Nodal status assessment in breast cancer: strategies of clinical grounds and quality of life implications

Machine Learning Prediction of Lymph Node Metastasis in Breast Cancer: Performance of a Multi-institutional MRI-based 4D Convolutional Neural Network

Purpose To develop a custom deep convolutional neural network (CNN) for noninvasive prediction of breast cancer nodal metastasis. Materials and Methods This retrospective study included patients with newly diagnosed primary invasive breast cancer with known pathologic (pN) and clinical nodal (cN) status who underwent dynamic contrast-enhanced (DCE) breast MRI at the authors' institution between July 2013 and July 2016. Clinicopathologic data (age, estrogen receptor and human epidermal growth factor 2 status, Ki-67 index, and tumor grade) and cN and pN status were collected. A four-dimensional (4D) CNN model integrating temporal information from dynamic image sets was developed. The convolutional layers learned prognostic image features, which were combined with clinicopathologic measures to predict cN0 versus cN+ and pN0 versus pN+ disease. Performance was assessed with the area under the receiver operating characteristic curve (AUC), with fivefold nested cross-validation. Results Data from 350 female patients (mean age, 51.7 years ± 11.9 [SD]) were analyzed. AUC, sensitivity, and specificity values of the 4D hybrid model were 0.87 (95% CI: 0.83, 0.91), 89% (95% CI: 79%, 93%), and 76% (95% CI: 68%, 88%) for differentiating pN0 versus pN+ and 0.79 (95% CI: 0.76, 0.82), 80% (95% CI: 77%, 84%), and 62% (95% CI: 58%, 67%), respectively, for differentiating cN0 versus cN+. Conclusion The proposed deep learning model using tumor DCE MR images demonstrated high sensitivity in identifying breast cancer lymph node metastasis and shows promise for potential use as a clinical decision support tool. Keywords: MR Imaging, Breast, Breast Cancer, Breast MRI, Machine Learning, Metastasis, Prognostic Prediction Supplemental material is available for this article. Published under a CC BY 4.0 license.

Emerging uses of artificial intelligence in breast and axillary ultrasound

Breast ultrasound is a valuable adjunctive tool to mammography in detecting breast cancer, especially in women with dense breasts. Ultrasound also plays an important role in staging breast cancer by assessing axillary lymph nodes. However, its utility is limited by operator dependence, high recall rate, low positive predictive value and low specificity. These limitations present an opportunity for artificial intelligence (AI) to improve diagnostic performance and pioneer novel uses of ultrasound. Research in developing AI for radiology has flourished over the past few years. A subset of AI, deep learning, uses interconnected computational nodes to form a neural network, which extracts complex visual features from image data to train itself into a predictive model. This review summarizes several key studies evaluating AI programs' performance in predicting breast cancer and demonstrates that AI can assist radiologists and address limitations of ultrasound by acting as a decision support tool. This review also touches on how AI programs allow for novel predictive uses of ultrasound, particularly predicting molecular subtypes of breast cancer and response to neoadjuvant chemotherapy, which have the potential to change how breast cancer is managed by providing non-invasive prognostic and treatment data from ultrasound images. Lastly, this review explores how AI programs demonstrate improved diagnostic accuracy in predicting axillary lymph node metastasis. The limitations and future challenges in developing and implementing AI for breast and axillary ultrasound will also be discussed.

Quantification of Extracellular Volume in CT in Neoadjuvant Chemotherapy in Breast Cancer: New Frontiers in Assessing the Cardiotoxicity of Anthracyclines and Trastuzumab

