Nomograms to Predict the Density of Tumor-Infiltrating Lymphocytes in Patients With High-Grade Serous Ovarian Cancer

被引:13
作者
Dai, Danian [1 ,2 ]
Liu, Lili [3 ]
Huang, He [1 ]
Chen, Shangqiu [1 ]
Chen, Bo [4 ,5 ]
Cao, Junya [1 ]
Luo, Xiaolin [1 ]
Wang, Feng [1 ]
Luo, Rongzhen [3 ]
Liu, Jihong [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Dept Gynecol & Obstet, Affiliated Hosp 5, Zhuhai, Peoples R China
[2] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Gynecol Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
[3] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Pathol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
[4] Guangdong Prov Peoples Hosp, Canc Ctr, Dept Breast Canc, Guangzhou, Peoples R China
[5] Guangdong Acad Med Sci, Guangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
high-grade serous ovarian cancer; nomograms; tumor-infiltrating lymphocytes; tumor microenvironment; blood indicators; PROGNOSTIC-SIGNIFICANCE; NEOADJUVANT CHEMOTHERAPY; REPLACEMENT THERAPY; AMERICAN SOCIETY; RATIO; ONCOLOGY; SURVIVAL; CELLS; MUC1; RECOMMENDATIONS;
D O I
10.3389/fonc.2021.590414
中图分类号
R73 [肿瘤学];
学科分类号
100214 [肿瘤学];
摘要
Background Tumor-infiltrating lymphocytes (TILs) have important roles in predicting tumor therapeutic responses and progression, however, the method of evaluating TILs is complicated. We attempted to explore the association of TILs with clinicopathological characteristics and blood indicators, and to develop nomograms to predict the density of TILs in patients with high-grade serous ovarian cancer (HGSOC). Methods The clinical profiles of 197 consecutive postoperative HGSOC patients were retrospectively analyzed. Tumor tissues and matched normal fallopian tubes were immunostained for CD3+, CD8+, and CD4+ T cells on corresponding tissue microarrays and the numbers of TILs were counted using the NIH ImageJ software. The patients were classified into low- or high-density groups for each marker (CD3, CD4, CD8). The associations of the investigated TILs to clinicopathological characteristics and blood indicators were assessed and the related predictors for densities of TILs were used to develop nomograms; which were then further evaluated using the C-index, receiver operating characteristic (ROC) curves and calibration plots. Results Menopausal status, estrogen receptor (ER), Ki-67 index, white blood cell (WBC), platelets (PLT), lactate dehydrogenase (LDH), and carbohydrate antigen 153 (CA153) had significant association with densities of tumor-infiltrating CD3+, CD8+, or CD4+ T cells. The calibration curves of the CD3+ (C-index = 0.748), CD8+ (C-index = 0.683) and CD4+ TILs nomogram (C-index = 0.759) demonstrated excellent agreement between predictions and actual observations. ROC curves of internal validation indicated good discrimination for the CD8+ TILs nomogram [area under the curve (AUC) = 0.659, 95% CI 0.582-0.736] and encouraging performance for the CD3+ (AUC= 0.708, 95% CI 0.636-0.781) and CD4+ TILs nomogram (AUC = 0.730, 95% CI 0.659-0.801). Conclusion Menopausal status, ER, Ki-67 index, WBC, PLT, LDH, and CA153 could reflect the densities of T cells in the tumor microenvironment. Novel nomograms are conducive to monitor the immune status of patients with HGSOC and help doctors to formulate the appropriate treatment strategies.
引用
收藏
页数:16
相关论文
共 67 条
[1]
Preoperative platelet lymphocyte ratio as an independent prognostic marker in ovarian cancer [J].
Asher, Viren ;
Lee, Joanne ;
Innamaa, Anni ;
Bali, Anish .
CLINICAL & TRANSLATIONAL ONCOLOGY, 2011, 13 (07) :499-503
[2]
Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[3]
Association Between BRCA1 and BRCA2 Mutations and Survival in Women With Invasive Epithelial Ovarian Cancer [J].
