GameRank: R package for feature selection and construction.

MOTIVATION: Building calibrated and discriminating predictive models can be developed through the direct optimization of model performance metrics with combinatorial search algorithms. Often, predictive algorithms are desired in clinical settings to identify patients that may be high and low risk. However, due to the large combinatorial search space, these algorithms are slow and do not guarantee the global optimality of their selection. RESULTS: Here, we present a novel and quick maximum likelihood-based feature selection algorithm, named GameRank. The method is implemented into an R package composed of additional functions to build calibrated and discriminative predictive models. AVAILABILITY AND IMPLEMENTATION: GameRank is available at https://github.com/Genentech/GameRank and released under the MIT License.

TRAIL Score: A Simple Model to Predict Immunochemotherapy Tolerability in Patients With Diffuse Large B-Cell Lymphoma.

PURPOSE: Rituximab with cyclophosphamide, doxorubicin, vincristine, and prednisolone (R-CHOP) represents the standard of care for first-line treatment of diffuse large B-cell lymphoma (DLBCL). However, many patients are unable to tolerate R-CHOP and have inferior outcomes. This study aimed to develop a practical tool to help physicians identify patients with newly diagnosed DLBCL unlikely to tolerate a full course of R-CHOP. METHODS: We developed a predictive model (Tolerability of R-CHOP in Aggressive Lymphoma [TRAIL]) on the basis of a training data set from the phase III GOYA trial (obinutuzumab with CHOP v R-CHOP in 1L DLBCL) using a composite binary end point, identifying patients who prematurely stopped or required reductions of R-CHOP. Candidate predictive variables were selected on the basis of known baseline characteristics that contribute to patient frailty, comorbidity, and/or chemotherapy toxicity. TRAIL was developed using an iterative trial-and-error modeling process to fit a logistic regression model. The final model was evaluated for robustness using a GOYA holdout data set and the phase III MAIN (R-CHOP with or without bevacizumab in 1L DLBCL) R-CHOP-21 data set as external validation. RESULTS: TRAIL includes four simple predictors available in the routine clinical setting: Charlson Comorbidity Index, presence of cardiovascular disease or diabetes, serum albumin, and creatinine clearance. Model generalization performance estimated by the area under the curve was around or above 0.70 across GOYA training, GOYA holdout, and MAIN data sets. Classifying patients into low-, intermediate- and high-risk categories, the proportion of patients experiencing a tolerability event was 3.3%, 12.4%, and 32.9%, respectively, in GOYA holdout, and 9.7%, 9.7%, and 34.2%, respectively, in MAIN. CONCLUSION: TRAIL may be useful as a clinical decision support tool for treatment decisions in patients with DLBCL who may not tolerate standard chemoimmunotherapies.

Sex-specific bimodal clustering of left ventricular ejection fraction in patients with acute heart failure.

AIMS: There is an ongoing discussion whether the categorization of patients with heart failure according to left ventricular ejection fraction (LVEF) is scientifically justified and clinically relevant. Major efforts are directed towards the identification of appropriate cut-off values to correctly allocate heart failure-specific pharmacotherapy. Alternatively, an LVEF continuum without definite subgroups is discussed. This study aimed to evaluate the natural distribution of LVEF in patients presenting with acutely decompensated heart failure and to identify potential subgroups of LVEF in male and female patients. METHODS AND RESULTS: We identified 470 patients (mean age 75 ± 11 years, n = 137 female) hospitalized for acute heart failure in whom LVEF could be quantified by Simpson's method in an in-hospital echocardiogram. Non-parametric modelling revealed a bimodal shape of the LVEF distribution. Parametric modelling identified two clusters suggesting two LVEF peaks with mean (variance) of 61% (9%) and 31% (10%), respectively. Sub-differentiation by sex revealed a sex-specific bimodal clustering of LVEF. The respective threshold differentiating between 'high' and 'low' LVEF was 45% in men and 52% in women. CONCLUSIONS: In patients presenting with acute heart failure, LVEF clustered in two subgroups and exhibited profound sex-specific distributional differences. These findings might enrich the scientific process to identify distinct subgroups of heart failure patients, which might each benefit from respectively tailored (pharmaco)therapies.

Dynamics of Left Ventricular Myocardial Work in Patients Hospitalized for Acute Heart Failure.

