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1.
Bioinformatics ; 38(20): 4840-4842, 2022 10 14.
Artículo en Inglés | MEDLINE | ID: mdl-35951761

RESUMEN

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.


Asunto(s)
Algoritmos , Programas Informáticos , Humanos , Funciones de Verosimilitud , Proyectos de Investigación
2.
Eur Heart J ; 42(16): 1569-1578, 2021 04 21.
Artículo en Inglés | MEDLINE | ID: mdl-33496311

RESUMEN

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.


Asunto(s)
Cognición , Insuficiencia Cardíaca , Encéfalo/diagnóstico por imagen , Estudios de Cohortes , Femenino , Hipocampo/diagnóstico por imagen , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Estudios Prospectivos
3.
J Card Fail ; 27(12): 1393-1403, 2021 12.
Artículo en Inglés | MEDLINE | ID: mdl-34332057

RESUMEN

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.


Asunto(s)
Insuficiencia Cardíaca , Disfunción Ventricular Izquierda , Femenino , Insuficiencia Cardíaca/diagnóstico , Insuficiencia Cardíaca/terapia , Hospitalización , Humanos , Masculino , Pronóstico , Volumen Sistólico , Disfunción Ventricular Izquierda/diagnóstico por imagen , Disfunción Ventricular Izquierda/epidemiología , Función Ventricular Izquierda
4.
J Am Acad Dermatol ; 80(1): 70-79.e3, 2019 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-29969700

RESUMEN

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.


Asunto(s)
Anticuerpos Monoclonales Humanizados/administración & dosificación , Fármacos Dermatológicos/administración & dosificación , Psoriasis/tratamiento farmacológico , Ustekinumab/administración & dosificación , Adulto , Método Doble Ciego , Femenino , Humanos , Masculino , Factores de Tiempo , Resultado del Tratamiento
5.
J Urol ; 196(3): 824-30, 2016 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-27105760

RESUMEN

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.


Asunto(s)
Síntomas del Sistema Urinario Inferior/tratamiento farmacológico , Hiperplasia Prostática/complicaciones , Calidad de Vida , Tadalafilo/administración & dosificación , Micción/efectos de los fármacos , Anciano , Relación Dosis-Respuesta a Droga , Humanos , Síntomas del Sistema Urinario Inferior/etiología , Síntomas del Sistema Urinario Inferior/fisiopatología , Masculino , Persona de Mediana Edad , Inhibidores de Fosfodiesterasa 5/administración & dosificación , Hiperplasia Prostática/tratamiento farmacológico , Hiperplasia Prostática/fisiopatología
6.
J Sex Med ; 13(4): 679-83, 2016 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-27045264

RESUMEN

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.


Asunto(s)
Disfunción Eréctil/prevención & control , Tratamientos Conservadores del Órgano/métodos , Erección Peniana/efectos de los fármacos , Inhibidores de Fosfodiesterasa 5/administración & dosificación , Prostatectomía/métodos , Neoplasias de la Próstata/cirugía , Tadalafilo/administración & dosificación , Anciano , Canadá/epidemiología , Método Doble Ciego , Disfunción Eréctil/etiología , Disfunción Eréctil/fisiopatología , Europa (Continente)/epidemiología , Humanos , Masculino , Persona de Mediana Edad , Pene/inervación , Pene/fisiología , Prostatectomía/efectos adversos , Neoplasias de la Próstata/complicaciones , Neoplasias de la Próstata/fisiopatología , Recuperación de la Función
7.
BJU Int ; 115(5): 815-21, 2015 May.
Artículo en Inglés | MEDLINE | ID: mdl-25195970

RESUMEN

OBJECTIVES: To evaluate the proportion of patients achieving clinically meaningful improvement of lower urinary tract symptoms suggestive of benign prostatic hyperplasia (BPH-LUTS) with tadalafil using two definitions of response. PATIENTS AND METHODS: Post hoc integrated analysis of four placebo-controlled studies in men (aged ≥45 years; International Prostate Symptom Score [IPSS] of ≥13; maximum urinary flow rate [Q(max)] of ≥4 to ≤15 mL/s) with BPH-LUTS randomised to tadalafil 5 mg (752 patients) or placebo (747) for 12 weeks after a 4-week placebo run-in. Responders were defined as having a total IPSS improvement of ≥3 points or ≥25% from randomisation to endpoint (Week 12). Response status was calculated per patient, and relative benefit and odds ratio (OR) with 95% confidence interval (CI) of tadalafil vs placebo was calculated using a logistic Generalised Mixed Model for Repeated Measures. RESULTS: Tadalafil 5 mg once daily resulted in a significantly greater proportion of patients achieving a ≥3-point IPSS improvement (71.1% and 56.0% for tadalafil and placebo patients, respectively [OR 1.9, 95% CI 1.5, 2.4; P < 0.001]) and achieving a ≥25% improvement in total IPSS randomisation to endpoint (61.7% and 45.5% for tadalafil and placebo patients, respectively [OR 2.0, 95% CI 1.6, 2.5; P < 0.001]). CONCLUSION: About two-thirds of tadalafil-treated patients achieve a clinically meaningful improvement in BPH-LUTS symptoms, based on two different definitions of responder status.


