Survival after treatment for breast cancer in a geographically defined population

Prognostic factors for cancer-specific survival in 220 patients with breast cancer: A single center experience

OBJECTIVES

Hospital-based breast cancer survival studies are scarce in western Iran. Furthermore, the relationship between breast cancer survival and clinical parameters has been extensively studied, but many of the findings come from developing countries. This paper aims to estimate the survival of hospital-based breast cancer patients and its predictor factors.

METHOD

This retrospective analysis was conducted on 578 patients with primary breast cancer who underwent surgery between 2004 and 2020. Information was collected from medical reports by the Hospital information system in Imam Reza Hospital, Kermanshah, Iran. One-, 2-, 5-, and 10-year breast cancer-specific survival has been calculated using the Kaplan-Meier process. Crude and adjusted Hazard Ratios (HR) were calculated using the Cox proportional regression model.

RESULT

One-, 2-, and 5-year overall breast cancer survival were 219 (99.54%), 196 (89.09%), 159 (72.27%), and 70 (31.81%), respectively. Univariate analysis of breast cancer patients with tumor-related variables revealed that factors such as age, menopause status, lymph node metastasis, number of lymph nodes, organ metastasis, and stage of disease were significantly associated with disease-specific survival (p < .05). Multivariate analysis demonstrated that metastasis (HR = 41.77, 95% CI: 15.3-114.15) and lymph node metastasis (HR = 5.26, 95% CI: 1.9-14.6) were significantly related to survival.

CONCLUSION

The findings demonstrate that survival is relatively low and is consistent with late-stage disease diagnosis. It is believed that this is due to a poor level of awareness, lack of screening programs, and subsequent late access to treatment.

Survival patterns of invasive lobular and invasive ductal breast cancer in a large population-based cohort with two decades of follow up

BACKGROUND

Invasive lobular carcinoma (ILC) comprises 8-15 % of all invasive breast cancers and large population-based studies with >10 years of follow-up are rare. Whether ILC has a long-time prognosis different from that of invasive ductal carcinoma, (IDC) remains controversial.

PURPOSE

To investigate the excess mortality rate ratio (EMRR) of patients with ILC and IDC and to correlate survival with clinical parameters in a large population-based cohort.

MATERIAL AND METHODS

From 1989 through 2006, we identified 17,481 patients diagnosed with IDC (n = 14,583) or ILC (n = 2898), younger than 76 years from two Swedish Regional Cancer Registries. Relative survival (RS) during 20 years of follow up was analysed.

RESULTS

ILC was significantly associated with older age, larger tumours, ER positivity and well differentiated tumours. We noticed an improved survival for patients with ILC during the first five years, excess mortality rate ratio (EMRR) 0.64 (CI 95 % 0.53-0.77). This was shifted to a significant decreased survival 10-15 years after diagnosis (EMRR 1.49, CI 95 % 1.16-1.93). After 20 years the relative survival rates were similar, 0.72 for ILC and 0.73 for IDC.

CONCLUSIONS

During the first five years after surgery, the EMRR was lower for patients with ILC as compared to patients with IDC, but during the years 10-15 after surgery, we observed an increased EMRR for patients with ILC as compared to IDC. These EMRR between ILC and IDC were statistically significant but the absolute difference in excess mortality between the two groups was small.

The Global and Regional Survival Rate of Women With Breast Cancer: A Systematic Review and Meta-analysis

Breast cancer is the most common cancer among women in the world. The aim of this study was to measure the global and regional survival rates of women with breast cancer. We searched Medline/PubMed, Web of Science, Scopus, and Google Scholar to identify cohort studies on the survival rate of women with primary invasive breast cancer until the end of June 2017. We used random effect models to estimate the pooled 1-, 3-, 5-, and 10-year survival rates. Subgroup analysis and meta-regression models were used to investigate the potential sources of heterogeneity. One hundred twenty-six studies were included in the meta-analysis. Between-study heterogeneities in the 1-, 3-, 5-, and 10-year survival rates were significantly high (all I²s > 50%; P = .001). The global 1-, 3-, 5-, and 10-year pooled survival rates in women with breast cancer were 0.92 (95% confidence interval [CI], 0.90-0.94), 0.75 (95% CI, 0.71-0.79), 0.73 (95% CI, 0.71-0.75), and 0.61% (95% CI, 0.54-0.67), respectively. Subgroup analysis revealed that survival rates varied in different World Health Organization regions, age and stage at diagnosis, year of the studies, and degree of development of countries. Meta-regression indicated that year of the study (β = 0.07; P = .002) and development of country (β = -0.1; P = .0001) were potential sources of heterogeneity. The survival rate was improved in recent decades; however, it is lower in developing regions than developed ones.

