Prognostic Matrisomal Gene Panel and Its Association with Immune Cell Infiltration in Head and Neck Carcinomas

被引:7
作者
Belotti, Yuri [1 ]
Lim, Su Bin [2 ]
Iyer, Narayanan Gopalakrishna [3 ,4 ]
Lim, Wan-Teck [4 ,5 ,6 ]
Lim, Chwee Teck [1 ,7 ,8 ]
机构
[1] Natl Univ Singapore, Inst Hlth Innovat & Technol, 14 Med Dr, Singapore 117599, Singapore
[2] Ajou Univ, Dept Biochem & Mol Biol, Sch Med, Suwon 16499, South Korea
[3] Natl Canc Ctr Singapore, Dept Head & Neck Surg, 11 Hosp Dr, Singapore 169610, Singapore
[4] Duke NUS Med Sch, 8 Coll Rd, Singapore 169857, Singapore
[5] Natl Canc Ctr Singapore, Div Med Oncol, 11 Hosp Dr, Singapore 169610, Singapore
[6] ASTAR, Inst Mol & Cell Biol IMCB, 61 Biopolis Dr, Singapore 138673, Singapore
[7] Natl Univ Singapore, Dept Biomed Engn, 4 Engn Dr 3, Singapore 117583, Singapore
[8] Natl Univ Singapore, Mechanobiol Inst, 5A Engn Dr 1, Singapore 117411, Singapore
基金
新加坡国家研究基金会; 英国医学研究理事会;
关键词
extracellular matrix; head and neck cancer; bioinformatics; TCGA; HPV; prognostic biomarker; CANCER; EXPRESSION; MACROPHAGES;
D O I
10.3390/cancers13225761
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary: Squamous cell carcinoma of the head and neck (SCCHN) is a heterogeneous group of tumors arising from squamous cells lining different anatomic sites. This type of malignancy has been mainly investigated by focusing primarily on tumor cells, but recent evidence highlighted the importance of the tumor microenvironment (TME) in cancer growth, progression and metastasis. Hence, we hypothesized that dysregulated matrisomal components could have a common association with patient survival, irrespective of the subsite of origin of the SCCHN. Using bioinformatic methods and public datasets, we successfully identified a gene panel with prognostic value in HPV-negative and non-metastatic node-negative tumors and demonstrated its association with immune cell infiltration. Squamous cell carcinoma of the head and neck (SCCHN) is common worldwide and related to several risk factors including smoking, alcohol consumption, poor dentition and human papillomavirus (HPV) infection. Different etiological factors may influence the tumor microenvironment and play a role in dictating response to therapeutics. Here, we sought to investigate whether an early-stage SCCHN-specific prognostic matrisome-derived gene signature could be identified for HPV-negative SCCHN patients (n = 168), by applying a bioinformatics pipeline to the publicly available SCCHN-TCGA dataset. We identified six matrisome-derived genes with high association with prognostic outcomes in SCCHN. A six-gene risk score, the SCCHN TMI (SCCHN-tumor matrisome index: composed of MASP1, EGFL6, SFRP5, SPP1, MMP8 and P4HA1) was constructed and used to stratify patients into risk groups. Using machine learning-based deconvolution methods, we found that the risk groups were characterized by a differing abundance of infiltrating immune cells. This work highlights the key role of immune infiltration cells in the overall survival of patients affected by HPV-negative SCCHN. The identified SCCHN TMI represents a genomic tool that could potentially aid patient stratification and selection for therapy in these patients.
引用
收藏
页数:15
相关论文
共 47 条
[1]   Patterns of Immune Infiltration in Breast Cancer and Their Clinical Implications: A Gene-Expression-Based Retrospective Study [J].
Ali, H. Raza ;
Chlon, Leon ;
Pharoah, Paul D. P. ;
Markowetz, Florian ;
Caldas, Carlos .
PLOS MEDICINE, 2016, 13 (12)
[2]  
[Anonymous], NCI NHGRI CANC GEN A
[3]   CD8+tumour-infiltrating lymphocytes in relation to HPV status and clinical outcome in patients with head and neck cancer after postoperative chemoradiotherapy: A multicentre study of the German cancer consortium radiation oncology group (DKTK-ROG) [J].
