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1.
Neural Comput Appl ; 35(15): 11459-11475, 2023.
Article in English | MEDLINE | ID: mdl-37155462

ABSTRACT

Industry 4.0 enable novel business cases, such as client-specific production, real-time monitoring of process condition and progress, independent decision making and remote maintenance, to name a few. However, they are more susceptible to a broad range of cyber threats because of limited resources and heterogeneous nature. Such risks cause financial and reputational damages for businesses, well as the theft of sensitive information. The higher level of diversity in industrial network prevents the attackers from such attacks. Therefore, to efficiently detect the intrusions, a novel intrusion detection system known as Bidirectional Long Short-Term Memory based Explainable Artificial Intelligence framework (BiLSTM-XAI) is developed. Initially, the preprocessing task using data cleaning and normalization is performed to enhance the data quality for detecting network intrusions. Subsequently, the significant features are selected from the databases using the Krill herd optimization (KHO) algorithm. The proposed BiLSTM-XAI approach provides better security and privacy inside the industry networking system by detecting intrusions very precisely. In this, we utilized SHAP and LIME explainable AI algorithms to improve interpretation of prediction results. The experimental setup is made by MATLAB 2016 software using Honeypot and NSL-KDD datasets as input. The analysis result reveals that the proposed method achieves superior performance in detecting intrusions with a classification accuracy of 98.2%.

2.
IEEE Trans Nanobioscience ; 22(3): 590-596, 2023 Jul.
Article in English | MEDLINE | ID: mdl-36350859

ABSTRACT

A Deep Learning Multi-output regression model is employed to correctly model the relationships between optical design parameters of an asymmetric Twin Elliptical Core Photonic Crystal Fiber (TEC-PCF) and its sensing performances. TEC-PCF acts as a biosensor to detect the blood glucose level taking hemoglobin components into account. Since asymmetric TEC-PCF uses a dual elliptical core, four super modes have to be evaluated to analyze the sensing performance in terms of effective index difference, transmission spectrum, coupling length, and sensor sensitivity. The dataset used in this work is of the optical design parameters of the sensor and Finite Element Method (FEM) results with effective indices of four super modes obtained from the COMSOL Multiphysics by varying hemoglobin concentration to 120 g/L, 140 g/L, and 160 g/L. Gretel.ai's free open-source synthetic data library is used to augment the dataset to make the training more efficient. Explainable AI (XAI) feature analysis using Shapley Additive Explanations (SHAP) framework is used for two purposes: feature selection and to know the feature's effect on prediction. The former led to the development of an optimal model with much fewer computational demands and the latter made the model interpretable. The proposed model can predict the accurate super modes when given input specifications with wavelength ranging from 1.27- [Formula: see text] and for various glucose concentrations under the influence of hemoglobin much faster compared to the other numerical simulations which are computationally expensive. Computation time taken by the proposed Artificial Neural Network (ANN) model, the proposed model with XAI and FEM is also being compared.


Subject(s)
Deep Learning , Neural Networks, Computer
4.
J Urol ; 206(4): 933-941, 2021 10.
Article in English | MEDLINE | ID: mdl-34032504

ABSTRACT

PURPOSE: Phase-III randomized control trial evidence suggests intermittent androgen deprivation therapy (IADT) is not significantly inferior to continuous androgen deprivation therapy (ADT) for patients with prostate cancer (PC). However, clinical practice and guidelines differ in their recommendations. We evaluate real-world utilization and practice patterns of IADT. MATERIALS AND METHODS: Ontario men ≥65 years of age with PC who initiated ADT for ≥3 months were identified (1997-2017). Lapses in ADT ≥6 months (initial gap) and ≥3 months (subsequent gaps) were used to classify IADT. Neoadjuvant/adjuvant therapy was excluded. Disease stage adjustment was completed for patients with likely metastatic disease based on de novo presentation with ADT. Patient and physician predictors of IADT were analyzed using multivariable logistic regression. RESULTS: We identified 8,544 patients with 1,715 having previously received local therapy. Among all patients, 16.4% received IADT. This ranged from 11.4%-24.8% across health-planning regions and increased to 26.6% in those with previous local therapy. Mean followup was 8.3 years. Patients with prior local therapy (OR 1.85, 95% CI 1.59-2.17, p <0.001) and those in the highest income quintile (OR 1.32, 95% CI 1.08-1.60, p=0.005) had increased odds of receiving IADT. Radiation oncologists were more likely to use IADT than urologists (OR 1.99, 95% CI 1.59-2.50, p <0.001), as were physicians with more experience (≥10 years in practice: OR 1.44, 95% CI 1.11-1.88, p=0.007). In specialty-stratified analyses, case volume was significantly associated with IADT for radiation oncologists (highest quartile: OR 1.73, 95% CI 1.14-2.62, p=0.009). CONCLUSIONS: IADT remains underutilized for patients with PC who ≥65 years of age with only 1 in 4 to 1 in 6 eligible patients receiving this form of care. Clinical, sociodemographic and physician characteristics play an important role in treatment selection.