Breast cancer survival trends in different stages and age groups - a population-based study 1989-2013

BACKGROUND

During the recent decades, breast cancer survival has gradually improved but there is limited knowledge on the improvement in population-based studies of patients diagnosed with different stages of the disease and in different age groups.

PATIENTS AND METHODS

In two Swedish health care regions a total of 42,220 female breast cancer patients below 90 years of age were diagnosed between 1989 and 2013. They were treated and followed according to national and regional guidelines and formed a population-based cohort.

RESULTS

Using patients diagnosed in 1989-1993 as a reference to the relative risk, 5-year mortality decreased with 49% for patients diagnosed at the end of the observation period (CI 95% 45-58). The mortality tended to decrease for patients with all stages of breast cancer and test for trend resulted in a statistically significant improvement over time in 5-year relative survival in stage III and IV and in 10-year survival in stage I and III. For each operable stage of disease, patients aged below 40 years or more than 70 years when diagnosed tended to have less favorable survival than patients diagnosed between 40-69 years of age. Test for trend resulted in statistically significant improvements over time for patients diagnosed at ages below 40, 40-54 and 54-69, but less marked improvements for patients older than 70 when diagnosed.

CONCLUSIONS

During the period 1989-2013 the relative risk of 5-year mortality decreased with 49%. Improvements were seen in all age groups but were unevenly distributed between stages and age groups pointing to the need for further improvements for younger and elderly patients.

Bladder Metastases from Breast Cancer: Managing the Unexpected. A Systematic Review

Breast cancer (BrC) has the highest incidence among females world over and it is one of the most common causes of death from cancer overall. Its high mortality is mostly due to its propensity to rapidly spread to other organs through lymphatic and blood vessels in spite of proper treatment. Bladder metastases from BrC are rare, with 50 cases having been reported in the last 60 years. This review aims to discuss some critical points regarding this uncommon condition. First, we performed a systematic review of the literature in order to draw a clinical and pathological profile of this entity. On this basis, its features in terms of diagnostic issues, imaging techniques, and survival are critically examined. Most bladder metastases from BrC are secondary lobular carcinoma, which mimic very closely the rare variant of urothelial cancer with lobular carcinoma-like features (uniform cells with an uncohesive single-cell, diffusely invasive growth pattern); thus, immunohistochemistry is mandatory to arrive at a correct diagnosis. This article summarizes the current knowledge regarding the incidence, clinical presentation, diagnosis, prognosis, and treatment of bladder metastases in patients with BrC.

The overall 5-year survival rate of breast cancer among Iranian women: A systematic review and meta-analysis of published studies

INTRODUCTION

Breast Cancer (BC) is the most prevalent cancer and the second leading cause of cancer-related death among Iranian women. A valid estimation of the 5-year survival rate can improve the current BC treatment programs. The present study aimed to assess the 5-year survival rate through a systematic review of published studies.

METHODS

A systematic search of Medline/PubMed, Scopus, and Science direct as well as Iranian databases was conducted to identify the original articles evaluating the 5-year survival rate of BC among women in Iran. Random effects model was used to estimate the pooled 5-year survival rate. The eligible articles were analyzed using the Stata software.

RESULTS

Our comprehensive literature search identified 11 eligible articles 2 of which were excluded due to reporting the results of a single study. The remaining 9 articles that contained 4815 women diagnosed with BC during 1991-2014 were included in the meta-analysis. The combined 5-year survival rate of BC was estimated to be 67.60%.

DISCUSSION/CONCLUSION

The survival rate of BC was relatively low in Iran compared to developed countries. Hence, more effective measures have to be taken to increase these patients' survival.

No clear effect of postoperative radiotherapy on survival of breast cancer patients with one to three positive nodes: a population-based study

BACKGROUND

In published radiotherapy trials, the failure rate in the control arm among patients with one to three positive nodes is high compared with that seen with modern adjuvant treatments. Therefore, the generalizability of the results has been questioned. The aim of the present study was to compare relative survival in breast cancer patients between two Swedish regions with screening mammography programs and adjuvant treatment guidelines similar with the exception of the indication of radiotherapy for patients with one to three positive nodes.

