scholarly journals Diagnostic Value of Radiomics Analysis in Contrast-Enhanced Spectral Mammography for Identifying Triple-Negative Breast Cancer

2021 ◽  
Vol 11 ◽  
Author(s):  
Yongxia Zhang ◽  
Fengjie Liu ◽  
Han Zhang ◽  
Heng Ma ◽  
Jian Sun ◽  
...  

PurposeTo evaluate the value of radiomics analysis in contrast-enhanced spectral mammography (CESM) for the identification of triple-negative breast cancer (TNBC).MethodCESM images of 367 pathologically confirmed breast cancer patients (training set: 218, testing set: 149) were retrospectively analyzed. Cranial caudal (CC), mediolateral oblique (MLO), and combined models were built on the basis of the features extracted from subtracted images on CC, MLO, and the combination of CC and MLO, respectively, in the tumour region. The performance of the models was evaluated through receiver operating characteristic (ROC) curve analysis, the Hosmer-Lemeshow test, and decision curve analysis (DCA). The areas under ROC curves (AUCs) were compared through the DeLong test.ResultsThe combined CC and MLO model had the best AUC and sensitivity of 0.90 (95% confidence interval: 0.85–0.96) and 0.97, respectively. The Hosmer–Lemeshow test yielded a non-significant statistic with p-value of 0.59. The clinical usefulness of the combined CC and MLO model was confirmed if the threshold was between 0.02 and 0.81 in the DCA.ConclusionsMachine learning models based on subtracted images in CESM images were valuable for distinguishing TNBC and NTNBC. The model with the combined CC and MLO features had the best performance compared with models that used CC or MLO features alone.

2009 ◽  
Vol 27 (15_suppl) ◽  
pp. e11547-e11547
Author(s):  
T. H. Luu ◽  
S. Lau ◽  
R. Nelson ◽  
M. Ottochian ◽  
A. Garcia ◽  
...  

e11547 Background: Chemotherapy is the only systemic modality for patients with breast cancer lacking expression of estrogen, progesterone, and HER2 receptors (triple negative), a group comprising 15% of all breast cancers. The majority of such patients present with nodal metastases. The median time to distant recurrence is short: at 2.6 years, and median time to death is 4.2 years. (Dent R, et al. Triple-Negative Breast Cancer: Clinical Features and Patterns of Recurrence, Clin Cancer Res 2007; 13(15) August, 2007). The benefit from proceeding with adjuvant chemotherapy for ≤2cm, node negative triple negative breast cancer remains undefined. Patients and Methods: A retrospective chart review was conducted to assess the benefit of adjuvant chemotherapy for overall survival for stage I (T1N0) triple-negative breast cancer treated from 1996 to 2006 at City of Hope and USC. ER, PR, and HER2 status (as assessed by fluorescent in-situ hybridization (FISH) or immunohistochemistry) were reviewed and confirmed. Overall survival was defined as time from date of diagnosis to date of death. All patients received standard surgery ± radiation. Results: A total of 100 stage I triple-negative breast cancer patients were identified. The median age at diagnosis was 56 (range 27–91). Of the 100 patients, 59 received adjuvant chemotherapy: 38 received anthracycline-based, 17 received non-anthracycline-based regimens and 4 were unknown. Median length of follow-up was 4.0 years. No difference in overall survival was found in patients who received adjuvant chemotherapy (p-value = 0.94). Similarly, there was no difference between patients who received non-anthracycline-based chemotherapy versus those given anthracycline-based chemotherapy (p-value=0.17). The group of patients who received adjuvant chemotherapy were younger (51.8 y.o versus 61.5 y.o (p=0.0004)) and had larger tumor size (13.6mm versus 10.2mm (p=0.0002)). Lack of statistical significance may be related to the limited sample size. Conclusion: We did not find a statistically survival benefit of adjuvant chemotherapy in 100 triple negative stage I breast cancer patients. Further studies are needed to clarify the role of adjuvant chemotherapy in this group of patients. No significant financial relationships to disclose.