Asunto(s)
Carbolinas/uso terapéutico , Síntomas del Sistema Urinario Inferior/tratamiento farmacológico , Inhibidores de Fosfodiesterasa 5/uso terapéutico , Método Doble Ciego , Humanos , Síntomas del Sistema Urinario Inferior/etiología , Masculino , Persona de Mediana Edad , Hiperplasia Prostática/complicaciones , Inducción de Remisión , Tadalafilo
8.
BJU Int ; 116(2): 241-51, 2015 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-25560809

RESUMEN

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.


Asunto(s)
Carbolinas/uso terapéutico , Prostatectomía/efectos adversos , Agentes Urológicos/uso terapéutico , Carbolinas/farmacología , Disfunción Eréctil/tratamiento farmacológico , Disfunción Eréctil/epidemiología , Humanos , Masculino , Persona de Mediana Edad , Prostatectomía/métodos , Neoplasias de la Próstata/cirugía , Recuperación de la Función/efectos de los fármacos , Tadalafilo , Agentes Urológicos/farmacología
9.
J Sex Med ; 12(1): 129-38, 2015 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-25353053

RESUMEN

INTRODUCTION: Tadalafil (TAD) 5 mg coadministered with finasteride (FIN) 5 mg significantly improves lower urinary tract symptoms (LUTS) in men with benign prostatic hyperplasia (BPH) and prostatic enlargement. However, its effects on erectile/sexual function have yet to be fully described. AIM: Assess the effects of TAD/FIN coadministration (compared with placebo [PBO]/FIN) on erectile and sexual function in sexually active men with LUTS and prostatic enlargement secondary to BPH with or without baseline comorbid erectile dysfunction (ED). METHODS: A randomized, double-blind, PBO-controlled study of 695 men (610 sexually active; 450 with baseline ED; 404 sexually active with baseline ED) conducted at 70 sites in 13 countries. TAD 5 mg or PBO once daily coadministered with FIN 5 mg once daily for 26 weeks. MAIN OUTCOME MEASURES: International Index of Erectile Function (IIEF) domain and single-item scores; proportions of patients who demonstrated minimal clinically important differences (MCIDs) in IIEF-Erectile Function domain scores (IIEF-EF; MCID defined as ≥4-point improvement); and sexual dysfunction adverse events (AEs). RESULTS: Compared with PBO/FIN, TAD/FIN resulted in improvements for all IIEF domain and single-item scores assessed among patients with baseline ED (P ≤ 0.002 for all measures) and among patients without baseline ED (P ≤ 0.041 for all measures). Compared with PBO/FIN, significantly larger percentages of sexually active men with baseline ED treated with TAD/FIN achieved an IIEF-EF MCID after 4, 12, and 26 weeks of therapy (P < 0.001 for odds ratio comparisons between TAD/FIN and PBO/FIN at all 3 three postbaseline timepoints). The incidence of sexual AEs was low: five TAD/FIN patients and seven PBO/FIN patients reported sexual AEs, including ED, decreased/lost libido, and ejaculation disorders. CONCLUSIONS: TAD/FIN coadministration for the treatment of men with LUTS and prostatic enlargement secondary to BPH concurrently leads to statistically significant improvements in erectile/sexual function and is well-tolerated, regardless of the presence/absence of ED at treatment initiation.


Asunto(s)
Carbolinas/uso terapéutico , Coito , Disfunción Eréctil/tratamiento farmacológico , Finasterida/uso terapéutico , Síntomas del Sistema Urinario Inferior/tratamiento farmacológico , Inhibidores de Fosfodiesterasa 5/uso terapéutico , Hiperplasia Prostática/tratamiento farmacológico , Comorbilidad , Método Doble Ciego , Quimioterapia Combinada , Disfunción Eréctil/etiología , Disfunción Eréctil/fisiopatología , Humanos , Síntomas del Sistema Urinario Inferior/complicaciones , Síntomas del Sistema Urinario Inferior/fisiopatología , Masculino , Persona de Mediana Edad , Hiperplasia Prostática/complicaciones , Hiperplasia Prostática/fisiopatología , Tadalafilo , Resultado del Tratamiento
10.
World J Urol ; 33(7): 1031-8, 2015 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-25155034