Subject(s)
Androgen Antagonists/therapeutic use , Antineoplastic Agents, Hormonal/therapeutic use , Practice Patterns, Physicians'/statistics & numerical data , Prostatic Neoplasms/drug therapy , Age Factors , Aged , Aged, 80 and over , Drug Administration Schedule , Follow-Up Studies , Humans , Income/statistics & numerical data , Male , Neoplasm Staging , Ontario/epidemiology , Patient Selection , Practice Guidelines as Topic , Practice Patterns, Physicians'/standards , Prostatic Neoplasms/diagnosis , Prostatic Neoplasms/mortality , Prostatic Neoplasms/pathology , Radiation Oncologists/statistics & numerical data , Survival Analysis , Treatment Outcome , Urologists/statistics & numerical data
5.
Ann Oncol ; 32(7): 896-905, 2021 07.
Article in English | MEDLINE | ID: mdl-33836265

ABSTRACT

BACKGROUND: Treatment of poor prognosis metastatic castration-resistant prostate cancer (mCRPC) includes taxane chemotherapy and androgen receptor pathway inhibitors (ARPI). We sought to determine optimal treatment in this setting. PATIENTS AND METHODS: This multicentre, randomised, open-label, phase II trial recruited patients with ARPI-naive mCRPC and poor prognosis features (presence of liver metastases, progression to mCRPC after <12 months of androgen deprivation therapy, or ≥4 of 6 clinical criteria). Patients were randomly assigned 1 : 1 to receive cabazitaxel plus prednisone (group A) or physician's choice of enzalutamide or abiraterone plus prednisone (group B) at standard doses. Patients could cross over at progression. The primary endpoint was clinical benefit rate for first-line treatment (defined as prostate-specific antigen response ≥50%, radiographic response, or stable disease ≥12 weeks). RESULTS: Ninety-five patients were accrued (median follow-up 21.9 months). First-line clinical benefit rate was greater in group A versus group B (80% versus 62%, P = 0.039). Overall survival was not different between groups A and B (median 37.0 versus 15.5 months, hazard ratio (HR) = 0.58, P = 0.073) nor was time to progression (median 5.3 versus 2.8 months, HR = 0.87, P = 0.52). The most common first-line treatment-related grade ≥3 adverse events were neutropenia (cabazitaxel 32% versus ARPI 0%), diarrhoea (9% versus 0%), infection (9% versus 0%), and fatigue (7% versus 5%). Baseline circulating tumour DNA (ctDNA) fraction above the cohort median and on-treatment ctDNA increase were associated with shorter time to progression (HR = 2.38, P < 0.001; HR = 4.03, P < 0.001). Patients with >30% ctDNA fraction at baseline had markedly shorter overall survival than those with undetectable ctDNA (HR = 38.22, P < 0.001). CONCLUSIONS: Cabazitaxel was associated with a higher clinical benefit rate in patients with ARPI-naive poor prognosis mCRPC. ctDNA abundance was prognostic independent of clinical features, and holds promise as a stratification biomarker.


Subject(s)
Prostatic Neoplasms, Castration-Resistant , Androgen Antagonists/therapeutic use , Androstenes , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Benzamides , Humans , Male , Nitriles , Phenylthiohydantoin , Prednisone/adverse effects , Prognosis , Prostatic Neoplasms, Castration-Resistant/drug therapy , Taxoids/therapeutic use , Treatment Outcome
6.
Eur Urol Focus ; 7(6): 1347-1354, 2021 Nov.
Article in English | MEDLINE | ID: mdl-32771446

