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1.
Cancer Med ; 12(23): 21270-21278, 2023 12.
Article in English | MEDLINE | ID: mdl-37962078

ABSTRACT

OBJECTIVE: Hepatoblastoma (HB) is the most common primary hepatic malignancy in childhood. Relapse occurs in more than 50% of high-risk patients with a high mortality due to ineffective salvage therapies. The purpose of this study is to identify risk factors for relapsed HB and predictors of survival in a single tertiary referral center. METHODS: A retrospective chart review showed 129 surgically treated HB patients from October 2004 to July 2020. Of the cohort, 22 patients presented with relapsed HB. Relapse was defined as re-appearance of malignancy after 4 weeks of normalized AFP and disappearance of all tumors on imaging. RESULTS: Patients with relapsed HB had a 5-year overall survival (OS) of 45.4% compared to 93.1% in those without relapse (p = 0.001). When comparing PRETEXT IV, microvascular invasion, metastatic disease, and age on multivariate logistic regression, only PRETEXT IV was an independent risk factor for relapsed HB with an OR of 2.39 (95% CI: 1.16-4.96; p = 0.019). Mixed epithelial and mesenchymal HB (12/19, 63.2%) was the most common histology of primary tumors while pure epithelial HB (13/15, 86.6%) was the most common relapsed histology. Combination of surgical and medical therapy for relapsed disease was predictive of survival with an HR of 16.3 (95% CI: 1.783-149.091; p = 0.013) compared to only chemotherapy. CONCLUSIONS: This study demonstrates that PRETEXT IV staging is an independent predictor of relapsed disease. The most common relapsed histology was epithelial, suggesting a potential selection or resistance of this component. Surgical resection is a critical component of multimodal therapy for relapsed HB.


Subject(s)
Hepatoblastoma , Liver Neoplasms , Humans , Infant , Hepatoblastoma/surgery , Hepatoblastoma/pathology , Retrospective Studies , Prognosis , Liver Neoplasms/pathology , Recurrence , Treatment Outcome
2.
J Natl Cancer Inst ; 115(6): 733-741, 2023 06 08.
Article in English | MEDLINE | ID: mdl-36951526

ABSTRACT

BACKGROUND: Relative to other pediatric cancers, survival for rhabdomyosarcoma (RMS) has not improved in recent decades, suggesting the need to enhance risk stratification. Therefore, we conducted a genome-wide association study for event-free survival (EFS) and overall survival (OS) to identify genetic variants associated with outcomes in individuals with RMS. METHODS: The study included 920 individuals with newly diagnosed RMS who were enrolled in Children's Oncology Group protocols. To assess the association of each single nucleotide polymorphism (SNP) with EFS and OS, we estimated hazard ratios (HRs) and 95% confidence intervals (CIs) using multivariable Cox proportional hazards models, adjusted for clinical covariates. All statistical tests were two sided. We also performed stratified analyses by histological subtype (alveolar and embryonal RMS) and carried out sensitivity analyses of statistically significant SNPs by PAX3/7-FOXO1 fusion status and genetic ancestry group. RESULTS: We identified that rs17321084 was associated with worse EFS (HR = 2.01, 95% CI = 1.59 to 2.53, P = 5.39 × 10-9) and rs10094840 was associated with worse OS (HR = 1.84, 95% CI = 1.48 to 2.27, P = 2.13 × 10-8). Using publicly available data, we found that rs17321084 lies in a binding region for transcription factors GATA2 and GATA3, and rs10094840 is associated with SPAG1 and RNF19A expression. We also identified that CTNNA3 rs2135732 (HR = 3.75, 95% CI = 2.34 to 5.99, P = 3.54 × 10-8) and MED31 rs74504320 (HR = 3.21, 95% CI = 2.12 to 4.86, P = 3.60 × 10-8) were associated with worse OS among individuals with alveolar RMS. CONCLUSIONS: We demonstrated that common germline variants are associated with EFS and OS among individuals with RMS. Additional replication and investigation of these SNP effects may further support their consideration in risk stratification protocols.