BACKGROUND: The left ventricular ejection fraction (LVEF) is the most commonly used measure describing pumping efficiency, but it is heavily dependent on loading conditions and therefore not well-suited to study pathophysiologic changes. The novel concept of echocardiography-derived myocardial work (MyW) overcomes this disadvantage as it is based on LV pressure-strain loops. We tracked the in-hospital changes of indices of MyW in patients admitted for acute heart failure (AHF) in relation to their recompensation status and explored the prognostic utility of MyW indices METHODS AND RESULTS: We studied 126 patients admitted for AHF (mean 73 ± 12 years, 37% female, 40% with a reduced LVEF [<40%]), providing pairs of echocardiograms obtained both on hospital admission and prior to discharge. The following MyW indices were derived: global constructive and wasted work (GCW, GWW), global work index (GWI), and global work efficiency. In patients with HF with reduced ejection fraction with decreasing N-terminal prohormone B-natriuretic peptide levels during hospitalization, the GCW and GWI improved significantly, whereas the GWW remained unchanged. In patients with HF with preserved ejection fraction, the GCW and GWI were unchanged; however, in patients with no decrease or eventual increase in N-terminal prohormone B-natriuretic peptide, we observed an increase in GWW. In all patients with AHF, higher values of GWW were associated with a higher risk of death or rehospitalization within 6 months after discharge (per 10-point increment hazard ratio 1.035, 95% confidence interval 1.005-1.065). CONCLUSIONS: Our results suggest differential myocardial responses to decompensation and recompensation, depending on the HF phenotype in patients presenting with AHF. The GWW predicted the 6-month prognosis in these patients, regardless of LVEF. Future studies in larger cohorts need to confirm our results and identify determinants of short-term and longer term changes in MyW.

Temporal changes in total and hippocampal brain volume and cognitive function in patients with chronic heart failure-the COGNITION.MATTERS-HF cohort study.

AIMS: We quantified the concurring dynamics affecting total and hippocampal brain volume and cognitive function in patients with chronic heart failure (HF) over a period of three years. METHODS AND RESULTS: A total of 148 patients with mild stable HF entered this monocentric prospective cohort study: mean age 64.5 (10.8) years; 16.2% female; 77% in New York Heart Association functional classes I-II; 128 and 105 patients attended follow-up visits after 1 and 3 years, respectively. The assessment included cardiological, neurological, psychological work-up, and brain magnetic resonance imaging. Total and regional brain volumes were quantified using an operator-independent fully automated approach and reported normalized to the mean estimated intracranial volume. At baseline, the mean hippocampal volume was ∼13% lower than expected. However, the 3-year progressive hippocampal volume loss was small: -62 mm3 [95% confidence interval (CI) -81 to -42, P < 0.0001). This corresponded to a relative change of -1.8% (95% CI -2.3 to -1.2), which was similar in magnitude as observed with physiological aging. Moreover, the load of white matter hypointensities increased within the limits of normal aging. Cognitive function during the 3-year observation period remained stable, with 'intensity of attention' as the only domain declining (LSmean -1.82 points, 95% CI -3.05 to -0.58, P = 0.004). After 3 years, performance in all domains of cognition remained associated with hippocampal volume (r ≥ 0.29). CONCLUSION: In patients with predominantly mild HF, the markedly reduced hippocampal volume observed at baseline was associated with impaired cognitive function, but no accelerated deterioration in cognition and brain atrophy became evident over a mid-term period of three years.

Ixekizumab provides superior efficacy compared with ustekinumab over 52 weeks of treatment: Results from IXORA-S, a phase 3 study.

BACKGROUND: Biologics targeting interleukin 17A (IL-17A) allow for rapid clearance of psoriatic plaques, with a clinically favorable safety profile. OBJECTIVES: To compare the safety and efficacy of ixekizumab, an IL-17A antagonist, with the safety and efficacy of the IL-12/23 inhibitor ustekinumab through 52 weeks of treatment in the head-to-head trial IXORA-S. METHODS: Patients were randomized to ixekizumab (n = 136) or ustekinumab (n = 166) and dosed per the approved labels. After 1 year, efficacy was assessed via improvements in Psoriasis Area and Severity Index (PASI) score (with PASI 90 indicating a 90% or greater improvement from baseline PASI score) and a static Physician's Global Assessment (sPGA) response of either 0 or 0 or 1, with dropouts counted as nonresponders. Safety analyses included treatment-emergent adverse events (AEs). RESULTS: At week 52, significantly more ixekizumab-treated patients (P < .01) reported PASI 90 (104 [76.5%]), an sPGA response of 0 (72 [52.9%]), or an sPGA response of 0 or 1 (110 [82.1%]) responses than did ustekinumab-treated patients (PASI 90, 98 [59.0%]; sPGA response of 0, 60 [36.1%]; and sPGA response of 0 or 1, 108 [65.1%]). Treatment-emergent AEs, serious AEs, and discontinuation rates were not different between the treatment groups. Injection site reactions occurred more frequently in the ixekizumab-treated group (ixekizumab, 22 [16.3%]; ustekinumab, 2 [1.2%]) (P < .001). LIMITATIONS: This study was not designed to compare safety end points related to rare events. CONCLUSIONS: Compared with ustekinumab, ixekizumab showed superior efficacy and comparable safety outcomes through 52 weeks of treatment.

Impact of Ixekizumab Treatment on Itch and Psoriasis Area and Severity Index in Patients with Moderate-to-Severe Plaque Psoriasis: An Integrated Analysis of Two Phase III Randomized Studies.