ABSTRACT

BACKGROUND: Cisplatin-based neoadjuvant chemotherapy (NAC) for muscle-invasive bladder cancer (MIBC) is associated with improved overall and cancer-specific survival. The post-NAC pathological stage has previously been reported to be a major determinant of outcome. OBJECTIVE: To develop a postoperative nomogram for survival based on pathological and clinical parameters from an international consortium. DESIGN, SETTING, AND PARTICIPANTS: Between 2000 and 2015, 1866 patients with MIBC were treated at 19 institutions in the USA, Canada, and Europe. Analysis was limited to 640 patients with adequate follow-up who had received three or more cycles of NAC. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS: A nomogram for bladder cancer-specific mortality (BCSM) was developed by multivariable Cox regression analysis. Decision curve analysis was used to assess the model's clinical utility. RESULTS AND LIMITATIONS: A total of 640 patients were identified. Downstaging to non-MIBC (ypT1, ypTa, and ypTis) occurred in 271 patients (42 %), and 113 (17 %) achieved a complete response (ypT0N0). The 5-yr BCSM was 47.2 % (95 % confidence interval [CI]: 41.2-52.6 %). On multivariable analysis, covariates with a statistically significant association with BCSM were lymph node metastasis (hazard ratio [HR] 1.90 [95% CI: 1.4-2.6]; p < 0.001), positive surgical margins (HR 2.01 [95 % CI: 1.3-2.9]; p < 0.001), and pathological stage (with ypT0/Tis/Ta/T1 as reference: ypT2 [HR 2.77 {95 % CI: 1.7-4.6}; p < 0.001] and ypT3-4 [HR 5.9 {95 % CI: 3.8-9.3}; p < 0.001]). The area under the curve of the model predicting 5-yr BCSM after cross validation with 300 bootstraps was 75.4 % (95 % CI: 68.1-82.6 %). Decision curve analyses showed a modest net benefit for the use of the BCSM nomogram in the current cohort compared with the use of American Joint Committee on Cancer staging alone. Limitations include the retrospective study design and the lack of central pathology. CONCLUSIONS: We have developed and internally validated a nomogram predicting BCSM after NAC and radical cystectomy for MIBC. The nomogram will be useful for patient counseling and in the identification of patients at high risk for BCSM suitable for enrollment in clinical trials of adjuvant therapy. PATIENT SUMMARY: In this report, we looked at the outcomes of patients with muscle-invasive bladder cancer in a large multi-institutional population. We found that we can accurately predict death after radical surgical treatment in patients treated with chemotherapy before surgery. We conclude that the pathological report provides key factors for determining survival probability.


Subject(s)
Cystectomy , Urinary Bladder Neoplasms , Cystectomy/methods , Humans , Muscles/pathology , Neoadjuvant Therapy/methods , Nomograms , Retrospective Studies , Urinary Bladder Neoplasms/drug therapy , Urinary Bladder Neoplasms/surgery
7.
Ann Oncol ; 31(1): 50-60, 2020 01.
Article in English | MEDLINE | ID: mdl-31912796

ABSTRACT

BACKGROUND: Immunotherapy agents are an innovative oncological treatment modality and as a result their use has expanded widely. Understanding the treatment-related adverse events (AEs) of these drugs compared with traditional chemotherapy is crucial for clinical practice. DESIGN: A systematic review of studies indexed in Medline (PubMed), Embase, Web of Science, and the Cochrane Databases from January 2000 to 14 February 2019 was conducted. Randomized clinical trials comparing immunotherapy [cytotoxic T-lymphocyte protein-4 (CTLA-4), programmed cell death protein 1 (PD-1), or programmed death-ligand 1 (PD-L1)] with standard-of-care chemotherapy in the treatment of advanced solid-organ neoplasms were included if AEs were reported as an outcome. Primary outcome was AEs ≥ grade 3 in severity. Secondary outcomes were proportion of overall AEs, treatment discontinuation due to AEs, deaths due to AEs, and specific AEs [fatigue, diarrhea, acute kidney injury (AKI), colitis, pneumonitis, and hypothyroidism]. Paule-Mandel pooling and a random effects model were used to produce odds ratios (ORs) for measures of effects. RESULTS: Among 10 598 abstracts screened, we included 22 studies involving 12 727 patients. In the immunotherapy group, 16.5% of patients developed an AE ≥ grade 3 in severity, compared with 41.09% in the chemotherapy arm [OR = 0.26, 95% confidence interval (CI) 0.19-0.35, I2 = 92%]. Patients receiving immunotherapy also had lower odds of developing an AE overall (OR = 0.35, 95% CI 0.28-0.44; I2 = 77%), terminating therapy due to an AE (OR = 0.55, 95% CI 0.39-0.78, I2 = 80%), or dying from a treatment-related AE (OR = 0.67, 95% CI 0.46-0.98, I2 = 0%). When treated with chemotherapy versus immunotherapy, patients more frequently experienced fatigue (25.10% versus 15.83%), diarrhea (14.97% versus 11.13%), and AKI (1.79% versus 1.31%). However, colitis (1.02% versus 0.26%), pneumonitis (3.36% versus 0.36%), and hypothyroidism (6.82% versus 0.37%) were more common in those treated with immunotherapy. CONCLUSIONS: Treatment of advanced solid-organ malignancies with immunotherapy compared with traditional chemotherapy is associated with a lower risk of AEs.