Breast cancer patients undergoing neoadjuvant chemotherapy with anthracyclines or trastuzumab can suffer cardiotoxic issues. Nowadays, the markers of cardiac damage are still not reliable, and extracellular volume (ECV) calculated from CT could be a promising cardiotoxic marker. Eighty-two patients, treated with two different chemotherapy regimens based on doxorubicin (DOX) or epirubicin-trastuzumab (EPI-TRAS), were retrospectively selected and the variations in extracellular volume (ECV) values were measured and analyzed. Whole Body CT (WB-CT) scans were acquired after 1 min, in the portal phase (PP), and after 5 min, in the delayed phases (DP), at the baseline (T₀), after one year (T₁) and after five years (T₅) from the end of chemotherapies. The values measured by two radiologists with different levels of experience were evaluated in order to assess the inter-reader reproducibility assessment (ICC = 0.52 for PP and DP). Further, we performed a population-based analysis and a drug-oriented subgroup analysis in 54 DOX-treated and 28 EPI-TRAS-treated patients. In the general cohort of women treated with any of the two drugs, we observed in the lapse T₀-T₁ a relative increase (RI) of 25% vs. 20% (PP vs. DP, p < 0.001) as well as in the lapse T₀-T₅ an RI of 17% vs. 15% (PP vs. DP, p < 0.01). The DOX-treated patients reported in the lapse T₀-T₁ an RI of 22% (p < 0.0001) in PP and an RI of 16% (p = 0.018) in the DP, with ECV values remaining stably high at T₅ both in PP (RI 14.0%, p < 0.0001) and in DP (RI 17%, p = 0.005) highlighting a possible hallmark of a persisting CTX sub-damage. On the other hand, ECV measured in EPI-TRAS-treated women showed an RI in T₀-T₁ of 18% (p = 0.001) and 29% (p = 0.006) in PP and DP, respectively, but the values returned to basal levels in T₅ both in the PP (p = 0.12) and in DP setting (p = 0.13), suggesting damage in the first-year post-treatment and a possible recovery over time. For the 82 patients, an echocardiography was performed at T₀, T₁= 12 m + 3 m and T₅ = 60 m + 6 m with LVEF values at T₀ (64% ± 5%), T₁ (54% ± 6%) and T₅ (53% ± 8%). WB-CT-derived ECV values could provide a valid imaging marker for the early diagnosis of cardiotoxic damage in BC patients undergoing oncological treatments. We detected different patterns during the follow-up, with stably high values for DOX, whereas EPI-TRAS showed a peak within the first year, suggesting different mechanisms of cardiac damage.

The Enhanced Recovery after Surgery (ERAS) Pathway Is a Safe Journey for Kidney Transplant Recipients during the "Extended Criteria Donor" Era

Enhanced recovery after surgery (ERAS) protocols are still underused in kidney transplantation (KT) due to recipients’ “frailty” and risk of postoperative complications. We aimed to evaluate the feasibility and safety of ERAS in KT during the “extended-criteria donor” era, and to identify the predictive factors of prolonged hospitalization. In 2010−2019, all patients receiving KT were included in ERAS program targeting a discharge home within 5 days of surgery. Recipient, transplant, and outcomes data were analyzed. Of 454 KT [male: 280, 63.9%; age: 57 (19−77) years], 212 (46.7%) recipients were discharged within the ERAS target (≤5 days), while 242 (53.3%) were discharged later. Patients within the ERAS target (≤5 days) had comparable recipient and transplant characteristics to those with longer hospital stays, and they had similar post-operative complications, readmission rates, and 5 year graft/patient survival. In the multivariate analysis, DGF (HR: 2.16, 95% CI: 1.08−4.34, p < 0.030) and in-hospital dialysis (HR: 3.68, 95% CI: 1.73−7.85, p < 0.001) were the only predictive factors for late discharge. The ERAS approach is feasible and safe in all KT candidates, and its failure is primarily related to the postoperative graft function, rather than the recipient’s clinical status. ERAS pathways, integrated with strict collaboration with local nephrologists, allow early discharge after KT, with clinical benefits.

Feasibility and Oncological Safety of Axillary Reverse Mapping in Patients With Locally Advanced Breast Cancer and Partial Response After Neoadjuvant Chemotherapy

BACKGROUND/AIM

Axillary reverse mapping (ARM) aims to identify and preserve arm drainage in order to prevent lymphedema following axillary lymph node dissection. Oncological-safety and feasibility are still debated, especially in patients with locally-advanced breast cancer (LABC). We report the first case of the AXMAP 1.0 study performed in our Institution.