Subject(s)
Rhabdomyosarcoma, Alveolar , Rhabdomyosarcoma , Child , Humans , Genome-Wide Association Study , Rhabdomyosarcoma/genetics , Rhabdomyosarcoma/diagnosis , Rhabdomyosarcoma/pathology , Rhabdomyosarcoma, Alveolar/genetics , Proportional Hazards Models , Germ Cells/pathology , Ubiquitin-Protein Ligases , Mediator Complex/genetics
3.
Clin Gastroenterol Hepatol ; 21(4): 1023-1030.e39, 2023 04.
Article in English | MEDLINE | ID: mdl-35680035

ABSTRACT

BACKGROUND & AIMS: Cirrhosis is the main predisposing condition for hepatocellular carcinoma. Host genetic risk factors have been reported for cirrhosis; however, whether there is a genetic contribution to racial disparities in cirrhosis requires further investigation. METHODS: We used an affected-only mapping by admixture linkage disequilibrium analysis to characterize the genetic risk of cirrhosis in 227 African American patients with cirrhosis genotyped at 19,804 ancestry-informative marker single nucleotide polymorphisms. We additionally performed analyses stratified by hepatitis C virus (HCV) infection status. To replicate our findings, we conducted a case-control analysis in an external study population (452 cases and 196 controls). RESULTS: The mean age of patients was 63.3 years and 98.2% were male. Risk factors for cirrhosis included HCV infection (83.7%) and alcohol abuse (56.4%). In the admixture mapping analysis, we found that European ancestry on chromosome 2q21.1 and African ancestry on chromosome 6p21.2 were associated with increased risk of cirrhosis in African Americans. In the fine-mapping analysis, we identified regions near POTEKP on 2q21.1 (P = .0001) and DNAH8 on 6p21.2 (P = .0017) that were associated with cirrhosis. As the admixture peaks in the HCV-positive patients were the same as those in the overall group, findings in the analysis are reflective of the HCV-positive group. In the replication analysis, the results on chromosome 2 were not significant after adjusting for multiple comparisons, and we could not replicate the results on chromosome 6. CONCLUSIONS: We used admixture mapping to identify novel genomic regions on 2q21.1 and 6p21.2 that may be associated with HCV-related cirrhosis risk in African Americans.


Subject(s)
Black or African American , Hepatitis C , Liver Cirrhosis , Female , Humans , Male , Middle Aged , Black or African American/genetics , Chromosome Mapping/methods , Genotype , Hepacivirus , Hepatitis C/complications , Hepatitis C/genetics , Liver Cirrhosis/genetics , Liver Cirrhosis/virology , Polymorphism, Single Nucleotide
4.
Circ Cardiovasc Genet ; 8(1): 106-13, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25552592

ABSTRACT

BACKGROUND: Admixture mapping of lipids was followed-up by family-based association analysis to identify variants for cardiovascular disease in African Americans. METHODS AND RESULTS: The present study conducted admixture mapping analysis for total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. The analysis was performed in 1905 unrelated African American subjects from the National Heart, Lung and Blood Institute's Family Blood Pressure Program (FBPP). Regions showing admixture evidence were followed-up with family-based association analysis in 3556 African American subjects from the FBPP. The admixture mapping and family-based association analyses were adjusted for age, age(2), sex, body mass index, and genome-wide mean ancestry to minimize the confounding caused by population stratification. Regions that were suggestive of local ancestry association evidence were found on chromosomes 7 (low-density lipoprotein cholesterol), 8 (high-density lipoprotein cholesterol), 14 (triglycerides), and 19 (total cholesterol and triglycerides). In the fine-mapping analysis, 52 939 single-nucleotide polymorphisms (SNPs) were tested and 11 SNPs (8 independent SNPs) showed nominal significant association with high-density lipoprotein cholesterol (2 SNPs), low-density lipoprotein cholesterol (4 SNPs), and triglycerides (5 SNPs). The family data were used in the fine-mapping to identify SNPs that showed novel associations with lipids and regions, including genes with known associations for cardiovascular disease. CONCLUSIONS: This study identified regions on chromosomes 7, 8, 14, and 19 and 11 SNPs from the fine-mapping analysis that were associated with high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides for further studies of cardiovascular disease in African Americans.