INTRODUCTION: We evaluated baseline itch and its impact on the efficacy of ixekizumab (IXE) in clearing psoriasis and improving quality-of-life measures, and we explored the relationship between itch and psoriatic skin improvement. METHODS: Data were analyzed from two double-blind, randomized, controlled phase III studies (UNCOVER-2/3) comparing etanercept (ETN), IXE, and placebo (PBO) in patients with moderate-to-severe plaque psoriasis. Long-term analysis included UNCOVER-3 data from week 0 to week 156. RESULTS: At week 12, a clinically meaningful improvement in itch [Itch Numeric Rating Scale (NRS) reduction ≥ 4] was seen in 70.0%, 88.6%, and 90.8% of the IXE-treated patients in the baseline Itch NRS 4-6, 7-8, and 9-10 groups, respectively (all itch severity groups p < 0.001 versus ETN and PBO). Also, 68.9%, 67.1%, and 73.6% of the IXE-treated patients in the baseline Itch NRS 4-6, 7-8, and 9-10 groups, respectively, showed an improvement of ≥ 90.0% in the Psoriatic Area and Severity Index (PASI) at week 12 as compared to the baseline (PASI 90) (all itch severity groups p < 0.001 versus ETN and PBO). For most patients, itch reduction preceded psoriatic plaque improvement. Sustained effects of IXE on itch and PASI were observed during 3 years of treatment. CONCLUSIONS: Regardless of baseline itch severity, IXE treatment provided a rapid improvement in itch followed by clinically meaningful improvements in psoriasis. FUNDING: Eli Lilly and Company. TRIAL REGISTRATION: ClinicalTrials.gov identifiers, NCT01597245 and NCT01646177.

Prevalence of genital psoriasis in patients with psoriasis.

BACKGROUND: Psoriatic lesions in the genital area (GenPs) can cause considerable physical and emotional distress. To increase physician awareness, we estimated the GenPs prevalence among patients with psoriasis. METHODS: An English language literature search was performed. Articles reporting GenPs prevalence met the search criteria and were included. Because GenPs is rarely reported in demographics of prospective clinical trials, GenPs prevalence and baseline demographics of patients with and without GenPs in two prospective randomized phase 3b trials (NCT02561806 and NCT02634801) involving patients with moderate-to-severe psoriasis are reported. RESULTS: Overall, 600 references were screened. Eighteen articles met the search criteria. Patient populations were highly heterogeneous across articles. Broadly, the presence of GenPs was either physician-reported (physical examinations) or patient-reported (questionnaires). In the literature, GenPs prevalence at the time of reporting ranged from 7% to 42% and the prevalence of GenPs at any time during the course of psoriasis ranged from 33% to 63%. In the two prospective clinical trials, the prevalence of GenPs at the time of enrollment was 35-42%. CONCLUSION: A substantial proportion of patients experience genital lesions at some time during the course of psoriasis. Increased awareness of GenPs prevalence may drive improved assessment and treatment.

Describing the Sequence of Cognitive Decline in Alzheimer's Disease Patients: Results from an Observational Study.

BACKGROUND: Improved understanding of the pattern of cognitive decline in Alzheimer's disease (AD) would be useful to assist primary care physicians in explaining AD progression to patients and caregivers. OBJECTIVE: To identify the sequence in which cognitive abilities decline in community-dwelling patients with AD. METHODS: Baseline data were analyzed from 1,495 patients diagnosed with probable AD and a Mini-Mental State Examination (MMSE) score ≤ 26 enrolled in the 18-month observational GERAS study. Proportional odds logistic regression models were applied to model MMSE subscores (orientation, registration, attention and concentration, recall, language, and drawing) and the corresponding subscores of the cognitive subscale of the Alzheimer's Disease Assessment Scale (ADAS-cog), using MMSE total score as the index of disease progression. Probabilities of impairment start and full impairment were estimated at each MMSE total score level. RESULTS: From the estimated probabilities for each MMSE subscore as a function of the MMSE total score, the first aspect of cognition to start being impaired was recall, followed by orientation in time, attention and concentration, orientation in place, language, drawing, and registration. For full impairment in subscores, the sequence was recall, drawing, attention and concentration, orientation in time, orientation in place, registration, and language. The sequence of cognitive decline for the corresponding ADAS-cog subscores was remarkably consistent with this pattern. CONCLUSION: The sequence of cognitive decline in AD can be visualized in an animation using probability estimates for key aspects of cognition. This might be useful for clinicians to set expectations on disease progression for patients and caregivers.

Use of Structural Equation Modeling to Demonstrate the Differential Impact of Storage and Voiding Lower Urinary Tract Symptoms on Symptom Bother and Quality of Life during Treatment for Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia.