PATIENTS AND METHODS

Between 1989 and 2006, breast cancer patients were managed very similarly in the west and southeast regions, except for indication for postoperative radiotherapy. In patients with one to three positive nodes, postmastectomy radiotherapy was generally given in the southeast region (89% of all cases) and generally not given in the west region (15% of all cases). For patients with one to three positive nodes who underwent breast-conserving surgery, patients in the west region had breast radiotherapy only, while patients in the southeast region had both breast and lymph nodes irradiated.

RESULTS

The 10-year relative survival for patients with one to three positive lymph nodes was 78% in the west region and 77% in the southeast region (P = 0.12). Separate analyses depending on type of surgery, as well as number of examined nodes, also revealed similar relative survival.

CONCLUSION

Locoregional postoperative radiotherapy has well-known side-effects, but in this population-based study, there was little or no influence of this type of radiotherapy on survival when one to three lymph nodes were involved.

Akt2 expression is associated with good long-term prognosis in oestrogen receptor positive breast cancer

INTRODUCTION

Akt is a signalling modulator for many cellular processes, including metabolism, cell proliferation, cell survival and cell growth. Three isoforms of Akt have been identified, but only a few studies have concerned the isoform-specific roles in the prognosis of breast cancer patients. The aim of this study was to investigate the prognostic value of v-akt murine thymoma viral oncogene homologue 1 (Akt1) and v-akt murine thymoma viral oncogene homologue 2 (Akt2) in oestrogen receptor positive (ER+) and oestrogen receptor negative (ER-) breast cancer with long-term follow-up.

MATERIAL AND METHODS

The expression of Akt in tumour tissue was analysed with immunohistochemistry in a cohort of 272 postmenopausal patients with stage II breast cancer. The median follow-up time was 19 years. Hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated using the Cox's proportional hazards model.

RESULTS

The risk of distant recurrence was reduced for patients with ER+ tumours expressing Akt2 compared to patients with no Akt2 expression (HR=0.49, 95% CI 0.29-0.82, p=0.007). When adjusting for important clinical tumour characteristics and treatment, Akt2 was still an independent prognostic factor (HR=0.38, 95% CI 0.21-0.68, p=0.001) and the association remained long-term. The prognostic value of Akt2 increased with higher oestrogen receptor levels from no effect among patients with ER- tumours to 68% risk reduction for the group with high ER-levels (P for trend=0.042). Akt1 showed no significant prognostic information.

CONCLUSION

Our results indicate that Akt2 expression is associated with a lower distant recurrence rate for patients with ER+ tumours and that this association remains long-term. The prognostic value of Akt2 increases with higher oestrogen receptor expression, motivating further mechanistic studies on the role of Akt2 in ER+ breast cancer.

Lactate and glycine-potential MR biomarkers of prognosis in estrogen receptor-positive breast cancers

Breast cancer is a heterogeneous disease with a variable prognosis. Clinical factors provide some information about the prognosis of patients with breast cancer; however, there is a need for additional information to stratify patients for improved and more individualized treatment. The aim of this study was to examine the relationship between the metabolite profiles of breast cancer tissue and 5-year survival. Biopsies from breast cancer patients (n=98) were excised during surgery and analyzed by high-resolution magic angle spinning MRS. The data were analyzed by multivariate principal component analysis and partial least-squares discriminant analysis, and the findings of important metabolites were confirmed by spectral integration of the metabolite peaks. Predictions of 5-year survival using metabolite profiles were compared with predictions using clinical parameters. Based on the metabolite profiles, patients with estrogen receptor (ER)-positive breast cancer (n=71) were separated into two groups with significantly different survival rates (p=0.024). Higher levels of glycine and lactate were found to be associated with lower survival rates by both multivariate analyses and spectral integration, and are suggested as biomarkers for breast cancer prognosis. Similar metabolic differences were not observed for ER-negative patients, where survivors could not be separated from nonsurvivors. Predictions of 5-year survival of ER-positive patients using metabolite profiles gave better and more robust results than those using traditional clinical parameters. The results imply that the metabolic state of a tumor may provide additional information concerning breast cancer prognosis. Further studies should be conducted in order to evaluate the role of MR metabolomics as an additional clinical tool for determining the prognosis of patients with breast cancer.