Subject(s)
Black or African American/genetics , Cholesterol, HDL/genetics , Cholesterol, LDL/genetics , Chromosome Mapping , Chromosomes, Human/genetics , Polymorphism, Single Nucleotide , Triglycerides/genetics , Adult , Aged , Aged, 80 and over , Cardiovascular Diseases/ethnology , Cardiovascular Diseases/genetics , Family , Female , Humans , Male , Middle Aged
5.
J Hypertens ; 30(10): 1970-6, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22914544

ABSTRACT

OBJECTIVE: Genetic variants in 296 genes in regions identified through admixture mapping of hypertension, BMI, and lipids were assessed for association with hypertension, blood pressure (BP), BMI, and high-density lipoprotein cholesterol (HDL-C). METHODS: This study identified coding SNPs identified from HapMap2 data that were located in genes on chromosomes 5, 6, 8, and 21, wherein ancestry association evidence for hypertension, BMI, or HDL-C was identified in previous admixture mapping studies. Genotyping was performed in 1733 unrelated African-Americans from the National Heart, Lung and Blood Institute's Family Blood Pressure Project, and gene-based association analyses were conducted for hypertension, SBP, DBP, BMI, and HDL-C. A gene score based on the number of minor alleles of each SNP in a gene was created and used for gene-based regression analyses, adjusting for age, age, sex, local marker ancestry, and BMI, as applicable. An individual's African ancestry estimated from 2507 ancestry-informative markers was also adjusted for to eliminate any confounding due to population stratification. RESULTS: CXADR (rs437470) on chromosome 21 was associated with SBP and DBP with or without adjusting for local ancestry (P < 0.0006). F2RL1 (rs631465) on chromosome 5 was associated with BMI (P = 0.0005). Local ancestry in these regions was associated with the respective traits as well. CONCLUSION: This study suggests that CXADR and F2RL1 likely play important roles in BP and obesity variation, respectively; and these findings are consistent with those of other studies, so replication and functional analyses are necessary.


Subject(s)
Black or African American/genetics , Blood Pressure/genetics , Coxsackie and Adenovirus Receptor-Like Membrane Protein/genetics , Obesity/genetics , Receptors, Thrombin/genetics , Chromosomes, Human, Pair 21 , Female , Humans , Male , Obesity/ethnology , Polymorphism, Single Nucleotide
6.
BMC Cancer ; 12: 243, 2012 Jun 13.
Article in English | MEDLINE | ID: mdl-22695491

ABSTRACT

BACKGROUND: Aberrant promoter CpG island hypermethylation is associated with transcriptional silencing. Tumor suppressor genes are the key targets of hypermethylation in breast cancer and therefore may lead to malignancy by deregulation of cell growth and division. Our previous pilot study with pairs of malignant and normal breast tissues identified correlated methylation of two pairs of genes - HIN-1/RASSFIA and RIL/CDH13 - with expression of estrogen receptors (ER), progesterone receptors (PR), and HER2 (HER2). To determine the impact of methylation on clinical outcome, we have conducted a larger study with breast cancers for which time to first recurrence and overall survival are known. METHODS: Tumors from 193 patients with early stage breast cancer who received no adjuvant systemic therapy were used to analyze methylation levels of RIL, HIN-1, RASSF1A and CDH13 genes for associations with known predictive and prognostic factors and for impact on time to first recurrence and overall survival. RESULTS: In this study, we found that ER was associated with RASSF1A methylation (p < 0.001) and HIN-1 methylation (p = 0.002). PR was associated with RIL methylation (p = 0.012), HIN-1 (p = 0.002), and RASSF1A methylation (p = 0.019). Tumor size was associated with RIL and CDH13 methylation (both p = 0.002), and S-phase was associated with RIL methylation (p = 0.036). Only RASSF1A was associated with worse time to first recurrence (p = 0.045) and worse overall survival (p = 0.016) after adjusting for age, tumor size, S-phase, estrogen receptor and progesterone receptor. CONCLUSIONS: Methylation of HIN-1, RASSF1A, RIL and CDH13 in breast cancers was associated with clinical characteristics, but only RASSF1A methylation was associated with time to first recurrence and overall survival. Our data suggest that RASSF1A methylation could be a potential prognostic biomarker.