Subject(s)
Antineoplastic Agents , Neoplasms , Antineoplastic Agents/therapeutic use , Humans , Immunologic Factors/therapeutic use , Immunotherapy/adverse effects , Neoplasms/drug therapy , Randomized Controlled Trials as Topic
8.
Curr Oncol ; 26(2): 73-79, 2019 04.
Article in English | MEDLINE | ID: mdl-31043804

ABSTRACT

Immune checkpoint inhibitors have revolutionized care for many cancer indications, with considerable effort now being focused on increasing the rate, depth, and duration of patient response. One strategy is to combine immune strategies (for example, ctla-4 and PD-1/L1-directed agents) to harness additive or synergistic efficacy while minimizing toxicity. Despite encouraging results with such combinations in multiple tumour types, numerous clinical challenges remain, including a lack of biomarkers that reliably predict outcome, the emergence of therapeutic resistance, and optimal management of immune-related toxicities. Furthermore, the selection of ideal combinations from the myriad of immune, systemic, and locoregional therapies has yet to be determined. A longitudinal network-based approach could offer advantages in addressing those critical questions, including long-term follow-up of patients beyond individual trials. The molecular cancer registry Personalize My Treatment, managed by the Networks of Centres of Excellence nonprofit organization Exactis Innovation, is uniquely positioned to accelerate Canadian immuno-oncology (io) research efforts throughout its national network of cancer sites. To gain deeper insight into how a pan-Canadian network could advance research in io combinations, Exactis invited preeminent clinical and scientific advisors from across Canada to a roundtable event in November 2017. The present white paper captures the expert advice provided: leverage longitudinal patient data collection; facilitate network collaboration and assay harmonization; synergize with existing initiatives, networks, and biobanks; and develop an io combination trial based on Canadian discoveries.


Subject(s)
Antineoplastic Agents, Immunological/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Information Dissemination , Information Services , Neoplasms/drug therapy , Canada , Humans , Immunotherapy , Neoplasms/immunology , Precision Medicine
9.
World J Urol ; 37(1): 165-172, 2019 Jan.
Article in English | MEDLINE | ID: mdl-29882105

ABSTRACT

BACKGROUND: Cisplatin-based neoadjuvant chemotherapy (NAC) for muscle invasive bladder cancer improves all-cause and cancer specific survival. We aimed to evaluate whether the detection of carcinoma in situ (CIS) at the time of initial transurethral resection of bladder tumor (TURBT) has an oncological impact on the response to NAC prior to radical cystectomy. PATIENTS AND METHODS: Patients were identified retrospectively from 19 centers who received at least three cycles of NAC or induction chemotherapy for cT2-T4aN0-3M0 urothelial carcinoma of the bladder followed by radical cystectomy between 2000 and 2013. The primary and secondary outcomes were pathological response and overall survival, respectively. Multivariable analysis was performed to determine the independent predictive value of CIS on these outcomes. RESULTS: Of 1213 patients included in the analysis, 21.8% had concomitant CIS. Baseline clinical and pathologic characteristics of the 'CIS' versus 'no-CIS' groups were similar. The pathological response did not differ between the two arms when response was defined as pT0N0 (17.9% with CIS vs 21.9% without CIS; p = 0.16) which may indicate that patients with CIS may be less sensitive to NAC or ≤ pT1N0 (42.8% with CIS vs 37.8% without CIS; p = 0.15). On Cox regression model for overall survival for the cN0 cohort, the presence of CIS was not associated with survival (HR 0.86 (95% CI 0.63-1.18; p = 0.35). The presence of LVI (HR 1.41, 95% CI 1.01-1.96; p = 0.04), hydronephrosis (HR 1.63, 95% CI 1.23-2.16; p = 0.001) and use of chemotherapy other than ddMVAC (HR 0.57, 95% CI 0.34-0.94; p = 0.03) were associated with shorter overall survival. For the whole cohort, the presence of CIS was also not associated with survival (HR 1.05 (95% CI 0.82-1.35; p = 0.70). CONCLUSION: In this multicenter, real-world cohort, CIS status at TURBT did not affect pathologic response to neoadjuvant or induction chemotherapy. This study is limited by its retrospective nature as well as variability in chemotherapy regimens and surveillance regimens.


