A Competing Nomogram to Predict Survival Outcomes in Invasive Micropapillary Breast Cancer

被引:21
作者
Li, Dan [1 ]
Zhong, Chenhan [1 ]
Cheng, Yi [1 ]
Zhu, Ning [1 ]
Tan, Yinuo [1 ]
Zhu, Lizhen [1 ]
Xu, Dong [2 ,3 ,4 ,5 ]
Yuan, Ying [1 ,3 ,4 ,5 ]
机构
[1] Zhejiang Univ, Affiliated Hosp 2, Dept Med Oncol, Sch Med, 88 Jiefang Rd, Hangzhou 310000, Zhejiang, Peoples R China
[2] Zhejiang Univ, Affiliated Hosp 2, Dept Surg Oncol, Sch Med, Hangzhou, Zhejiang, Peoples R China
[3] Chinese Natl Minist Educ, Canc Inst, Key Lab Canc Prevent & Intervent, Hangzhou, Zhejiang, Peoples R China
[4] Key Lab Mol Biol Med Sci, Hangzhou, Zhejiang, Peoples R China
[5] Zhejiang Univ, Affiliated Hosp 2, Sch Med, Hangzhou, Zhejiang, Peoples R China
关键词
invasive micropapillary carcinoma; tumor characteristics; survival outcomes; nomogram; CARCINOMA; MODEL;
D O I
10.7150/jca.27955
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Although it is widely accepted that invasive micropapillary carcinoma (IMPC) presents more aggressive behavior and has a higher aggressive behavior, the prognosis of IMPC compared with invasive ductal carcinoma (IDC) remains controversial. We conducted this study to explore gene expression profiles of IMPC and establish a competing nomogram that predicts the survival outcomes across these two groups of patients. Methods: Data from the Surveillance, Epidemiology, and End Results (SEER) database were reviewed. Propensity score matching (PSM) was used to adjust for potential baseline confounding between IMPC and IDC group. The Kaplan-Meier method was used to calculate the occurrence of overall mortality. The Gray method was used to estimate the rate of breast cancer specific death (BCSD). A competing regression model was used to evaluate factors associated with BCSD. A nomogram based on the competing risk regression model was established to predict individual outcomes. IMPC-specific gene expression profiles were explored using microarrays data from the Gene Expression Omnibus (GEO) database. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes pathway (KEGG) enrichment analyses were performed. Results: In this study, 330786 (99.62%) patients with IDC 1247 (0.38%) patients with IMPC were included. Patients with IMPC had more lymph node involvement and a larger tumor size compared with those with IDC. After PSM, many distributional differences were eliminated, showing that the IMPC and IDC group were more similar. Patients with IMPC had a favorable prognosis with statistical significance compared with patients with IDC (overall mortality HR = 0.68; 95% CI, 0.53-0.86; P = 0.002). Based on Gray method, patients with IMPC had a favorable prognosis with significant statistical significance compared with patients with IDC (BCSD SHR = 0.64; 95%CI, 0.47-0.88; P = 0.006). Multivariate analysis based on competing risk model demonstrated that IMPC was a favorable independent factor for BCSD. The nomogram could accurately predict BCSD with a high internal and external validated C-index (0.835, 0.818 respectively). A total of 53 upregulated differentially expressed genes (DEGs) and 40 downregulated DEGs of IMPC was identified. The GO analysis results showed that downregulated DEGs were significantly enriched in extracellular structure organization, extracellular matrix, cell-substrate adhesion junction. KEGG analysis of selective gene sets shows that downregulated DEGs significantly enriched for processes related to carbon metabolism, Rap1 signaling pathway. Conclusion: In the current study, IMPC accounted for 0.38% of the entire cohort. IMPC was found to be a favorable independent prognostic factor. The present study identified gene expression profiles and signal pathways of IMPC. The developed nomogram can help the oncologists to predict individual outcomes more accurately.
引用
收藏
页码:6801 / 6812
页数:12
相关论文
共 37 条
[11]   Invasive Micropapillary Carcinoma of the Breast: A Clinicopathologic Study of 103 Cases of an Unusual and Highly Aggressive Variant of Breast Carcinoma [J].
