007/978-1-4939-3167-5_2
[10]   Muscle mass and association to quality of life in non-small cell lung cancer patients [J].
Bye, Asta ;
Sjoblom, Bjorg ;
Wentzel-Larsen, Tore ;
Gronberg, Bjorn H. ;
Baracos, Vickie E. ;
Hjermstad, Marianne J. ;
Aass, Nina ;
Bremnes, Roy M. ;
Flotten, Oystein ;
Jordhoy, Marit .
JOURNAL OF CACHEXIA SARCOPENIA AND MUSCLE, 2017, 8 (05) :759-767