Subject(s)
Breast Neoplasms/diagnosis , Breast Neoplasms/genetics , Cadherins/genetics , Cytokines/genetics , DNA Methylation , DNA-Binding Proteins/genetics , LIM Domain Proteins/genetics , Tumor Suppressor Proteins/genetics , Adult , Aged , Aged, 80 and over , Breast Neoplasms/mortality , CpG Islands , Female , Humans , Middle Aged , Neoplasm Staging , Prognosis , Promoter Regions, Genetic , Receptor, ErbB-2/genetics , Receptor, ErbB-2/metabolism , Receptors, Estrogen/genetics , Receptors, Estrogen/metabolism , Receptors, Progesterone/genetics , Receptors, Progesterone/metabolism , Recurrence
7.
Clin Cancer Res ; 17(12): 4177-86, 2011 Jun 15.
Article in English | MEDLINE | ID: mdl-21459801

ABSTRACT

PURPOSE: ERα and PR levels are critical determinants for breast cancer prognosis and response to endocrine therapy. Although PR is known to be silenced by methylation of its promoter, few studies have correlated methylation with PR levels and outcome in breast cancer. There is only one previous small study comparing methylation of the two PR isoforms, PRA and PRB, which are expressed from different promoters, and finally, there is no prior knowledge of associations between isoform-specific methylation and outcome. EXPERIMENTAL DESIGN: We conducted a cohort-based study to test for associations between PRA and PRB methylation, expression, and clinical outcome in tamoxifen-treated patients (n = 500), and in patients who underwent surgery only (n = 500). Methylation and PR levels were measured by bisulfite pyrosequencing and ligand-binding assay, respectively. RESULTS: Low PR levels were significantly associated with worse outcome in all patients. PRA and PRB promoters were methylated in 9.6% and 14.1% of the breast tumors, respectively. The majority (74%) of PR-negative tumors were not methylated despite the significant inverse correlation of methylation and PR levels. PRA methylation was significantly associated with PRB methylation, although a subset of tumors had PRA only (3.9%) or PRB only (8.3%) methylated. Methylation of PRA, but not PRB was significantly associated with worse outcome in the tamoxifen-treated group. CONCLUSIONS: Mechanisms other than promoter methylation may be more dominant for loss of PR. Isoform-specific methylation events suggest independent regulation of PRA and PRB. Finally, this article shows for the first time that PRA methylation plays a unique role in tamoxifen-resistant breast cancer.


Subject(s)
Breast Neoplasms/diagnosis , Breast Neoplasms/physiopathology , DNA Methylation , Promoter Regions, Genetic/genetics , Receptors, Progesterone/metabolism , Adult , Aged , Antineoplastic Agents, Hormonal/therapeutic use , Breast Neoplasms/drug therapy , Breast Neoplasms/genetics , Breast Neoplasms/mortality , Female , Gene Expression Regulation, Neoplastic/genetics , Gene Order , Humans , Middle Aged , Prognosis , Protein Isoforms/metabolism , Receptors, Estrogen/genetics , Receptors, Progesterone/genetics , Survival Analysis , Tamoxifen/therapeutic use , Treatment Outcome
8.
BMC Proc ; 5 Suppl 9: S34, 2011 Nov 29.
Article in English | MEDLINE | ID: mdl-22373039

ABSTRACT

For the family data from Genetic Analysis Workshop 17, we obtained heritability estimates of quantitative traits Q1 and Q4 using the ASSOC program in the S.A.G.E. software package. ASSOC is a family-based method that estimates heritability through the estimation of variance components. The covariate-adjusted mean heritability was 0.650 for Q1 and 0.745 for Q4. For the unrelated individuals data, we estimated the heritability of Q1 as the proportion of total variance that can be accounted for by all single-nucleotide polymorphisms under an additive model. We examined a novel ordinary least-squares method, a naïve restricted maximum-likelihood method, and a calibrated restricted maximum-likelihood method. We applied the different methods to all 200 replicates for Q1. We observed that the ordinary least-squares method yielded many estimates outside the interval [0, 1]. The restricted maximum-likelihood estimates were more stable than the ordinary least-squares estimates. The naïve restricted maximum-likelihood method yielded an average estimate of 0.462 ± 0.1, and the calibrated restricted maximum-likelihood method yielded an average of 0.535 ± 0.121. Our results demonstrate discrepancies in heritability estimates using the family data and the unrelated individuals data.