PURPOSE: Lower urinary tract symptoms associated with benign prostatic hyperplasia typically respond well to medical therapy. While changes in total I-PSS (International Prostate Symptom Score) are generally accepted as measurement for treatment response, I-PSS storage and voiding subscores may not accurately reflect the influence of symptom improvement on patient bother and quality of life. MATERIALS AND METHODS: Structural equation modeling was done to evaluate physiological interrelationships measured by I-PSS storage vs voiding subscore questions and measure the magnitude of effects on bother using BII (Benign Prostatic Hyperplasia Impact Index) and quality of life on I-PSS quality of life questions. Pooled data from 4 randomized, controlled trials of tadalafil and placebo in 1,462 men with lower urinary tract symptoms/benign prostatic hyperplasia were used to investigate the relationship of storage vs voiding lower urinary tract symptoms on BII and quality of life. RESULTS: The final structural equation model demonstrated a sufficient fit to model interdependence of storage, voiding, bother and quality of life (probability for test of close fit <0.0001). Storage aspects had a twofold greater effect on voiding vs voiding aspects on storage (0.61 vs 0.28, each p <0.0001). The direct effect of storage on bother was twofold greater than voiding on bother (0.64 vs 0.29, each p <0.0001). Bother directly impacted quality of life by the largest magnitude of (-0.83), largely driven by storage lower urinary tract symptoms (p <0.0001). CONCLUSIONS: Total I-PSS is a reliable instrument to assess the therapeutic response in lower urinary tract symptoms/benign prostatic hyperplasia cases. However, an improvement in storage lower urinary tract symptoms is mainly responsible for improved bother and quality of life during treatment. Care should be taken when evaluating the accuracy of I-PSS subscores as indicators of the response to medical therapy.

Effects of Tadalafil Once-Daily or On-Demand vs Placebo on Return to Baseline Erectile Function After Bilateral Nerve-Sparing Radical Prostatectomy--Results from a Randomized Controlled Trial (REACTT).

INTRODUCTION AND AIM: The multicenter, randomized, double-blind, double-dummy, placebo-controlled REACTT trial suggested that treatment with tadalafil once daily (OaD) started early after bilateral nerve-sparing radical prostatectomy (nsRP) for prostate cancer may contribute to erectile function (EF)-recovery, which was predefined as achieving an International Index of Erectile Function (IIEF)-EF score ≥22. Here, we report descriptive post-hoc analyses, using the more strict definition for EF-recovery of returning back to the pre-surgery IIEF-EF-level ("back-to-baseline analysis"). METHODS: REACTT included 422 men <68 years with adenocarcinoma of the prostate and preoperative IIEF-EF ≥22 who underwent nsRP at 50 centers from 9 European countries and Canada. Patients were randomized post-nsRP 1:1:1 to 9-month double-blind treatment (DBT) with tadalafil 5 mg OaD (n = 139), tadalafil 20 mg on-demand (pro-re-nata, PRN; n = 142), or placebo (n = 141), followed by 6-week drug-free washout (DFW) and 3-month open-label tadalafil OaD treatment (OLT). MAIN OUTCOME MEASURES: Proportion of patients returning to their preoperative IIEF-EF category (22-25 or ≥26) at the end of DBT, DFW, and OLT. RESULTS: Overall, 92.4% of patients had pre-surgery (baseline) IIEF-EF scores ≥26 (tadalafil OaD 94.2%, PRN 91.6%, placebo 91.5%), 7.4% had IIEF-EF 22-25. At the end of DBT, 22.3% of patients on tadalafil OaD had achieved "back-to-baseline" IIEF-EF, compared with 11.3% on tadalafil PRN and 7.8% on placebo. Of all 58 patients "back-to-baseline" at the end of DBT, only 1 PRN-group patient had started from a baseline IIEF-EF <26. The treatment-group difference at the end of DBT was not maintained after DFW. After 3 months of OLT with tadalafil OaD, the proportion of patients with "back-to-baseline" IIEF-EF had almost doubled in all 3 groups. CONCLUSION: Changing the definition for EF-recovery from IIEF-EF ≥22 to the more strict definition of "returning back-to-baseline IIEF-EF" had no major impact. Tadalafil OaD started early after nsRP improved drug-assisted EF, but had no effect on unassisted EF following treatment cessation after 9 months.

Exploratory Decision-Tree Modeling of Data from the Randomized REACTT Trial of Tadalafil Versus Placebo to Predict Recovery of Erectile Function After Bilateral Nerve-Sparing Radical Prostatectomy.