2017 ◽  
Vol 35 (15_suppl) ◽  
pp. e12584-e12584 ◽  
Author(s):  
Kamel Farag ◽  
Ola Elfarargy ◽  
Shereen El Shorbagy ◽  
Safa Ahmed ◽  
Ola Harb ◽  
...  

e12584 Background: Triple negative breast cancer (TNBC) is a term that has been applied to breast cancers which lack expression of three receptors: estrogen receptor (ER), progesterone receptor (PR), and the human epidermal growth factor receptor 2 (HER2). It represents about 20% of breast cancers diagnosed worldwide. TNBC is a challenging type by its presentation criteria and limited options of treatment. Continuous research for finding specific target is the aim of scientists. Androgen receptors (AR) expression take special attention in this type of breast cancer as its expression can help for finding special targeted treatment as antiandrogen therapy.Purpose:is to assess the AR expression in TNBC patients and to correlate its expression with clinicopathological parameters and disease outcome of patients in study populations. Methods: This prospective study included 90 female patients confirmed as TNBC patients in medical oncology and clinical oncology departments, in Mansoura University and Zagazig University, Egypt, between December, 2013 to May, 2016. AR positive expression was defined as ≥10% nuclear immunostaining. Results: AR expression was positive in twenty seven (27/90) patients (30% ), and lack of its expression was significantly associated with younger age group(p < 0.001), higher grade(p = 0.017)& higher tumor stage(p < 0.001), presence of lymph node metastasis(p < 0.001) & distant metastases(p = 0.032), vascular(p = 0.044)& perineural invasion and high baseline CA 15-3 level (p < 0.001).Median follow up duration was 17.5months (range 6-40), 32/90 died (35.6%).Mean OS was 28months for AR negative TNBC patients versus 32months for AR positive patients. Twenty four of died patients (24/32) were AR negative. Three years OS was 50.8% and 44.1% for AR positive and AR negative respectively, but with nonsignificant P-value. Conclusions: Our study confirmed that AR positive expression in TNBC is a good prognostic feature and it can be sued as target for antiandrogen therapy in this group who is lacking any targettreatment.


2020 ◽  
Vol 10 (8) ◽  
pp. 1231-1235
Author(s):  
Huajie Zhao ◽  
Min Li ◽  
Bili Liu

Objective: To assess contrast-enhanced ultrasound (CEUS)'s value in the diagnosis of triple negative breast cancer. Methods : 83 breast cancer patients from April 2017 to May 2018 were enrolled and assigned into observation group (triple, n = 39) and control group (non-triple, n = 44). The diagnostic examinations were performed via CEUS and the features of CEUS were analyzed. Besides, patients in observation group also received magnetic resonance imaging (MRI) and the diagnostic difference was assessed. Results: Observation group showed a significantly smaller size of focus after CEUS than control group compared to before CEUS (p < 0 05) with significant difference of focus enhancement and vascular morphology between two groups (p < 0 05). As for focus blood perfusion parameters, no differences were found regarding rise time (RT) and time to peak (TTP) between the two groups (p > 0 05). However, observation group had significantly higher peak intensity (PI) and wash-in slope (WIS) (p < 0 05). Interestingly, no difference of TNBC diagnosis was observed between CEUS and MRI (p < 0 05). Conclusion: CEUS might be beneficial for screening of triple negative breast cancer before operations and can be used to monitor the focus blood perfusion in a real-time way.


2017 ◽  
Vol 33 (1) ◽  
pp. 109-115 ◽  
Author(s):  
Petar Ozretic ◽  
Ilija Alvir ◽  
Bozena Sarcevic ◽  
Zeljko Vujaskovic ◽  
Zrinka Rendic-Miocevic ◽  
...  

Background: The objective of this study was to examine the prognostic significance of carbonic anhydrase IX (CAIX), an endogenous marker for tumor hypoxia; the cellular tumor antigen p53; and the apoptosis regulator Bcl-2, in triple-negative breast cancer (TNBC) patients. Methods: Immunohistochemically determined expression of CAIX, p53, Bcl-2 and proliferation factor Ki-67, analyzed in 64 paraffin-embedded TNBC tissue samples, was used to assess their relation to clinicopathological variables and prognostic implications for overall survival (OS). Results: Bcl-2 expression was negatively correlated with histological grade of tumor, while expression of p53 was positively correlated with the same clinical variable (p = 0.036 and p = 0.033, respectively). The p53 expression was also positively correlated with tumor size (p = 0.010). Survival analysis showed that patients with high Bcl-2 expression (above cutoff value determined by receiver operator characteristic [ROC] curve analysis) had shorter OS (p = 0.020). The same was observed for patients with tumors larger than 5 cm (p = 0.034) or positive lymph nodes (p = 0.004). Among all 3 examined markers, multivariate analysis showed that only Bcl-2 expression was a strong independent prognostic indicator for decreased OS (hazard ratio [HR] = 15.16, 95% confidence interval [95% CI], 2.881-79.727, p = 0.001). Conclusions: Elevated expression of Bcl-2 was an independent prognostic factor for poorer OS in TNBC and as such a significant marker for tumor aggressiveness.