PATIENTS AND METHODS

A 52-year-old patient with a triple-negative LABC and partial response to neoadjuvant chemotherapy underwent axillary lymph-node dissection using fluorescence ARM.

RESULTS

Two lymph-nodes draining the ipsilateral upper arm were identified and were not preserved due to suspicion of malignancy. Pathological examination confirmed the presence of malignancy in both lymph nodes.

CONCLUSION

Further studies should be designed in order to validate the oncological safety of this technique, especially in patients with LABC requiring neoadjuvant chemotherapy.

Extremely Advanced Breast Cancer Presentation: Possible Effect of Coronavirus Pandemic Anxiety

BACKGROUND/AIM

Corona virus infection dramatically spread worldwide during 2020 and extraordinary restrictions have been implemented in order to reduce viral transmission. These measures compelled a complete restructuring of the health system, including temporary cancer screening suspension and a significant slow-down in cancer diagnoses and treatments.

CASE REPORT

We report five cases of extremely advanced breast cancer referred to our Department amid the COVID-19 pandemic. These patients exhibited a poor prognosis or worse quality of life due to their oncological disease.

CONCLUSION

In our opinion, both the slow-down of diagnosis and treatment of oncological disease and anxiety over COVID-19 influenced this presentation. Moreover, other patients were unable to receive palliative care. Hopefully, these cases will not develop into extremely advanced-stage disease, and we will be able to provide at least the necessary palliative care.

A Prospective Evaluation of Tru-Cut Biopsy and Fine-needle Aspiration Cytology in Male Breast Cancer Detection

BACKGROUND

Male breast-cancer (MBC) is often diagnosed late. Our purpose was to evaluate fine-needle aspiration cytology (FNAC) versus Tru-Cut biopsy (TCNB) in MBC diagnosis.

PATIENTS AND METHODS

Men with suspicious breast lesions were prospectively enrolled; 54 met the inclusion criteria and underwent FNAC and TCNB. FNAC, TCNB and gold-standard results were compared.

RESULTS

Unsatisfactory results were 11.1% after FNAC and none after TCNB (p=0.027). After gold-standard evaluation, the diagnosis of FNAC and TCNB was confirmed, respectively, in 63.0% and 98.1% and changed in 37.0% and 1.9% (p<0.001). The malignancy rate after FNAC, TCNB and surgery were, respectively, 25.9%, 33.3% and 35.1% (FNAC vs. TCNB p=0.5276, FNAC vs. surgery p=0.404; TCNB vs. surgery p=1). Among invasive carcinomas, 93.8% were identified by FNAC vs. 87.5% by TCNB (p=1); all ductal carcinoma in situ (DCIS) were detected after TCNB and none after FNAC (p=0.1).

CONCLUSION

FNAC leads to a significantly higher number of inadequate samplings and seems to be subject to increased DCIS misdiagnoses. TCNB correlated better to the final histological report.

Health-related quality of life in breast cancer patients: review of reviews from 2008 to 2018

BACKGROUND

Breast cancer still is a topic. This overview of the literature aimed to update the current knowledge on quality of life in breast cancer patients.

METHODS

A review of literature in MEDLINE, Cochrane Database of Systematic Reviews and Google Scholar were carried out to identify review papers on health-related quality of life in breast cancer during the 2008 to 2018. All publications were screened using the PRISMA guideline. The methodological quality of reviews was assessed using the AMSTAR. The findings were summarized and tabulated accordingly.

RESULTS

Within over a decade, a total of 974 review papers were identified which according to the study selection criteria finally we have evaluated 82 reviews. Of these about 85% had a reasonable methodological quality. The findings were mainly summarized on several headings including instruments used to measure quality of life, treatment, supportive care, psychological distress, and symptoms. Questionnaires had a good performance to quantify quality of life in breast cancer patients. Most reviews were focused on the impact of treatment including endocrine therapy as well as integrating complementary and alternative medicine into the current practice. According to the reviews, yoga was the most recommended exercise to improve quality of life in breast cancer patients.