BACKGROUND: Understanding predictors for the recovery of erectile function (EF) after nerve-sparing radical prostatectomy (nsRP) might help clinicians and patients in preoperative counseling and expectation management of EF rehabilitation strategies. OBJECTIVE: To describe the effect of potential predictors on EF recovery after nsRP by post hoc decision-tree modeling of data from A Study of Tadalafil After Radical Prostatectomy (REACTT). DESIGN, SETTING, AND PARTICIPANTS: Randomized double-blind double-dummy placebo-controlled trial in 423 men aged <68 yr with adenocarcinoma of the prostate (Gleason ≤7, normal preoperative EF) who underwent nsRP at 50 centers from nine European countries and Canada. INTERVENTION: Postsurgery 1:1:1 randomization to 9-mo double-blind treatment with tadalafil 5mg once a day (OaD), tadalafil 20mg on demand, or placebo, followed by a 6-wk drug-free-washout, and a 3-mo open-label tadalafil OaD treatment. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS: Three decision-tree models, using the International Index of Erectile Function-Erectile Function (IIEF-EF) domain score at the end of double-blind treatment, washout, and open-label treatment as response variable. Each model evaluated the association between potential predictors: presurgery IIEF domain and IIEF single-item scores, surgical approach, nerve-sparing score (NSS), and postsurgery randomized treatment group. RESULTS AND LIMITATIONS: The first decision-tree model (n=422, intention-to-treat population) identified high presurgery sexual desire (IIEF item 12: ≥3.5 and <3.5) as the key predictor for IIEF-EF at the end of double-blind treatment (mean IIEF-EF: 14.9 and 11.1), followed by high confidence to get and maintain an erection (IIEF item 15: ≥3.5 and <3.5; IIEF-EF: 15.4 and 7.1). For patients meeting these criteria, additional non-IIEF-related predictors included robot-assisted laparoscopic surgery (yes or no; IIEF-EF: 19.3 and 12.6), quality of nerve sparing (NSS: <2.5 and ≥2.5; IIEF-EF: 14.3 and 10.5), and treatment with tadalafil OaD (yes and no; IIEF-EF: 17.6 and 14.3). Additional analyses after washout and open-label treatment identified high presurgery intercourse satisfaction as the key predictor. CONCLUSIONS: Exploratory decision-tree analyses identified high presurgery sexual desire, confidence, and intercourse satisfaction as key predictors for EF recovery. Patients meeting these criteria might benefit the most from conserving surgery and early postsurgery EF rehabilitation. Strategies for improving EF after surgery should be discussed preoperatively with all patients; this information may support expectation management for functional recovery on an individual patient level. PATIENT SUMMARY: Understanding how patient characteristics and different treatment options affect the recovery of erectile function (EF) after radical surgery for prostate cancer might help physicians select the optimal treatment for their patients. This analysis of data from a clinical trial suggested that high presurgery sexual desire, sexual confidence, and intercourse satisfaction are key factors predicting EF recovery. Patients meeting these criteria might benefit the most from conserving surgery (robot-assisted surgery, perfect nerve sparing) and postsurgery medical rehabilitation of EF. TRIAL REGISTRATION: ClinicalTrials.gov, NCT01026818.

Tadalafil 5 mg once daily for the treatment of erectile dysfunction during a 6-month observational study (EDATE): impact of patient characteristics and comorbidities.

BACKGROUND: To explore the impact of patient-characteristics and relevant comorbidities on treatment continuation rates, effectiveness, and satisfaction in patients with erectile dysfunction (ED) who started or switched to tadalafil 5 mg once daily (TAD-OaD) at baseline. METHODS: In the EDATE observational study, phosphodiesterase-type-5 (PDE5)-inhibitor pretreated or naïve ED patients who started or switched to TAD-OaD were prospectively followed for 6 months. Time to discontinuation of TAD-OaD was estimated using the Kaplan-Meier product-limit method at Months 2, 4, and 6 in subgroups stratified by age (18 - 65 years and >65 years), PDE5-inhibitor pretreatment, ED-severity (mild, moderate, severe), and presence or absence of relevant comorbidities (BPH, diabetes, CVD, hypertension, dyslipidemia). LSmean change from baseline in International Index of Erectile Function (IIEF) and Erectile Dysfunction Inventory of Treatment Satisfaction (EDITS) scores and associated 95 % CIs were assessed using a mixed-model for repeated measures. Visit, ED etiology, and subgroups were included as fixed-effects. RESULTS: Overall, 778 patients received prescriptions for initiating or switching to TAD-OaD at baseline. At Month 2, >90 % of patients remained on TAD-OaD, except those aged >65 years (86.7 %) and patients with severe ED (89.0 %). More than 80 % of patients in all subgroups, except those aged >65 years (75.0 %), continued TAD-OaD at Month 6. There was a significant LSmean negative effect on IIEF- EF domain-score improvement for BPH (LSmean effect [95 % CI]: -2.77 [-4.98, -0.55], p = 0.014), previous PDE5-inhibitor treatment (-2.13 [-3.33,-0.94], p < 0.001), and mild vs moderate ED (-2.00 [-3.54,-0.46], p = 0.011); the latter possibly linked with a bigger treatment-effect in those with more severe ED at baseline. The LSmean effect on change in IIEF-EF was significantly positive for diabetes (2.28 [0.64,3.92], p = 0.007), most likely because those with diabetes had more severe ED at baseline. For all other parameters, no statistically significant LSmean effects in IIEF-EF changes were observed. No comorbidity or baseline-characteristic except age (18 - 65 years vs >65 years: 11.25 [2.96,19.54], p = 0.008) affected changes in EDITS. CONCLUSIONS: Under routine clinical conditions, treatment continuation rate or satisfaction does not seem to be significantly affected by the presence of comorbidities in men who choose ED-treatment with TAD-OaD. The magnitude of treatment effectiveness was affected by certain baseline characteristics and comorbid conditions. TRIAL REGISTRATION: The study (H6D-EW-LVIU) is registered in the German VfA Registry of Non-Interventional Studies (Verband Forschender Arzneimittelhersteller) since 06 December 2011; available at: http://www.vfa.de/de/arzneimittel-forschung/datenbanken-zu-arzneimitteln/nisdb/nis-details/_741 .