Balermpas, Panagiotis ;
Roedel, Franz ;
Roedel, Claus ;
Krause, Mechthild ;
Linge, Annett ;
Lohaus, Fabian ;
Baumann, Michael ;
Tinhofer, Inge ;
Budach, Volker ;
Gkika, Eleni ;
Stuschke, Martin ;
Avlar, Melanie ;
Grosu, Anca-Lidia ;
Abdollahi, Amir ;
Debus, Juergen ;
Bayer, Christine ;
Stangl, Stefan ;
Belka, Claus ;
Pigorsch, Steffi ;
Multhoff, Gabriele ;
Combs, Stephanie E. ;
Moennich, David ;
Zips, Daniel ;
Fokas, Emmanouil .
INTERNATIONAL JOURNAL OF CANCER, 2016, 138 (01) :171-181
[4]   Machine learning based approach to pH imaging and classification of single cancer cells [J].
Belotti, Y. ;
Jokhun, D. S. ;
Ponnambalam, J. S. ;
Valerio, V. L. M. ;
Lim, C. T. .
APL BIOENGINEERING, 2021, 5 (01)
[5]   Influence of tumour necrosis factor alpha on epithelial-mesenchymal transition of oral cancer cells in co-culture with mesenchymal stromal cells [J].
Boehrnsen, F. ;
Holzenburg, J. ;
Godek, F. ;
Kauffmann, P. ;
Moser, N. ;
Schliephake, H. .
INTERNATIONAL JOURNAL OF ORAL AND MAXILLOFACIAL SURGERY, 2020, 49 (02) :157-165
[6]   Regulatory T cells and their prognostic value for patients with squamous cell carcinoma of the head and neck [J].
Boucek, Jan ;
Mrkvan, Tomas ;
Chovanec, Martin ;
Kuchar, Martin ;
Betka, Jaroslav ;
Boucek, Vladimir ;
Hladikova, Marie ;
Betka, Jan ;
Eckschlager, Tomas ;
Rihova, Blanka .
JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2010, 14 (1-2) :426-433
[7]   Prognostic factors in head and neck cancer: a 10-year retrospective analysis in a single-institution in Italy [J].
Cadoni, G. ;
Giraldi, L. ;
Petrelli, L. ;
Pandolfini, M. ;
Giuliani, M. ;
Paludetti, G. ;
Pastorino, R. ;
Leoncini, E. ;
Arzani, D. ;
Almadori, G. ;
Boccia, S. .
ACTA OTORHINOLARYNGOLOGICA ITALICA, 2017, 37 (06) :458-466
[8]   Upregulation of the adipokine genes ADIPOR1 and SPP1 is related to poor survival outcomes in colorectal cancer [J].
Choe, Eun K. ;
Yi, Jin W. ;
Chai, Young J. ;
Park, Kyu J. .
JOURNAL OF SURGICAL ONCOLOGY, 2018, 117 (08) :1833-1840
[9]   Immune Landscape of Viral- and Carcinogen-Driven Head and Neck Cancer [J].
Cillo, Anthony R. ;
Kuerten, Cornelius H. L. ;
Tabib, Tracy ;
Qi, Zengbiao ;
Onkar, Sayali ;
Wang, Ting ;
Liu, Angen ;
Duvvuri, Umamaheswar ;
Kim, Seungwon ;
Soose, Ryan J. ;
Oesterreich, Steffi ;
Chen, Wei ;
Lafyatis, Robert ;
Bruno, Tullia C. ;
Ferris, Robert L. ;
Vignali, Dario A. A. .
IMMUNITY, 2020, 52 (01) :183-+
[10]   Macrophages in the microenvironment of head and neck cancer: potential targets for cancer therapy [J].
Evrard, Diane ;
Szturz, Petr ;
Tijeras-Raballand, Annemilai ;
Astorgues-Xerri, Lucile ;
Abitbol, Chloe ;
Paradis, Valerie ;
Raymond, Eric ;
Albert, Sebastien ;
Barry, Beatrix ;
Faivre, Sandrine .
ORAL ONCOLOGY, 2019, 88 :29-38