9.
Carcinogenesis ; 31(8): 1417-23, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20554749

ABSTRACT

Twenty-nine single-nucleotide polymorphisms (SNPs) from previously published genome-wide association studies (GWAS) and multiple ancestry informative markers were genotyped in the Carolina Breast Cancer Study (CBCS) (742 African-American (AA) cases, 1230 White cases; 658 AA controls, 1118 White controls). In the entire study population, 9/10 SNPs in fibroblast growth factor receptor 2 (FGFR2) were significantly associated with breast cancer after adjusting for age, race and European ancestry [odds ratios (OR) range 1.17-1.81]. Associations were observed for SNPs in FGFR2, LSP1, H19, TLR1/TLR6 and RELN for AA; FGFR2, TNRC9, H19 and MAP3K1 for Whites; FGFR2, TNRC9, Msc5A1 and chromosome 8q for women > or =50 years old and FGFR2 and TNRC9 for women <50 years old. FGFR2 haplotypes based upon rs11200014, rs2981579, rs1219648 and rs2420946 were associated with increased risk of breast cancer, including the GTGT haplotype in AAs [OR = 1.27, 95% confidence interval (CI) 1.04-1.56] and younger women of either race [OR = 1.35, 95% CI 1.02-1.78) and the ATGT haplotype in Whites (OR = 1.30, 95% CI 1.15-1.46). Recent GWAS hits for breast cancer in Europeans and Whites (i.e. women of European descent) thus showed evidence of replication among AAs and Whites in the CBCS. Several new haplotypes were associated with breast cancer in AA and younger women, particularly the FGFR2 GTGT haplotype. These results highlight the need to conduct GWAS among younger women and in a variety of racial-ethnic populations.


Subject(s)
Black People/genetics , Breast Neoplasms/genetics , Genome-Wide Association Study , Receptor, Fibroblast Growth Factor, Type 2/genetics , Adult , Age of Onset , Aged , Breast Neoplasms/epidemiology , Caspase 8/genetics , Confidence Intervals , DNA, Neoplasm/blood , DNA, Neoplasm/genetics , DNA, Neoplasm/isolation & purification , Female , Genes, Dominant , Humans , Mediator Complex/genetics , Middle Aged , Models, Genetic , Odds Ratio , Polymorphism, Single Nucleotide/genetics , Reelin Protein , Young Adult
10.
Cancer ; 116(5): 1234-42, 2010 Mar 01.
Article in English | MEDLINE | ID: mdl-20082448

ABSTRACT

BACKGROUND: Epidermal growth factor receptor (EGFR) expression is associated with aggressive phenotypes in preclinical breast cancer models, but in clinical studies, EGFR has been inconsistently linked to poor outcome. We hypothesized that EGFR expression in human breast tumors, when centrally and uniformly assessed, is associated with an aggressive phenotype and resistance to systemic therapy. METHODS: In a database of 47,286 patients with breast cancer, EGFR status was known on 2567 tumors. EGFR levels were measured centrally by ligand binding assay, and tumors with > or =10 fmol/mg were prospectively deemed positive. Clinical and biological features of EGFR-positive and EGFR-negative tumors were compared. Clinical outcomes were assessed by systemic therapy status. RESULTS: Of 2567 tumors, 475 (18%) were EGFR positive. EGFR-positive tumors were more common in younger and in black women, were larger, had a higher S-phase fraction, and were more likely to be aneuploid. EGFR-positive tumors were more likely to be HER2-positive (26% vs 16%, P < .0001), but less likely to be estrogen receptor-positive (60% vs 88%, P < .0001) or progesterone receptor-positive (26% vs 65%, P < .0001). In multivariate analyses, EGFR expression independently correlated with worse disease-free survival (hazard ratio [HR] = 1.66; 95% confidence interval [CI], 1.4-2.41, P = .007) and overall survival (HR = 1.98, 95% CI, 1.36-2.88, P = .0004) in treated patients, but not in untreated patients. CONCLUSIONS: EGFR expression is more common in breast tumors in younger and black women. It is associated with lower hormone receptor levels, higher proliferation, genomic instability, and HER2 overexpression. It is correlated with higher risk of relapse in patients receiving adjuvant treatment. Blocking EGFR may improve outcome in selected patients.