Subject(s)
Antineoplastic Agents/therapeutic use , Carcinoma in Situ/therapy , Cystectomy , Induction Chemotherapy , Neoadjuvant Therapy , Urinary Bladder Neoplasms/therapy , Aged , Carcinoma in Situ/mortality , Carcinoma in Situ/pathology , Cisplatin/therapeutic use , Female , Humans , Male , Middle Aged , Retrospective Studies , Survival Rate , Treatment Outcome , Urinary Bladder Neoplasms/mortality , Urinary Bladder Neoplasms/pathology
10.
Ann Oncol ; 28(10): 2481-2488, 2017 Oct 01.
Article in English | MEDLINE | ID: mdl-28961845

ABSTRACT

BACKGROUND: Five-year survival of patients with inoperable, advanced urothelial carcinoma treated with the first-line chemotherapy is 5%-15%. We assessed whether the Hsp27 inhibitor apatorsen combined with gemcitabine plus cisplatin (GC) could improve overall survival (OS) in these patients. PATIENTS AND METHODS: This placebo-controlled, double-blind, phase II trial randomized 183 untreated urothelial carcinoma patients (North America and Europe) to receive GC plus either placebo (N = 62), 600 mg apatorsen (N = 60), or 1000 mg apatorsen (N = 61). In the experimental arm, treatment included loading doses of apatorsen followed by up to six cycles of apatorsen plus GC. Patients receiving at least four cycles could continue apatorsen monotherapy as maintenance until progression or unacceptable toxicity. The primary end point was OS. RESULTS: OS was not significantly improved in the single or combined 600- or 1000-mg apatorsen arms versus placebo [hazard ratio (HR), 0.86 and 0.90, respectively]. Exploratory study of specific statistical modeling showed a trend for improved survival in patients with baseline poor prognostic features treated with 600 mg apatorsen compared with placebo (HR = 0.72). Landmark analysis of serum Hsp27 (sHsp27) levels showed a trend toward survival benefit for poor-prognosis patients in 600- and 1000-mg apatorsen arms who achieved lower area under the curve sHsp27 levels, compared with the placebo arm (HR = 0.45 and 0.62, respectively). Higher baseline circulating tumor cells (≥5 cells/7.5 ml) was observed in patients with poor prognosis in correlation with poor survival. Treatment-emergent adverse events were manageable and more common in both apatorsen-treatment arms. CONCLUSIONS: Even though apatorsen combined with standard chemotherapy did not demonstrate a survival benefit in the overall study population, patients with poor prognostic features might benefit from this combination. Serum Hsp27 levels may act as a biomarker to predict treatment outcome. Further exploration of apatorsen in poor-risk patients is warranted.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Urologic Neoplasms/drug therapy , Adult , Aged , Aged, 80 and over , Cisplatin/administration & dosage , Deoxycytidine/administration & dosage , Deoxycytidine/analogs & derivatives , Double-Blind Method , Female , HSP27 Heat-Shock Proteins/antagonists & inhibitors , HSP27 Heat-Shock Proteins/genetics , HSP27 Heat-Shock Proteins/metabolism , Heat-Shock Proteins , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Molecular Chaperones , Oligonucleotides, Antisense/administration & dosage , Urologic Neoplasms/genetics , Urologic Neoplasms/metabolism , Gemcitabine
11.
Invest New Drugs ; 33(4): 969-76, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25983041

ABSTRACT

BACKGROUND: SB939 is a potent oral inhibitor of class 1, 2, and 4 histone deacetylases (HDACs). These three HDAC classes are highly expressed in castration resistant prostate cancer (CRPC) and associated with poor clinical outcomes. We designed a phase II study of SB939 in men with metastatic CRPC. METHODS: Patients received SB939 60 mg on alternate days three times per week for 3 weeks on a 4-week cycle. Primary endpoints were PSA response rate (RR) and progression-free survival (PFS). Secondary endpoints included objective response rate and duration; overall survival; circulating tumor cell (CTC) enumeration and safety. Exploratory correlative studies of the TMPRSS2-ERG fusion and PTEN biomarkers were also performed. RESULTS: Thirty-two patients were enrolled of whom 88 % had received no prior chemotherapy. The median number of SB939 cycles administered was three (range 1-8). Adverse events were generally grade 1-2, with five pts experiencing one or more grade three event. One patient died due to myocardial infarction. A confirmed PSA response was noted in two pts (6 %), lasting 3.0 and 21.6 months. In patients with measurable disease there were no objective responses. Six patients had stable disease lasting 1.7 to 8.0 months. CTC response (from ≥5 at baseline to <5 at 6 or 12 weeks) occurred in 9/14 evaluable patients (64 %). CONCLUSION: Although SB939 was tolerable at the dose/schedule given, and showed declines in CTC in the majority of evaluable patients, it did not show sufficient activity based on PSA RR to warrant further study as a single agent in unselected patients with CRPC.