Breast Care ◽  
2020 ◽  
pp. 1-9
Author(s):  
Rudolf Napieralski ◽  
Gabriele Schricker ◽  
Gert Auer ◽  
Michaela Aubele ◽  
Jonathan Perkins ◽  
...  

<b><i>Background:</i></b> PITX2 DNA methylation has been shown to predict outcomes in high-risk breast cancer patients after anthracycline-based chemotherapy. To determine its prognostic versus predictive value, the impact of PITX2 DNA methylation on outcomes was studied in an untreated cohort vs. an anthracycline-treated triple-negative breast cancer (TNBC) cohort. <b><i>Material and Methods:</i></b> The percent DNA methylation ratio (PMR) of paired-like homeodomain transcription factor 2 (PITX2) was determined by a validated methylation-specific real-time PCR test. Patient samples of routinely collected archived formalin-fixed paraffin-embedded (FFPE) tissue and clinical data from 144 TNBC patients of 2 independent cohorts (i.e., 66 untreated patients and 78 patients treated with anthracycline-based chemotherapy) were analyzed. <b><i>Results:</i></b> The risk of 5- and 10-year overall survival (OS) increased continuously with rising PITX2 DNA methylation in the anthracycline-treated population, but it increased only slightly during 10-year follow-up time in the untreated patient population. PITX2 DNA methylation with a PMR cutoff of 2 did not show significance for poor vs. good outcomes (OS) in the untreated patient cohort (HR = 1.55; <i>p</i> = 0.259). In contrast, the PITX2 PMR cutoff of 2 identified patients with poor (PMR &#x3e;2) vs. good (PMR ≤2) outcomes (OS) with statistical significance in the anthracycline-treated cohort (HR = 3.96; <i>p</i> = 0.011). The results in the subgroup of patients who did receive anthracyclines only (no taxanes) confirmed this finding (HR = 5.71; <i>p</i> = 0.014). <b><i>Conclusion:</i></b> In this hypothesis-generating study PITX2 DNA methylation demonstrated predominantly predictive value in anthracycline treatment in TNBC patients. The risk of poor outcome (OS) correlates with increasing PITX2 DNA methylation.


Cancers ◽  
2021 ◽  
Vol 13 (6) ◽  
pp. 1246
Author(s):  
Marta Sanz-Álvarez ◽  
Ion Cristóbal ◽  
Melani Luque ◽  
Andrea Santos ◽  
Sandra Zazo ◽  
...  

The bromodomain-containing protein 4 (BRD4), a member of the bromodomain and extra-terminal domain (BET) protein family, has emerged in the last years as a promising molecular target in many tumors including breast cancer. The triple negative breast cancer (TNBC) represents the molecular subtype with the worst prognosis and a current therapeutic challenge, and TNBC cells have been reported to show a preferential sensitivity to BET inhibitors. Interestingly, BRD4 phosphorylation (pBRD4) was found as an alteration that confers resistance to BET inhibition and PP2A proposed as the phosphatase responsible to regulate pBRD4 levels. However, the potential clinical significance of pBRD4, as well as its potential correlation with the PP2A pathway in TNBC, remains to be investigated. Here, we evaluated the expression levels of pBRD4 in a series of 132 TNBC patients. We found high pBRD4 levels in 34.1% of cases (45/132), and this alteration was found to be associated with the development of patient recurrences (p = 0.007). Interestingly, BRD4 hyperphosphorylation predicted significantly shorter overall (p < 0.001) and event-free survival (p < 0.001). Moreover, multivariate analyses were performed to confirm its independent prognostic impact in our cohort. In conclusion, our findings show that BRD4 hyperphosphorylation is an alteration associated with PP2A inhibition that defines a subgroup of TNBC patients with unfavorable prognosis, suggesting the potential clinical and therapeutic usefulness of the PP2A/BRD4 axis as a novel molecular target to overcome resistance to treatments based on BRD4 inhibition.


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