Predictors of Individual Response to Placebo or Tadalafil 5mg among Men with Lower Urinary Tract Symptoms Secondary to Benign Prostatic Hyperplasia: An Integrated Clinical Data Mining Analysis.

BACKGROUND: A significant percentage of patients with lower urinary tract symptoms (LUTS) secondary to benign prostatic hyperplasia (BPH) achieve clinically meaningful improvement when receiving placebo or tadalafil 5mg once daily. However, individual patient characteristics associated with treatment response are unknown. METHODS: This integrated clinical data mining analysis was designed to identify factors associated with a clinically meaningful response to placebo or tadalafil 5mg once daily in an individual patient with LUTS-BPH. Analyses were performed on pooled data from four randomized, placebo-controlled, double-blind, clinical studies, including about 1,500 patients, from which 107 baseline characteristics were selected and 8 response criteria. The split set evaluation method (1,000 repeats) was used to estimate prediction accuracy, with the database randomly split into training and test subsets. Logistic Regression (LR), Decision Tree (DT), Support Vector Machine (SVM) and Random Forest (RF) models were then generated on the training subset and used to predict response in the test subset. Prediction models were generated for placebo and tadalafil 5mg once daily Receiver Operating Curve (ROC) analysis was used to select optimal prediction models lying on the ROC surface. FINDINGS: International Prostate Symptom Score (IPSS) baseline group (mild/moderate vs. severe) for active treatment and placebo achieved the highest combined sensitivity and specificity of 70% and ~50% for all analyses, respectively. This was below the sensitivity and specificity threshold of 80% that would enable reliable allocation of an individual patient to either the responder or non-responder group. CONCLUSIONS: This extensive clinical data mining study in LUTS-BPH did not identify baseline clinical or demographic characteristics that were sufficiently predictive of an individual patient response to placebo or once daily tadalafil 5mg. However, the study reaffirms the efficacy of tadalalfil 5mg once daily in the treatment of LUTS-BPH in the majority of patients and the importance of evaluating individual patient need in selecting the most appropriate treatment.

Effects of tadalafil treatment after bilateral nerve-sparing radical prostatectomy: quality of life, psychosocial outcomes, and treatment satisfaction results from a randomized, placebo-controlled phase IV study.

BACKGROUND: This multicenter, randomized, double-blind, double-dummy, placebo-controlled trial primarily evaluated the efficacy of tadalafil once-daily (OaD) or on-demand ("pro-re-nata"; PRN) treatment, started early post-nsRP. Secondary outcome-measures on quality-of-life (QoL) and treatment satisfaction are reported. METHODS: Patients, aged <68 yrs, with adenocarcinoma of the prostate (Gleason ≤ 7, normal preoperative erectile function [EF]) were randomized post-nsRP 1:1:1 to 9-month treatment with tadalafil 5 mg OaD, tadalafil 20 mg PRN, or placebo, followed by 6-week drug-free washout and 3-month open-label tadalafil OaD treatment (OLT). The main outcome measures were Changes in Expanded Prostate Cancer Index Composite (EPIC-26), Erectile Dysfunction Inventory of Treatment Satisfaction (EDITS), and Self-Esteem and Relationship (SEAR) questionnaires (mixed-model-for-repeated-measures, including terms for treatment, visit, treatment-by-visit interaction, age-group, country, baseline-score). LS means with 95% confidence interval (CI) are reported. RESULTS: 423 patients were randomized to 3 treatment-groups: tadalafil OaD (N = 139), PRN (N = 143), or placebo (N = 141). In each group, 57 (41.0%), 58 (40.6%), and 50 (35.5%) patients were aged 61-68 yrs. At the end of double-blind treatment (DBT), patients' EPIC sexual domain-scores improved significantly with tadalafil OaD versus placebo (treatment effect [95% CI]: 9.6 [3.1,16.0]; p = 0.004); comparisons of PRN versus placebo at end of DBT, and comparisons of tadalafil OaD and PRN versus placebo after OLT were not significant. Only in older patients (61-68 yrs; age-by-treatment p ≤ 0.1), EPIC urinary incontinence domain-scores also improved significantly with tadalafil OaD versus placebo (overall treatment effect across all visits, 8.3 [0.4,16.1]; p = 0.040). Treatment satisfaction increased significantly in both tadalafil groups, EDITS total-scores increased significantly with OaD and PRN versus placebo during DBT (p = 0.005 and p = 0.041, respectively). At the end of OLT, improvement was significant for tadalafil OaD versus placebo only (p = 0.035). No significant differences were observed for SEAR. CONCLUSIONS: These results suggest that chronic dosing of tadalafil improves QoL of patients post-nsRP. The improvement of urinary incontinence in elderly patients randomized to tadalafil OaD may contribute to this effect. TRIAL REGISTRATION: www.clinicaltrials.gov , NCT01026818.