Subject(s)
Antineoplastic Agents/therapeutic use , Benzimidazoles/therapeutic use , Histone Deacetylase Inhibitors/therapeutic use , Prostatic Neoplasms, Castration-Resistant/drug therapy , Aged , Aged, 80 and over , Antineoplastic Agents/adverse effects , Benzimidazoles/adverse effects , Disease-Free Survival , Histone Deacetylase Inhibitors/adverse effects , Humans , Kallikreins , Male , Middle Aged , Neoplastic Cells, Circulating/metabolism , PTEN Phosphohydrolase/genetics , Prostate-Specific Antigen , Prostatic Neoplasms, Castration-Resistant/blood , Prostatic Neoplasms, Castration-Resistant/metabolism , Serine Endopeptidases/genetics , Trans-Activators/genetics , Transcriptional Regulator ERG
12.
Clin Genitourin Cancer ; 13(1): 71-9, 2015 Feb.
Article in English | MEDLINE | ID: mdl-24993933

ABSTRACT

BACKGROUND: The differential impact of the number of prior lines of therapy and the setting of prior therapy (perioperative or metastatic) is unclear in advanced urothelial carcinoma. PATIENTS AND METHODS: Ten phase II trials of salvage chemotherapy, biologic agent therapy, or both, enrolling 731 patients, were available. Data on the number of prior lines of therapy and the setting of prior therapy were required in addition to known previously recognized prognostic factors: time from prior chemotherapy, hemoglobin level, performance status, and liver metastasis status. Cox proportional hazards regression was used to evaluate the association of the number of prior lines and prior perioperative therapy with overall survival (OS) as the primary clinical endpoint. Trial was a stratification factor. RESULTS: A total of 711 patients were evaluable. The overall median progression-free survival and OS were 2.7 and 6.8 months, respectively. The number of prior lines was 1 in 559 patients (78.6%), 2 in 111 (15.6%), 3 in 29 (4.1%), 4 in 10 (1.4%), and 5 in 2 (0.3%). Prior perioperative chemotherapy was given to 277 (39.1%) and chemotherapy for metastatic disease to 454 (64.1%). The number of prior lines was not independently associated with OS (hazard ratio, 0.99; 95% CI, 0.86-1.14). Prior perioperative chemotherapy was a favorable factor for OS on univariate but not multivariate analysis. CONCLUSION: The number of prior lines of therapy and prior perioperative chemotherapy were not independently prognostic in patients with urothelial carcinoma receiving salvage therapy. Adoption of these data in salvage therapy trials should enhance accrual, the interpretability of results, and drug development.


Subject(s)
Drug Therapy/methods , Salvage Therapy/methods , Urologic Neoplasms/drug therapy , Urologic Neoplasms/mortality , Aged , Clinical Trials, Phase II as Topic , Humans , Middle Aged , Perioperative Care , Prospective Studies , Regression Analysis , Survival Analysis , Treatment Outcome
13.
Ann Oncol ; 25(3): 657-662, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24458472

ABSTRACT

BACKGROUND: Abiraterone acetate (abiraterone) prolongs overall survival (OS) in patients with metastatic castration-resistant prostate cancer (mCRPC). This study's objective was to retrospectively identify factors associated with prostate-specific antigen (PSA) response to abiraterone and validate them in an independent cohort. We hypothesized that the neutrophil/lymphocyte ratio (NLR), thought to be an indirect manifestation of tumor-promoting inflammation, may be associated with response to abiraterone. PATIENTS AND METHODS: All patients receiving abiraterone at the Princess Margaret (PM) Cancer Centre up to March 2013 were reviewed. The primary end point was confirmed PSA response defined as PSA decline ≥50% below baseline maintained for ≥3 weeks. Potential factors associated with PSA response were analyzed using univariate and multivariable analyses to generate a score, which was then evaluated in an independent cohort from Royal Marsden (RM) NHS foundation. RESULTS: A confirmed PSA response was observed in 44 out of 108 assessable patients (41%, 95% confidence interval 31%-50%). In univariate analysis, lower pre-abiraterone baseline levels of lactate dehydrogenase, an NLR ≤ 5 and restricted metastatic spread to either bone or lymph nodes were each associated with PSA response. In multivariable analysis, only low NLR and restricted metastatic spread remained statistically significant. A score derived as the sum of these two categorical variables was associated with response to abiraterone (P = 0.007). Logistic regression analysis on an independent validation cohort of 245 patients verified that this score was associated with response to abiraterone (P = 0.003). It was also associated with OS in an exploratory analysis. CONCLUSIONS: A composite score of baseline NLR and extent of metastatic spread is associated with PSA response to abiraterone and OS. Our data may help understand the role of systemic inflammation in mCRPC and warrant further research.