Gokce, Hasan ;
Durak, Merih Guray ;
Akin, Mehmet Mustafa ;
Canda, Tulay ;
Balci, Pinar ;
Ellidokuz, Hulya ;
Demirkan, Binnaz ;
Gorken, Ilknur Bilkay ;
Sevinc, Ali Ibrahim ;
Kocdor, Mehmet Ali ;
Saydam, Serdar ;
Harmancioglu, Omer .
BREAST JOURNAL, 2013, 19 (04) :374-381
[12]   Micropapillary breast carcinoma is characterized by deregulation of genes involved in cell division control [J].
Gruel, Nadege ;
Benhamo, Vanessa ;
Popova, Tatiana ;
Gauthier, Arnaud ;
Cascone, Ilaria ;
Arnould, Laurent ;
Freneaux, Paul ;
Cedenot, Aurelie ;
Mariani, Odette ;
Bhalshankar, Jaydutt ;
Pierron, Gaelle ;
de Cremoux, Patricia ;
Reyal, Fabien ;
Alran, Severine ;
Cottu, Paul ;
Fourquet, Alain ;
Sastre, Xavier ;
Stern, Marc-Henri ;
Camonis, Jacques ;
Delattre, Olivier ;
Vincent-Salomon, Anne .
CANCER RESEARCH, 2012, 72
[13]   LIN7A is a major determinant of cell-polarity defects in breast carcinomas [J].
Gruel, Nadege ;
Fuhrmann, Laetitia ;
Lodillinsky, Catalina ;
Benhamo, Vanessa ;
Mariani, Odette ;
Cedenot, Aurelie ;
Arnould, Laurent ;
Macgrogan, Gaetan ;
Sastre-Garau, Xavier ;
Chavrier, Philippe ;
Delattre, Olivier ;
Vincent-Salomon, Anne .
BREAST CANCER RESEARCH, 2016, 18
[14]   Polarity gene alterations in pure invasive micropapillary carcinomas of the breast [J].
Gruel, Nadege ;
Benhamo, Vanessa ;
Bhalshankar, Jaydutt ;
Popova, Tatiana ;
Freneaux, Paul ;
Arnould, Laurent ;
Mariani, Odette ;
Stern, Marc-Henri ;
Raynal, Virginie ;
Sastre-Garau, Xavier ;
Rouzier, Roman ;
Delattre, Olivier ;
Vincent-Salomon, Anne .
BREAST CANCER RESEARCH, 2014, 16 (03)
[15]   Clinicopathological significance of invasive micropapillary carcinoma component in invasive breast carcinoma [J].
Ide, Yoshimi ;
Horii, Rie ;
Osako, Tomo ;
Ogura, Kaoru ;
Yoshida, Reiko ;
Iwase, Takuji ;
Akiyama, Futoshi .
PATHOLOGY INTERNATIONAL, 2011, 61 (12) :731-736
[16]   Clinical and pathologic features of invasive micropapillary carcinoma [J].
Kuroda H. ;
Sakamoto G. ;
Ohnisi K. ;
Itoyama S. .
Breast Cancer, 2004, 11 (2) :169-174
[17]   Competing nomograms help in the selection of elderly patients with colon cancer for adjuvant chemotherapy [J].
Li, Dan ;
Zhong, Chenhan ;
Tang, Xiujun ;
Yu, Linzhen ;
Ding, Kefeng ;
Yuan, Ying .
JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2018, 144 (05) :909-923
[18]   Invasive micropapillary carcinoma of the breast had poor clinical characteristics but showed no difference in prognosis compared with invasive ductal carcinoma [J].
Li, Guanqiao ;
Yang, Shiping ;
Yao, Jia ;
Wang, Zhenping ;
Yao, Guangyu ;
Liu, Mingfeng ;
Ye, Changsheng .
WORLD JOURNAL OF SURGICAL ONCOLOGY, 2016, 14
[19]   Causal effects in clinical and epidemiological studies via potential outcomes: Concepts and analytical approaches [J].
Little, RJ ;
Rubin, DB .
ANNUAL REVIEW OF PUBLIC HEALTH, 2000, 21 :121-145
[20]  
Liu Y, 2014, PLOS ONE, V9, DOI [10.1371/journal.pone.0095043, 10.1371/journal.pone.0110611, 10.1371/journal.pone.0086026]