Bolton, Kelly L. ;
Chenevix-Trench, Georgia ;
Goh, Cindy ;
Sadetzki, Siegal ;
Ramus, Susan J. ;
Karlan, Beth Y. ;
Lambrechts, Diether ;
Despierre, Evelyn ;
Barrowdale, Daniel ;
McGuffog, Lesley ;
Healey, Sue ;
Easton, Douglas F. ;
Sinilnikova, Olga ;
Benitez, Javier ;
Garcia, Maria J. ;
Neuhausen, Susan ;
Gail, Mitchell H. ;
Hartge, Patricia ;
Peock, Susan ;
Frost, Debra ;
Evans, Gareth ;
Eeles, Rosalind ;
Godwin, Andrew K. ;
Daly, Mary B. ;
Kwong, Ava ;
Ma, Edmond S. K. ;
Lazaro, Conxi ;
Blanco, Ignacio ;
Montagna, Marco ;
D'Andrea, Emma ;
Nicoletto, Maria Ornella ;
Johnatty, Sharon E. ;
Krueger, Susanne ;
Jensen, Allan ;
Hogdall, Estrid ;
Goode, Ellen L. ;
Fridley, Brooke L. ;
Loud, Jennifer T. ;
Greene, Mark H. ;
Mai, Phuong L. ;
Chetrit, Angela ;
Lubin, Flora ;
Hirsh-Yechezkel, Galit ;
Glendon, Gord ;
Andrulis, Irene L. ;
Toland, Amanda E. ;
Senter, Leigha ;
Gore, Martin E. ;
Gourley, Charlie ;
Michie, Caroline O. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2012, 307 (04) :382-390
[4]
Rethinking ovarian cancer II: reducing mortality from high-grade serous ovarian cancer [J].
Bowtell, David D. ;
Boehm, Steffen ;
Ahmed, Ahmed A. ;
Aspuria, Paul-Joseph ;
Bast, Robert C., Jr. ;
Beral, Valerie ;
Berek, Jonathan S. ;
Birrer, Michael J. ;
Blagden, Sarah ;
Bookman, Michael A. ;
Brenton, James D. ;
Chiappinelli, Katherine B. ;
Martins, Filipe Correia ;
Coukos, George ;
Drapkin, Ronny ;
Edmondson, Richard ;
Fotopoulou, Christina ;
Gabra, Hani ;
Galon, Jerome ;
Gourley, Charlie ;
Heong, Valerie ;
Huntsman, David G. ;
Iwanicki, Marcin ;
Karlan, Beth Y. ;
Kaye, Allyson ;
Lengyel, Ernst ;
Levine, Douglas A. ;
Lu, Karen H. ;
McNeish, Iain A. ;
Menon, Usha ;
Narod, Steven A. ;
Nelson, Brad H. ;
Nephew, Kenneth P. ;
Pharoah, Paul ;
Powell, Daniel J., Jr. ;
Ramos, Pilar ;
Romero, Iris L. ;
Scott, Clare L. ;
Sood, Anil K. ;
Stronach, Euan A. ;
Balkwill, Frances R. .
NATURE REVIEWS CANCER, 2015, 15 (11) :668-679
[5]
LDHA-Associated Lactic Acid Production Blunts Tumor Immunosurveillance by T and NK Cells [J].
Brand, Almut ;
Singer, Katrin ;
Koehl, Gudrun E. ;
Kolitzus, Marlene ;
Schoenhammer, Gabriele ;
Thiel, Annette ;
Matos, Carina ;
Bruss, Christina ;
Klobuch, Sebastian ;
Peter, Katrin ;
Kastenberger, Michael ;
Bogdan, Christian ;
Schleicher, Ulrike ;
Mackensen, Andreas ;
Ullrich, Evelyn ;
Fichtner-Feigl, Stefan ;
Kesselring, Rebecca ;
Mack, Matthias ;
Ritter, Uwe ;
Schmid, Maximilian ;
Blank, Christian ;
Dettmer, Katja ;
Oefner, Peter J. ;
Hoffmann, Petra ;
Walenta, Stefan ;
Geissler, Edward K. ;
Pouyssegur, Jacques ;
Villunger, Andreas ;
Steven, Andre ;
Seliger, Barbara ;
Schreml, Stephan ;
Haferkamp, Sebastian ;
Kohl, Elisabeth ;
Karrer, Sigrid ;
Berneburg, Mark ;
Herr, Wolfgang ;
Mueller-Klieser, Wolfgang ;
Renner, Kathrin ;
Kreutz, Marina .
Cell Metabolism, 2016, 24 (05) :657-671
[6]
Immunobiology of human mucin 1 in a preclinical ovarian tumor model [J].
Budiu, R. A. ;
Elishaev, E. ;
Brozick, J. ;
Lee, M. ;
Edwards, R. P. ;
Kalinski, P. ;
Vlad, A. M. .
ONCOGENE, 2013, 32 (32) :3664-3675
[7]
Chan AK, 1999, INT J CANCER, V82, P721, DOI 10.1002/(SICI)1097-0215(19990827)82:5<721::AID-IJC16>3.0.CO
[8]
2-N
[9]
Nomograms for Predicting the Prognostic Value of Pre-Therapeutic CA15-3 and CEA Serum Levels in TNBC Patients [J].
Dai, Danian ;
Chen, Bo ;
Tang, Hailin ;
Wang, Bin ;
Zhao, Zhiping ;
Xie, Xiaoming ;
Wei, Weidong .
PLOS ONE, 2016, 11 (08)
[10]
Deeba F, 2015, Mymensingh Med J, V24, P334