Subject(s)
Kallikreins/blood , Lymphocytes/immunology , Neutrophils/immunology , Prostate-Specific Antigen/blood , Prostatic Neoplasms, Castration-Resistant/blood , Prostatic Neoplasms, Castration-Resistant/mortality , Abiraterone Acetate , Aged , Aged, 80 and over , Androgen Antagonists/therapeutic use , Androstadienes/therapeutic use , Biomarkers, Tumor , Disease Progression , Disease-Free Survival , Humans , L-Lactate Dehydrogenase/blood , Male , Middle Aged , Neoplasm Grading , Neoplasm Metastasis/drug therapy , Prednisone/therapeutic use , Prostatic Neoplasms, Castration-Resistant/drug therapy , Retrospective Studies , Steroid 17-alpha-Hydroxylase/antagonists & inhibitors , Treatment Outcome
14.
Ann Oncol ; 24(12): 2972-7, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24126362

ABSTRACT

BACKGROUND: Multiple factors can influence outcomes of patients receiving identical interventions in clinical trials and in routine practice. Here, we compare outcomes of men with metastatic castrate-resistant prostate cancer (mCRPC) treated with docetaxel and prednisone in routine practice and in clinical trials. PATIENTS AND METHODS: We reviewed patients with mCRPC treated with docetaxel at Princess Margaret Cancer Centre. Primary outcomes were overall survival and PSA response rate. Secondary outcomes were reasons for discontinuation and febrile neutropenia. Outcomes were compared for men treated in routine practice and in clinical trials, and with data from the TAX 327 study. RESULTS: From 2001 to 2011, 438 men were treated, of whom 357 received 3-weekly docetaxel as first-line chemotherapy: 314 in routine practice and 43 in clinical trials. Trial patients were younger and had better performance status. Median survival was 13.6 months [95% confidence interval (95% CI) 12.1-15.1 months] in routine practice and 20.4 months (95% CI 17.4-23.4 months, P = 0.007) within clinical trials, compared with 19.3 months (95% CI 17.6-21.3 months, P < 0.001) in the TAX 327 study. PSA response rates were 45%, 54%, and 53%, respectively (P = NS). Reasons for treatment discontinuation were similar although trial patients received more cycles (median: 6 versus 8 versus 9.5, P < 0.001). Rates of febrile neutropenia were 9.6, 0, and 3% (P < 0.001) while rates of death within 30 days of last dose were 4%, 0%, and 3%, respectively (P = NS). CONCLUSIONS: Survival of patients with mCRPC treated with docetaxel in routine practice is shorter than for men included in trials and is associated with more toxicity.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Prostatic Neoplasms, Castration-Resistant/drug therapy , Adult , Aged , Aged, 80 and over , Clinical Trials as Topic , Docetaxel , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Prednisone/administration & dosage , Prostate-Specific Antigen/blood , Prostatic Neoplasms, Castration-Resistant/blood , Prostatic Neoplasms, Castration-Resistant/mortality , Taxoids/administration & dosage , Treatment Outcome
15.
Ann Oncol ; 23(1): 53-58, 2012 Jan.
Article in English | MEDLINE | ID: mdl-21765178

ABSTRACT

BACKGROUND: The purpose of this study was to determine the clinical activity of patupilone in patients with metastatic castration-resistant prostate cancer previously treated with docetaxel. PATIENTS AND METHODS: Eligible patients had progressive disease within 6 months of receiving docetaxel. Patupilone was administered 10 mg/m2 i.v. every 3 weeks. The primary end point was the proportion of patients with a confirmed≥50% prostate-specific antigen (PSA) decline. RESULTS: Eighty-three patients were enrolled. At baseline, the median time to progression after prior docetaxel was 1.4 months (range 0-5.7). Gastrointestinal serious adverse events occurred in four of the six initial patients leading to a reduction of the starting dose of patupilone to 8 mg/m2 for subsequent patients. Grade 3-4 toxicity at this dose included diarrhea (22%), fatigue (21%), and anorexia (10%). One patient experienced grade 3-4 hematologic toxicity. A PSA decline of ≥50% occurred in 47% of patients. A partial measurable disease response occurred in 24% of assessable patients. A patient-reported pain response was observed in 59% of assessable patients. Median time to PSA progression was 6.1 months [95% confidence interval (CI) 4.7-8.0] and median overall survival was 11.3 months (95% CI 9.8-15.4). CONCLUSIONS: Patupilone at 8 mg/m2 was tolerable, had antitumor activity, and was associated with symptomatic improvement in patients previously treated with docetaxel.