Treatment satisfaction and clinically meaningful symptom improvement in men with lower urinary tract symptoms and prostatic enlargement secondary to benign prostatic hyperplasia: Secondary results from a 6-month, randomized, double-blind study comparing finasteride plus tadalafil with finasteride plus placebo.

OBJECTIVES: To report the secondary analyses of treatment satisfaction and clinically meaningful improvements in a randomized study comparing coadministration of tadalafil 5 mg with finasteride 5 mg versus finasteride alone in men with prostatic enlargement secondary to benign prostatic hyperplasia. METHODS: An international, randomized, double-blind, parallel study was carried out in men aged ≥45 years who were 5-alpha reductase inhibitor naïve, and had an International Prostate Symptom Score ≥13 and prostate volume ≥30 mL; 350 men received placebo/finasteride and 345 received tadalafil/finasteride over 26 weeks. Treatment satisfaction was assessed per protocol using the Treatment Satisfaction Scale-Benign Prostatic Hyperplasia. Responder cut-offs, analyzed post-hoc were total International Prostate Symptom Score improvement ≥3 points or ≥25% from randomization. RESULTS: Baseline patient characteristics were generally comparable between responders and non-responders. The proportion of patients with an International Prostate Symptom Score improvement ≥3 points with tadalafil/finasteride and placebo/finasteride, respectively, at week 4 was 57.0% and 47.9% (OR 1.45, 95% confidence interval 1.07-1.97), at week 12 was 68.8% and 60.7% (OR 1.48, 95% confidence interval 1.07-2.05) and at week 26 was 71.4% and 70.2% (OR 1.14, 95% confidence interval 0.81-1.61); for IPSS change ≥25%, the corresponding proportions were 44.8% and 32.9% (OR 1.66, 95% confidence interval 1.21-2.28), 55.5% and 51.9% (OR 1.18, 95% confidence interval 0.87-1.62), and 62.0% and 58.3% (OR 1.23, 95% confidence interval 0.89-1.70). Treatment satisfaction at week 26 was significantly greater with tadalafil/finasteride versus placebo/finasteride for total treatment satisfaction scale score (P=0.031) and satisfaction with efficacy subscore (P = 0.025); scores were not significantly different between treatments for satisfaction with dosing or side-effects (both P ≥ 0.371). CONCLUSIONS: Tadalafil/finasteride results in significantly more patients achieving early clinical meaningful improvements in symptoms, and in greater treatment satisfaction versus placebo/finasteride.

Effect of Tadalafil Once Daily on Penile Length Loss and Morning Erections in Patients After Bilateral Nerve-sparing Radical Prostatectomy: Results From a Randomized Controlled Trial.

OBJECTIVE: To report penile integrity measures, including stretched penile length (SPL), from a randomized, double-blind, double-dummy, placebo-controlled trial evaluating treatment with tadalafil initiated after nerve-sparing radical prostatectomy (nsRP). METHODS: Patients aged ≤ 68 years were randomized after nsRP 1:1:1 to 9-month double-blind treatment (DBT) with tadalafil 5 mg once daily (OaD), 20-mg tadalafil on-demand ("pro-re-nata"; PRN), or placebo, followed by 6-week drug-free washout and 3-month open-label OaD treatment. Secondary outcome measures included the change in SPL from pre-nsRP to the end of DBT (analysis of covariance adjusting for treatment, country, baseline, age, and nerve-sparing score), responses to Sexual Encounter Profile (SEP) questions 1-3 (mixed models for repeated measures adjusting for treatment, country, visit, visit-treatment-interaction, age), and Standardized Morning Erection Question (Cochran-Mantel-Haenszel test adjusted for age and country). RESULTS: Four hundred twenty-three patients were randomized to tadalafil OaD (N = 139), tadalafil PRN (N = 143), and placebo (N = 141). Greater retainment of SPL was observed with tadalafil OaD vs placebo at the end of DBT (least-square mean [95% confidence interval] difference OaD vs placebo, 4.1 mm [0.4 to 7.8 mm]; P = .032). No significant effects on SPL were found for tadalafil PRN vs placebo, or for the nerve-sparing score. Penile tumescence (SEP1) and ability for vaginal insertion (SEP2) significantly improved vs placebo at the end of double-blind and open-label treatment for patients randomized to tadalafil OaD only. The ability for successful sexual intercourse (SEP3) significantly improved with tadalafil OaD vs placebo only during DBT. The distribution of Standardized Morning Erection Question responses was different at the end of DBT (P = .045); 34.2% of patients on tadalafil OaD, 50.0% on tadalafil PRN, and 56.5% on placebo reported absence of morning erections. CONCLUSION: These data suggest the early initiation of tadalafil OaD protects from penile length loss and may contribute to protection from structural cavernosal changes after nsRP.