CONCLUSION

Overall, the findings from this overview indicated that quality of life in breast cancer patients enhanced during the last decade. Several simple but effective interventions such as physical activity and psychosocial interventions proved to be effective in improving quality of life in this population. However, management of symptoms such as pain, and lymphedema, issues related to worry, sexual function especially for young patients, and the future outlooks all are among topics that deserve further consideration. Also, this overview indicated that methodological issues in measuring quality of life in breast cancer patients improved greatly, but still there is a long way to go to understand what really matter to patients.

Lockdown of Breast Cancer Screening for COVID-19: Possible Scenario

BACKGROUND/AIM

Coronavirus disease is spreading worldwide. Due to fast transmission and high fatality rate drastic emergency restrictions were issued. During the lockdown, only urgent medical services are guaranteed. All non-urgent services, as breast cancer (BC) screening, are temporarily suspended. The potential of breast cancer screening programs in increasing the survival rate and decreasing the mortality rate has been widely confirmed. Suspension could lead to worse outcomes for breast cancer patients. Our study aimed to analyse the data and provide estimates regarding the temporary BC screening suspension.

PATIENTS AND METHODS

Data regarding breast cancer and respective screening programs were achieved through literature research and analysis.

RESULTS

Considering three different scenarios with respect to the lockdown's impact on breast cancer screening, we estimate that approximately 10,000 patients could have a missed diagnosis during these 3 months. Considering a 6-month period, as suggested by the Imperial college model, the number of patients who will not receive a diagnosis will rise to 16,000.

CONCLUSION

Breast cancer screening should be resumed as soon as possible in order to avoid further breast cancer missed diagnosis and reduce the impact of delayed diagnosis.

The Effect of Coronavirus (COVID-19) on Breast Cancer Teamwork: A Multicentric Survey

BACKGROUND/AIM

Despite the large amount of clinical data available of Coronavirus-19 (COVID-19), not many studies have been conducted about the psychological toll on Health Care Workers (HCWs).

PATIENTS AND METHODS

In this multicentric descriptive study, surveys were distributed among 4 different Breast Cancer Centers (BCC). BCCs were distinguished according to COVID-19 tertiary care hospital (COVID/No-COVID) and district prevalence (DP) (High vs. Low). DASS-21 score, PSS score and demographic data (age, sex, work) were evaluated.

RESULTS

A total of 51 HCWs were analyzed in the study. Age, work and sex did not demonstrate statistically significant values. Statistically significant distribution was found between DASS-21-stress score and COVID/No-COVID (p=0.043). No difference was found in the remaining DASS-21 and PSS scores, dividing the HCWs according to COVID-19-hospital and DP.

CONCLUSION

Working in a COVID-19-hospital represents a factor that negatively affects psychosocial well-being. However, DP seems not to affect the psychosocial well-being of BCC HCWs. During the outbreak, psychological support for low risk HCWs should be provided regardless DP.

Comparison of round smooth and shaped micro-textured implants in terms of quality of life and aesthetic outcomes in women undergoing breast reconstruction: a single-centre prospective study

Breast cancer (BC) is the most frequent cancer among women, impacting 2.1 million women each year and having caused 627,000 deaths in 2018. In Italy, BC represents the first cancer diagnosis with 53,000 new cases in 2019 and the first cause of mortality for cancer among the female population. Breast implants represent the first reconstructive choice after mastectomy: in Italy, 411,000 prostheses have been implanted since 2010 and more than 95% of them are macro-texturized. The attempt to reduce complications such as capsular contracture, rotation and rupture of the prosthesis and the most recent BIA-ALCL association with macro-texturized implants have led to the development of new materials and the refinement of implants' coating techniques. We carried out a 1-year prospective single-centre study to evaluate patient-reported quality of life (QoL) and aesthetic outcomes after breast reconstructive surgery using two different prostheses: shaped micro-textured implants and round smooth implants. We treated 62 patients with radical or conservative mastectomy followed by reconstructive surgery performed with 44 shaped implants and 48 round implants. Quality of life evaluated through the Breast-Q^®-questionnaire showed high scores of psycho-social well being in both groups, as well as pre- and post-operative aesthetic satisfaction and physical well being. Round smooth implants appear to be better in terms of softness, volume and less association with rippling, whereas shaped micro-textured implants prove to be better in the profile delineation. This study confirms the potentialities of both shaped micro-textured and round smooth implants in reconstructive surgery.