Lack of survival gain for elderly women with breast cancer

BACKGROUND

The number of elderly women with breast cancer is increasing and will become a major health concern. However, little is known about the optimal treatment for this age group. The aim of this study was to describe time trends for the overall Dutch breast cancer cohort with an emphasis on differences between young and elderly patients.

METHODS

All adult female patients diagnosed in 1995-2005 were selected from the Netherlands Cancer Registry. Relative excess risks for death (adjusted for stage, histology, treatment, and grade) were estimated using a multivariate generalized linear model with a Poisson distribution, based on collapsed relative survival data, using exact survival times.

RESULTS

Overall, 127,805 patients were included. Treatment of patients aged ≥75 years changed significantly over time: they received less surgery, more adjuvant hormonal treatment and chemotherapy, and more hormonal treatment without surgery. In contrast to younger patients, the relative survival did not improve significantly over time for elderly patients. With increasing age, the observed-expected death ratio decreased to almost 1.0.

CONCLUSION

Survival for elderly patients with breast cancer did not improve significantly. Observed-expected death ratios in the elderly are close to 1, indicating that excess mortality is low. Elderly patients with breast cancer have a higher risk for overtreatment and undertreatment, with a delicate therapeutic balance between breast cancer survival gain and potential toxicities. To improve breast cancer survival in the elderly, a critical reappraisal is needed of costs and benefits of hormonal as well as other treatments, and better selection of patients who can benefit from available therapies is warranted.

Improved survival for women with stage I breast cancer in south-east Sweden: a comparison between two time periods before and after increased use of adjuvant systemic therapy

PURPOSE

Continuous minor steps of improvement in the management of breast cancer have resulted in decreased mortality rates during the last decades. The aim of this study was to compare the clinical outcome of patients with stage I breast cancer diagnosed during two time periods that differed with respect to adjuvant systemic therapy.

MATERIAL AND METHODS

The studied population consisted of all women < 60 years of age, who were diagnosed breast cancer stage I between 1986 and 1999 in south-east Sweden, a total of 1 407 cases. The cohort was divided into two groups based on the management programmes of 1986 and 1992, hereafter referred to as Period 1 and Period 2. Before 1992 the only adjuvant systemic therapy recommended was tamoxifen for hormone receptor positive patients aged 50 years or older. During Period 2 the use of adjuvant treatment was extended to younger patients at high risk, identified by a high tumour S-phase fraction, with either hormonal or cytotoxic treatment.

RESULTS

The estimated distant recurrence-free survival rate was significantly higher during Period 2 than during Period 1 (p = 0.008). Subgroup analysis showed that the most evident reduction of distant recurrence risk was among hormone receptor-negative patients (HR = 0.58, 95% CI 0.31-1.09, p = 0.09) and among patients with a high tumour S-phase fraction (HR = 0.53, 0.30-0.93, p = 0.028). The risk reduction between the periods was still statistically significant in multivariate analysis when adjusting for different tumour characteristics and treatment modalities, indicating an influence of other factors not controlled for. One such factor may be the duration of tamoxifen treatment, which likely was more frequently five years during Period 2 than during Period 1.

CONCLUSIONS

We conclude that the causes of the increase in distant recurrence free survival for women with breast cancer stage I are complex. The results support though that high-risk subgroups of stage I breast cancer patients did benefit from increased use of systemic therapy as a consequence of an updated management programme.

Survival analysis of 1148 women diagnosed with breast cancer in Southern Iran

BACKGROUND

While there has been much research regarding risk factors and prognostic factors for breast cancer in general, research specific to Iran is sparse. Further, the association between breast cancer survival and socio-demographic and pathologic factors has been widely studied but the majority of these studies are from developed countries. Southern Iran has a population of approximately 4 million. To date, no research has been performed to determine breast cancer survival and to explore the association between the survival and socio-demographic and pathologic factors in Southern Iran, where this study was conducted.

METHODS

The data were obtained from the cancer registry in Fars province, Southern Iran and included 1148 women diagnosed with breast cancer between 2000 and 2005. The association between survival, and sociodemographic and pathological factors, distant metastasis at diagnosis, and treatment options was investigated using Cox regression.

