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1.
Clin Genitourin Cancer ; 19(5): 396-404, 2021 10.
Article in English | MEDLINE | ID: mdl-33849811

ABSTRACT

INTRODUCTION: Immunotherapy is effective in a small percentage of patients with cancer and no reliable predictive biomarkers are currently available. Artificial Intelligence algorithms may automatically quantify radiologic characteristics associated with disease response to medical treatments. METHODS: We investigated an innovative approach based on a 3-dimensional (3D) deep radiomics pipeline to classify visual features of chest-abdomen computed tomography (CT) scans with the aim of distinguishing disease control from progressive disease to immune checkpoint inhibitors (ICIs). Forty-two consecutive patients with metastatic urothelial cancer had progressed on first-line platinum-based chemotherapy and had baseline CT scans at immunotherapy initiation. The 3D-pipeline included self-learned visual features and a deep self-attention mechanism. According to the outcome to the ICIs, a 3D deep classifier semiautomatically categorized the most discriminative region of interest on the CT scans. RESULTS: With a median follow-up of 13.3 months (95% CI, 11.1-15.6), the median overall survival was 8.5 months (95% CI, 3.1-13.8). According to disease response to immunotherapy, the median overall survival was 3.6 months (95% CI, 2.0-5.2) for patients with progressive disease; it was not yet reached for those with disease control. The predictive accuracy of the 3D-pipeline was 82.5% (sensitivity 96%; specificity, 60%). The addition of baseline clinical factors increased the accuracy to 92.5% by improving specificity to 87%; the accuracy of other architectures ranged from 72.5% to 90%. CONCLUSION: Artificial Intelligence by 3D deep radiomics is a potential noninvasive biomarker for the prediction of disease control to ICIs in metastatic urothelial cancer and deserves validation in larger series.


Subject(s)
Carcinoma, Transitional Cell , Urinary Bladder Neoplasms , Artificial Intelligence , Humans , Immunotherapy , Retrospective Studies , Urinary Bladder Neoplasms/diagnostic imaging , Urinary Bladder Neoplasms/drug therapy
2.
Support Care Cancer ; 28(10): 4687-4695, 2020 Oct.
Article in English | MEDLINE | ID: mdl-31960124

ABSTRACT

PURPOSE: To evaluate adherence to abiraterone or enzalutamide for the treatment of metastatic castration-resistant prostate cancer (mCRPC). METHODS: In an observational prospective cohort study, we monitored patients with mCRPC for their adherence to abiraterone or enzalutamide in the pre- or post-chemotherapy setting. RESULTS: Fifty-eight patients with median age of 76 years (range 56-94), age-adjusted Charlson comorbidity score of 10 (range, 4-15), and geriatric G8 score of 14 (range, 6-17) were enrolled. Twenty-two (38%) patients were treated with abiraterone and 36 (62%) with enzalutamide, while forty-two (72%) were in the pre-chemotherapy setting. Forty-seven patients (81%) had a caregiver. Based on the pill counting, a non-adherence rate of 4.8% and 6.2% was observed for the whole period and the first 3 months, respectively, without a statistically significant difference between abiraterone and enzalutamide cohorts. A lower non-adherence rate (1.3%) was reported by patients during the whole period, mainly due to a misperception (77%) and forgetfulness (19%). Non-adherence rate to the fulfilling of the clinical diary was 38% for the whole period. Non-adherence in the whole period was related to the radiological response (p = 0.03) and geriatric G8 score (p = 0.005). By the receiver operating characteristic (ROC) curve based on the radiological response, non-adherence cut-off was 1.87% (p = 0.04). By this non-adherence cut-off, the G8 cut-off was 14.75 (p = 0.0003). CONCLUSION: Non-adherence to abiraterone or enzalutamide for mCRPC may have an impact on disease response and be related to patients' frailty, suggesting their geriatric assessment and clinical interventions to monitor and increase their adherence.


Subject(s)
Androstenes/administration & dosage , Medication Adherence , Phenylthiohydantoin/analogs & derivatives , Prostatic Neoplasms, Castration-Resistant/drug therapy , Aged , Aged, 80 and over , Benzamides , Cohort Studies , Humans , Male , Middle Aged , Neoplasm Metastasis , Nitriles , Phenylthiohydantoin/administration & dosage , Prospective Studies , Prostatic Neoplasms, Castration-Resistant/pathology , Treatment Outcome
3.
Recenti Prog Med ; 110(12): 615-618, 2019 Dec.
Article in Italian | MEDLINE | ID: mdl-31909764

ABSTRACT

INTRODUCTION: The treatment of metastatic urothelial cancer (mUC) following first-line standard platinum-based chemotherapy and immune checkpoint inhibitors (ICIs) is not yet established. MATERIAL AND METHODS: We investigated the activity and toxicity of vinflunine at the dose, due to previous treatments, of 280 mg i.v. every 21 days until disease progression or limiting toxicity, with instrumental disease reassessment every 3 cycles, in 6 patients aged ≥18 years, with metastatic urothelial carcinoma of the upper or lower urinary tract, with performance status (PS) according to the Eastern Cooperative Oncology Group (ECOG) of 0-2, adequate hematologic function and progressive disease (PD) following first-line platinum-based chemotherapy and second-line ICI. RESULTS: The median age of the 6 patients was 67.5 years (range 63-77) and median PS 1 (range, 0-2). Four patients (67%) had a disease partial response (PR). With a median follow-up of 4.5 months (range, 3-9), 3 patients are alive (50%). The median progression-free survival following vinflunine (PFS-3) was 4 months (range, 1-8), as compared to the PFS-2 (following ICI) of 4 months (range, 2-9) and the PFS-1 (after platinum-based chemotherapy) of 6 months (range, 2-13). The PRs were not associated with the length of PFS-2 of PFS-1, the histologic subtype, primary and metastatic site of the tumour. No grade 3-4 toxicity has been observed; grade 2 asthenia occurred in 3 patients (50%), grade 1 nausea and constipation were observed in one patient (17%), respectively. CONCLUSION: Despite the low number of patients treated, the activity of vinflunine was substantial and suggests its role as chemotherapy line following previous chemotherapy and immunotherapy, deserving further retrospective or prospective investigations in this setting.


Subject(s)
Antineoplastic Agents/administration & dosage , Urologic Neoplasms/drug therapy , Vinblastine/analogs & derivatives , Aged , Antineoplastic Agents/adverse effects , Carcinoma, Transitional Cell/drug therapy , Carcinoma, Transitional Cell/pathology , Disease-Free Survival , Follow-Up Studies , Humans , Middle Aged , Urologic Neoplasms/pathology , Vinblastine/administration & dosage , Vinblastine/adverse effects
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