Perinodal fibrosis developed after ultrasonography-guided core-needle biopsy of a contrast-enhanced ultrasound-detected sentinel axillary node interferes with subsequent surgical sentinel node dissection

OBJECTIVE

To evaluate perinodal fibrosis after 14-gauge staging core-needle biopsy (CNB) of the axillary sentinel lymph node (SLN) identified using contrast-enhanced ultrasonography (CEUS) and its interference with subsequent surgical SLN dissection in breast cancer patients.

METHODS

Frequencies or means of main clinical, sonographic, pathological, and surgical characteristics were calculated. We also compared patient groups with and without perinodal pathological fibrosis.

RESULTS

Forty-eight patients who underwent CEUS + CNB and axillary surgery were eligible for this cross-sectional study. Axillary surgical specimens showed perinodal fibrosis in 9/48 (18.7%) patients. Interference with SLN dissection was reported in 4/48 (8.3%) patients (two hematomas, three abnormal palpation findings, and four difficult dissections). The overall surgical detection rate of SLN was 43/48 (89.6%). In the majority of cases, perinodal fibrosis was described as moderate (4/9 [44.4%]) or severe (4/9 [44.4%]). The mean time elapsed between CEUS + CNB and axillary dissection was shorter in patients with perinodal fibrosis (P = .04). Interference with SLN dissection was only reported in patients with perinodal fibrosis (P < .001). Surgical SLN detection was successful in all nine cases in which perinodal pathological fibrosis or interference with SLN dissection was reported.

CONCLUSION

Perinodal fibrosis may impair the surgical SLN dissection in early stage breast cancer patients who were staged using CEUS + CNB using a14-gauge needle.

PET Probe-Guided Surgery in Patients with Breast Cancer: Proposal for a Methodological Approach

BACKGROUND

Although it is valuable for detecting distant metastases, identifying recurrence, and evaluating responses to chemotherapy, the role of ¹⁸F-fluorodeoxyglucose positron-emission tomography/computed tomography (¹⁸F-FDG PET/CT) in assessing locoregional nodal status for initial staging of breast cancer has not yet been well-defined in clinical practice. In the current report, we describe a new PET probe-based clinical approach, with evaluation of the technical performance of a handheld high-energy gamma probe for intraoperative localization of breast carcinomas, and evaluation of lymph node metastases during radio-guided oncological surgery.

PATIENTS AND METHODS

Three patients underwent a PET/CT scan immediately prior to surgery following the standard clinical protocol. Intraoperatively, tumors were localized and resected with the assistance of a hand-held gamma probe. PET-guided assessment of the presence or absence of regional nodal spread of malignancy was compared with the reference standard of histopathological examination.

RESULTS

In all three cases, perioperative ¹⁸F-FDG PET/CT imaging and intraoperative gamma probe detection verified complete resection of the hypermetabolic lesions and demonstrated no additional suspicious occult disease.

CONCLUSION

This innovative approach demonstrates great promise for providing real-time access to metabolic and morphological tumor information that may lead to an optimal disease-tailored approach. In carefully selected indications, a PET probe can be a useful adjunct in surgical practice, but further trials with a larger number of patients need to be performed to verify these findings.

Patient pathway for breast cancer: turning points and future aspirations

Improved survival from breast cancer can be attributed to a number of advances in the patient pathway from screening to advanced disease. The benefit of population screening has been established with national programs implemented. There has been improvement in the methodology of diagnostic assessment, relating to imaging techniques, methods of obtaining histological evidence and evaluation of lymph node status. Sentinel node biopsy is now routine, as is oncoplastic surgery. New forms and improved adjuvant systemic therapies are being explored. The prognosis of breast cancer can be more reliably evaluated to provide individualized information and to personalize treatments. Developments have also been seen in other areas improving the treatment and care of patients with advanced disease.