RESULTS

The majority of patients were diagnosed with an advanced tumour size. Five-year overall survival was 58% (95%CI; 53%-62%). Cox regression showed that family income (good vs poor: hazard ratio 0.46, 95%CI; 0.23-0.90) smoking (HR = 1.40, 95%CI; 1.07-1.86), metastases to bone (HR = 2.25, 95%CI; 1.43-3.52) and lung (HR = 3.21, 95%CI;1.70-6.05), tumour size (< or = 2 cm vs > or = 5 cm: HR = 2.07, 95%CI;1.39-3.09) and grade (poorly vs well differentiated HR = 2.33, 95%CI; 1.52-3.37), lymph node ratio (0 vs 1: HR = 15.31, 95%CI; 8.89-26.33) and number of involved node (1 vs >15: HR = 14.98, 95%CI; 8.83-25.33) were significantly related to survival.

CONCLUSION

This is the first study to evaluate breast cancer survival in Southern Iran and has used a wide range of explanatory factors, 44. The results demonstrate that survival is relatively poor and is associated with diagnosis with late stage disease. We hypothesise that this is due to low level of awareness, lack of screening programs and subsequent late access to treatment.

Predicting Metastasis in Breast Cancer: Comparing a Decision Tree with Domain Experts

Breast malignancy is the second most common cause of cancer death among women in Western countries. Identifying high-risk patients is vital in order to provide them with specialized treatment. In some situations, such as when access to experienced oncologists is not possible, decision support methods can be helpful in predicting the recurrence of cancer. Three thousand six hundred ninety-nine breast cancer patients admitted in south-east Sweden from 1986 to 1995 were studied. A decision tree was trained with all patients except for 100 cases and tested with those 100 cases. Two domain experts were asked for their opinions about the probability of recurrence of a certain outcome for these 100 patients. ROC curves, area under the ROC curves, and calibration for predictions were computed and compared. After comparing the predictions from a model built by data mining with predictions made by two domain experts, no significant differences were noted. In situations where experienced oncologists are not available, predictive models created with data mining techniques can be used to support physicians in decision making with acceptable accuracy.

Trends in the prognosis of patients with primary metastatic breast cancer diagnosed between 1975 and 2002

We performed a population-based study, including 1089 patients with primary metastatic breast cancer, diagnosed in South-East Netherlands between 1975 and 2002, and tried to give an answer to the question if prognosis of this patient group has improved or not. Follow-up was completed until 1 January 2005. The median survival times for patients with primary metastatic disease were 18, 17 and 20.5 months for patients diagnosed in the periods 1975-1984, 1985-1994 and 1995-2002, respectively. A multivariate analysis, including age, tumour size and information on the localization of metastatic disease and the number of metastatic sites, showed that patients diagnosed in the period 1995-2002 had a 18% lower death risk (95% confidence interval 5-30) compared to those diagnosed in the period 1985-1994. These data show that the prognosis of patients with primary metastatic breast cancer remained unchanged between 1975 and 1994 and that some progress has been made after 1994.

CA IX is an independent prognostic marker in premenopausal breast cancer patients with one to three positive lymph nodes and a putative marker of radiation resistance

PURPOSE

Hypoxia in breast cancer is associated with poor prognosis and down-regulation of the estrogen receptor. Carbonic anhydrase IX (CA IX) is a hypoxia-inducible gene that has been associated with poor outcome in many epithelial cancers. Previous studies of CA IX in breast cancer have been carried out on mixed cohorts of premenopausal and postmenopausal patients with locally advanced disease and varying treatment regimens. We examined the potential prognostic and predictive role of CA IX in premenopausal breast cancer patients.

EXPERIMENTAL DESIGN

Using tissue microarrays, we analyzed CA IX expression in 400 stage II breast cancers from premenopausal women. The patients had previously participated in a randomized control trial comparing 2 years of tamoxifen to no systemic adjuvant treatment. Median follow-up was 13.9 years.

RESULTS

CA IX expression correlated positively with tumor size, grade, hypoxia-inducible factor 1alpha, Ki-67, cyclin E, and cyclin A2 expression. CA IX expression correlated negatively with cyclin D1, estrogen receptor, and progesterone receptor. CA IX expression was associated with a reduced relapse-free survival (P=0.032), overall survival (P=0.022), and breast cancer-specific survival (P=0.005). Multivariate analysis revealed that CA IX was an independent prognostic marker in untreated patients with one to three positive lymph nodes (hazard ratio, 3.2; 95% confidence interval, 1.15-9.13; P=0.027).