Subject(s)
Antineoplastic Agents/therapeutic use , Epothilones/therapeutic use , Prostatic Neoplasms/drug therapy , Salvage Therapy/methods , Aged , Aged, 80 and over , Canada , Castration , Disease-Free Survival , Docetaxel , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Prostate-Specific Antigen/blood , Prostatic Neoplasms/mortality , Taxoids/therapeutic use
16.
Curr Oncol ; 17(2): 24-9, 2010 Apr.
Article in English | MEDLINE | ID: mdl-20404974

ABSTRACT

BACKGROUND: Based on the TAX 327 phase III trial, docetaxel-based chemotherapy is the standard first-line treatment for hormone-resistant prostate cancer (HRPC); however, there is some heterogeneity in the use of this agent in routine clinical practice. The aim of the present study was to examine the patterns of docetaxel use in routine clinical practice at our institution and to compare them with docetaxel use in the TAX 327 clinical trial. METHODS: We conducted a retrospective chart review of HRPC patients treated with first-line docetaxel between 2005 and 2007 at the Princess Margaret Hospital. RESULTS: In the first-line setting, 88 patients with HRPC received docetaxel. The main reasons for initiating docetaxel were rising prostate-specific antigen (PSA, 98%) and progressive symptoms (77%). The PSA response rate was 67%; median time to response was 1.5 months, and duration of response was 6.8 months. Median survival was 15.9 months (95% confidence interval: 12.4 to 20.5 months). Patients received a median of 7 cycles of treatment, and the main toxicities were fatigue (35%) and neuropathy (24%). Post docetaxel, 36 patients received second-line treatment with a 22% response rate. CONCLUSIONS: In routine clinical practice, HRPC patients received docetaxel mainly because of symptomatic disease progression. Overall response rates and toxicities were comparable to those in the TAX 327 trial. However, our patients received a median of only 7 cycles of treatment versus the 9.5 administered on trial, and survival was slightly shorter in our single-institution study. A larger prospective multicentre analysis, including performance status and quality-of-life parameters, may be warranted to determine if docetaxel performs as well in routine clinical practice as it does in the clinical trial setting.

17.
Am J Cardiol ; 42(4): 551-6, 1978 Oct.
Article in English | MEDLINE | ID: mdl-696636

ABSTRACT

Forty-nine patients with chronic left bundle branch block and a normal frontal axis were compared with 53 patients with left bundle branch block and left axis deviation. The following clinical variables were more frequent (P less than 0.05) in patients with left axis deviation: greater age, exertional angina, congestive heart failure, cardiomegaly, cardiac functional class II to IV, coronary artery disease and presence of organic heart disease. Absence of organic heart disease (primary conduction disease) was seen only in patients with a normal axis. Patients with left axis deviation had longer (P less than 0.05) mean P-R, A-H and H-V intervals and atrial and atrioventricular (A-V) nodal effective refractory periods. All patients were prospectifely followed up for 30 to 2,271 days with a mean +/- standard error of the mean follo-up period of 538 +/- 72 for the group with a normal axis and 604 +/- 72 days for the group with left axis deviation (difference not significant). A-V block developed in three patients (6 percent) with left axis deviation and in none of those with a normal axis. The cumulative 4 year mortality rate for the entire group approached 75 percent. The patients with left axis deviation had greater cardiovascular mortality (P less than 0.05). In conclusion, among patients with left bundle branch block, those with left axis deviation have a greater incidence of myocardial dysfunction, more advanced conduction desease and greater cardiovascular mortality than those with a normal axis.


Subject(s)
Bundle-Branch Block/physiopathology , Heart Conduction System/physiopathology , Bundle-Branch Block/etiology , Bundle-Branch Block/mortality , Electrocardiography , Female , Follow-Up Studies , Heart Block/etiology , Heart Block/therapy , Humans , Male , Pacemaker, Artificial
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