Effect of surgical approach on erectile function recovery following bilateral nerve-sparing radical prostatectomy: an evaluation utilising data from a randomised, double-blind, double-dummy multicentre trial of tadalafil vs placebo.

OBJECTIVES: To report pre-specified and exploratory results on the effect of different surgical approaches on erectile function (EF) after nerve-sparing radical prostatectomy (nsRP) obtained from the multicentre, randomised, double-blind, double-dummy REACTT trial of tadalafil (once a day [OaD] or on-demand [pro-re-nata, PRN]) vs placebo. PATIENTS AND METHODS: Patients aged <68 years with normal preoperative EF who underwent nsRP for localised prostate cancer (Gleason ≤7, prostate-specific antigen [PSA] <10 ng/mL) were randomised after nsRP 1:1:1 to 9-month double-blind treatment with tadalafil 5 mg OaD, tadalafil 20 mg PRN, or placebo, followed by 6-week drug-free washout, and 3-month open-label OaD treatment (all patients). Recovery of EF was defined as an International Index of Erectile Function (IIEF)-EF domain score of ≥22 and normal orgasmic function was defined based on IIEF Question 10. Both parameters were analysed at the end of washout using logistic regression including terms for treatment, country, visit, visit-by-treatment interaction, age group, nerve-sparing score (perfect = 2, non-perfect >2), and surgical approach (open surgery, robot-assisted laparoscopy, conventional laparoscopy, other). Time to EF recovery was analysed post hoc with a Cox proportional-hazards model including terms for treatment, age-group, country, surgical approach and surgery-by-treatment interaction. RESULTS: Of 422 patients treated, 189 underwent open surgery, 115 robot-assisted laparoscopy, 88 conventional laparoscopy and 30 surgery classified as 'other'. The odds of achieving EF recovery at the end of drug-free washout were about twice as high for the robot-assisted laparoscopy group compared with the open surgery group (odds ratio 2.42; 95% confidence interval [CI] 1.24, 4.72; P = 0.029). Patients who underwent robot-assisted laparoscopy were significantly more likely to recover during double-blind treatment compared with patients who underwent open surgery (hazard ratio 1.92; 95% CI 1.17, 3.15; P = 0.010). No favourable effect of conventional laparoscopy compared with open surgery could be seen. CONCLUSION: These results may provide further insights into the role of surgery on EF recovery after nsRP. However, the trial was not designed for these analyses and further prospective studies are needed.

Effect of tadalafil on male lower urinary tract symptoms: an integrated analysis of storage and voiding international prostate symptom subscores from four randomised controlled trials.

BACKGROUND: The international prostate symptom score (IPSS) evaluates lower urinary tract symptoms (LUTS) in men with suspected benign prostatic hyperplasia (BPH); the total score does not differentiate between storage and voiding and is unevenly weighted (four questions [57%] on voiding, three questions [43%] on storage). OBJECTIVE: To evaluate the relative contributions of storage and voiding IPSS subscores to total IPSS at baseline and in response to treatment with tadalafil. DESIGN, SETTING, AND PARTICIPANTS: Integrated analysis of data from four placebo-controlled, 12-wk studies of tadalafil (5mg once daily) in 1499 men with LUTS/BPH. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS: Relationships between total IPSS and the storage and voiding subscores were assessed using graphical exploration and linear regression modelling. Linear modelling was performed for the baseline and endpoint and for changes in subscores. The optimal storage subscore to total IPSS (S:T) ratio for IPSS improvement was identified using nonparametric regression and gradient-descent optimisation. RESULTS AND LIMITATIONS: The contribution of storage and voiding subscores at baseline and endpoint was 38.8% and 61.2%, and 39.2% and 60.7%, respectively. This intuitive 40:60 storage-to-voiding ratio was similar at baseline and endpoint by treatment group and for changes in subscores, but spanned the entire range for individuals. Changes in total IPSS were greatest for a storage subscore percentage contribution to total IPSS of 42.7%. There was no statistical association between S:T ratio (≥ 40% vs < 40%) at baseline and response to tadalafil. The main limitation was the use of unvalidated storage and voiding IPSS subscores. CONCLUSIONS: A constant S:T ratio of 4:10 was observed at baseline and endpoint. The greatest effect on total IPSS was noted for an S:T percentage contribution of 42.7%. Tadalafil efficacy was unaffected by the level of storage dysfunction at baseline. PATIENT SUMMARY: This analysis shows that for men with BPH, improvements during treatment with tadalafil apply to both storage and voiding symptoms at a constant ratio. The extent of storage dysfunction before treatment did not affect the response to treatment.