CONCLUSION

CA IX is marker of poor prognosis in premenopausal breast cancer patients and it is an independent predictor of survival in patients with one to three positive lymph nodes. As all these patients received locoregional radiation therapy, CA IX may be associated with resistance to radiotherapy.

Disease-specific and event-free survival in breast cancer patients: a hospital-based study between 1990 and 2001

BACKGROUND

In France, as in other countries, breast cancer care has changed due to therapeutic advances and organized screening programs. Can the effect of new therapeutic procedures over time be measured by health care institutions considering these changes? The present study used data from a hospital-based cancer registry to analyze changes in 5-year disease-specific and event-free survival among women with primary breast cancer over three time periods (1990-1993, 1994-1997, and 1998-2001).

METHODS

All cases of primary invasive breast carcinomas, initially treated in a French Comprehensive Cancer Center between 1990 and 2001, were included. In situ breast carcinoma and male breast cancer were excluded. Cox proportional hazards models were used to analyze disease-specific and event-free survival (DSS and EFS) rates over the three time periods (1990-1993, 1994-1997, and 1998-2001).

RESULTS

During the 1990-2001 period, 4,165 primary breast cancers were initially treated at the Comprehensive Cancer Center. Out of 1,012 deaths overall, 74.6% were due specifically to primary breast cancer (respectively 98% from cancer itself and 2% from treatment side effects); the cause was unknown for only 3.3% of deaths. Out of 3,810 complete remissions, 18.2% presented local, regional or metastatic relapse and 3.8% presented a second primary breast cancer. Comparison of DSS and EFS rates in a recent reporting period (1998-2001) with those in earlier time periods (1994-1997 and 1990-1993) indicated that substantial survival gains were achieved with respectively 88.4% (95% CI: 86.4-90.5), 83.2% (95% CI: 81.3-85.2), and 79.8% (95% CI: 77.4-82.2) (p<0.01) for 5-year Disease-Specific Survival, and respectively 78.3% (95% CI: 75.7-81.0), 73.9% (95% CI: 71.6-76.3), and 70.1% (95% CI: 67.4-72.8) (p<0.01) for 5-year Event-Free Survival. After adjustment for prognostic factors, period was identified as an independent predictor of survival.

CONCLUSION

Survival improvement is likely to be due to changes in routine clinical practice such as an increased use of systemic adjuvant therapy over the study periods, dose modification of epirubicin in adjuvant chemotherapy for node-positive breast cancer since 1994, and organized screening programs since 1997. However the effect of possible early diagnosis and over-diagnosis biases due to screening cannot be assessed.

Exploring cancer register data to find risk factors for recurrence of breast cancer--application of Canonical Correlation Analysis

Background

A common approach in exploring register data is to find relationships between outcomes and predictors by using multiple regression analysis (MRA). If there is more than one outcome variable, the analysis must then be repeated, and the results combined in some arbitrary fashion. In contrast, Canonical Correlation Analysis (CCA) has the ability to analyze multiple outcomes at the same time.

One essential outcome after breast cancer treatment is recurrence of the disease. It is important to understand the relationship between different predictors and recurrence, including the time interval until recurrence. This study describes the application of CCA to find important predictors for two different outcomes for breast cancer patients, loco-regional recurrence and occurrence of distant metastasis and to decrease the number of variables in the sets of predictors and outcomes without decreasing the predictive strength of the model.

Methods

Data for 637 malignant breast cancer patients admitted in the south-east region of Sweden were analyzed. By using CCA and looking at the structure coefficients (loadings), relationships between tumor specifications and the two outcomes during different time intervals were analyzed and a correlation model was built.

Results

The analysis successfully detected known predictors for breast cancer recurrence during the first two years and distant metastasis 2–4 years after diagnosis. Nottingham Histologic Grading (NHG) was the most important predictor, while age of the patient at the time of diagnosis was not an important predictor.

Conclusion

In cancer registers with high dimensionality, CCA can be used for identifying the importance of risk factors for breast cancer recurrence. This technique can result in a model ready for further processing by data mining methods through reducing the number of variables to important ones.