Subject(s)
Breast Neoplasms/metabolism , ErbB Receptors/metabolism , Age Factors , Breast Neoplasms/mortality , Breast Neoplasms/pathology , Ethnicity , Female , Frozen Sections , Humans , Lymphatic Metastasis , Middle Aged , Neoplasms, Hormone-Dependent/metabolism , Phenotype , Prognosis , Treatment Outcome
11.
Pediatr Blood Cancer ; 51(5): 647-51, 2008 Nov.
Article in English | MEDLINE | ID: mdl-18623200

ABSTRACT

BACKGROUND: Transcranial Doppler ultrasound (TCD) has been demonstrated to be a powerful predictor of stroke risk due to sickle cell disease (SCD) in pediatric populations. Little is known about how this healthcare innovation has disseminated into preventive care for SCD. The objective of this study was to determine TCD screening rates and modifiable patient barriers in children with SCD. PROCEDURE: We retrospectively assessed the screening of 207 children with SCD at the Texas Children's Sickle Cell Center over a 3-year period (2004-2006). Demographics, adherence to comprehensive care visits, severity of disease, and distance from the sickle cell center were obtained from computerized medical record databases. Screenings cancelled or missed by patients were extracted from a computerized order entry system. RESULTS: The average yearly screening rate for eligible patients was 45%. The average yearly cancellation rate by patients was 20%. Patient with private insurance were three times more likely to be compliant with ordered screenings than patients with Medicaid (P = 0.0077). Patients adherent to hematology comprehensive care visits more likely underwent ordered screenings than those who were not (P = 0.0386). When given at least one opportunity per year, providers, on average, ordered TCD screening 74% of the time when it was indicated. CONCLUSIONS: Despite evidence that routine screening to assess stroke risk is vital to the preventive care of SCD, implementation of this healthcare technology may be slow to disseminate due to patient and provider related factors.


Subject(s)
Anemia, Sickle Cell/complications , Mass Screening/statistics & numerical data , Patient Compliance/statistics & numerical data , Quality of Health Care , Stroke/diagnosis , Child , Child, Preschool , Female , Health Knowledge, Attitudes, Practice , Humans , Male , Mass Screening/methods , Socioeconomic Factors , Ultrasonography, Doppler, Transcranial
12.
Ann Surg ; 247(5): 732-8, 2008 May.
Article in English | MEDLINE | ID: mdl-18438108

ABSTRACT

OBJECTIVE: This study aims to examine the role of surgery in patients with stage IV breast cancer. BACKGROUND: Historically, women who present with metastatic breast cancer are not offered surgical treatment. However, recent reports indicate that surgery may improve outcome. Using a large database of women whom presented with stage IV breast cancer, we compared outcome of patients who had resection of their primary cancer to those who did not. METHODS: Of 16,401 patients, 807 had stage IV disease at presentation, and 395 survived >90 days and were included in this analysis. Clinical and tumor characteristics, surgical treatment, and survival were compared for the surgically versus nonsurgically treated patients. RESULTS: Two hundred and forty-two patients (61.3%) had definitive surgery for their primary tumor and 153 (38.7%) did not. Patients who underwent surgery were significantly older, were more likely to be white, more often had hormone receptor positive disease, had small primary tumors, and had fewer metastatic sites and less visceral involvement. The median survival of surgically treated patients was 27.1 months versus 16.8 months for patients without surgical resection (P < 0.0001). In multivariate analysis, which included surgical treatment, age, race, estrogen and progesterone receptor status, number of metastatic sites, and presence of visceral metastases, surgery remained an independent factor associated with improved survival (P = 0.006). CONCLUSION: Patients with stage IV breast cancer who had definitive surgical treatment of their primary tumors had more favorable disease characteristics. However, after adjustment for these characteristics, surgical treatment remained an independent factor associated with improved survival.


Subject(s)
Breast Neoplasms/mortality , Breast Neoplasms/surgery , Carcinoma, Ductal, Breast/mortality , Carcinoma, Ductal, Breast/surgery , Carcinoma, Lobular/mortality , Carcinoma, Lobular/surgery , Mastectomy , Adult , Aged , Aged, 80 and over , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/secondary , Carcinoma, Lobular/secondary , Cohort Studies , Databases, Factual , Female , Humans , Kaplan-Meier Estimate , Middle Aged , Neoplasm Staging , Retrospective Studies , Survival Rate , Treatment Outcome
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