RESUMEN

PURPOSE: We report time to erectile function (EF)-recovery data from a multicenter, randomized, double-blind, double-dummy, placebo-controlled trial evaluating tadalafil started after bilateral nerve-sparing radical prostatectomy (nsRP). METHODS: Patients ≤68 years were randomized post-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 (DFW) and 3-month open-label OaD treatment. Secondary outcome measures included Kaplan-Meier estimates of time to EF-recovery (IIEF-EF ≥ 22) during DBT (Cox proportional hazard model adjusting for treatment, age, and country). RESULTS: A total of 423 patients were randomized to tadalafil OaD (N = 139), PRN (N = 143), and placebo (N = 141); 114/122/155 completed DBT. The proportion of patients achieving IIEF-EF ≥22 at some point during DBT with OaD, PRN, and placebo was 29.5, 23.9, and 18.4 %, respectively. DBT was too short to achieve EF-recovery (IIEF-EF ≥ 22) in >50 % of patients; median time to EF-recovery was non-estimable. Time for 25 % of patients to achieve EF-recovery (95 % CI) was 5.8 (4.9, 9.2) months for OaD versus 9.0 (5.5, 9.2) and 9.3 (9.0, 9.9) months for PRN and placebo, respectively. Showing a significant overall treatment effect (p = 0.038), the probability for EF-recovery was significantly higher for OaD versus placebo [hazard ratio (HR); 95 % CI 1.9; 1.2, 3.1; p = 0.011], but not for PRN versus placebo (p = 0.140). Of 57 OaD patients (41.0 %) with ED improved (by ≥1 IIEF-EF severity grade) at the end of DBT, 16 (28.1 % of 57) maintained this improvement through DFW and 27 (47.4 %) declined but maintained improvement from baseline after DFW. CONCLUSIONS: Data suggest that the use of tadalafil OaD can significantly shorten the time to EF-recovery post-nsRP compared with placebo.


Asunto(s)
Disfunción Eréctil/tratamiento farmacológico , Disfunción Eréctil/etiología , Inhibidores de Fosfodiesterasa 5/administración & dosificación , Prostatectomía/efectos adversos , Tadalafilo/administración & dosificación , Anciano , Método Doble Ciego , Esquema de Medicación , Humanos , Masculino , Persona de Mediana Edad , Erección Peniana , Recuperación de la Función , Resultado del Tratamiento
11.
BMC Urol ; 15: 111, 2015 Nov 12.
Artículo en Inglés | MEDLINE | ID: mdl-26563171

RESUMEN

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 .


Asunto(s)
Disfunción Eréctil/tratamiento farmacológico , Inhibidores de Fosfodiesterasa 5/administración & dosificación , Tadalafilo/administración & dosificación , Agentes Urológicos/administración & dosificación , Adolescente , Adulto , Anciano , Esquema de Medicación , Disfunción Eréctil/complicaciones , Humanos , Masculino , Persona de Mediana Edad , Satisfacción del Paciente , Inhibidores de Fosfodiesterasa 5/efectos adversos , Estudios Prospectivos , Factores de Riesgo , Tadalafilo/efectos adversos , Resultado del Tratamiento , Agentes Urológicos/efectos adversos , Adulto Joven
12.
BMC Urol ; 15: 31, 2015 Apr 12.
Artículo en Inglés | MEDLINE | ID: mdl-25879460

RESUMEN

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.


Asunto(s)
Adenocarcinoma/cirugía , Prostatectomía/métodos , Calidad de Vida , Tadalafilo/uso terapéutico , Vasodilatadores/uso terapéutico , Adenocarcinoma/tratamiento farmacológico , Anciano , Método Doble Ciego , Humanos , Relaciones Interpersonales , Masculino , Persona de Mediana Edad , Satisfacción del Paciente , Neoplasias de la Próstata/tratamiento farmacológico , Neoplasias de la Próstata/cirugía , Incontinencia Urinaria/prevención & control
13.
Int J Urol ; 22(6): 582-7, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-25827166

RESUMEN

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.


Asunto(s)
Inhibidores de 5-alfa-Reductasa/uso terapéutico , Finasterida/uso terapéutico , Inhibidores de Fosfodiesterasa 5/uso terapéutico , Hiperplasia Prostática/tratamiento farmacológico , Prostatismo/tratamiento farmacológico , Tadalafilo/uso terapéutico , Anciano , Método Doble Ciego , Quimioterapia Combinada , Humanos , Masculino , Persona de Mediana Edad , Tamaño de los Órganos , Satisfacción del Paciente , Hiperplasia Prostática/complicaciones , Hiperplasia Prostática/patología , Neoplasias de la Próstata/patología , Prostatismo/etiología , Índice de Severidad de la Enfermedad
14.
J Urol ; 191(3): 727-33, 2014 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-24096118

RESUMEN

PURPOSE: Medical treatment for men with lower urinary tract symptoms and prostatic enlargement secondary to benign prostatic hyperplasia is 5α-reductase inhibitor monotherapy or coadministration with an α-blocker. We assessed the effects of tadalafil 5 mg coadministered with finasteride 5 mg during 26 weeks on lower urinary tract symptoms and sexual symptoms. MATERIALS AND METHODS: In an international, randomized, double-blind, parallel study of men 45 years old or older who were 5α-reductase inhibitor naïve and had an I-PSS (International Prostate Symptom Score) of 13 or greater and prostate volume 30 ml or greater, 350 were treated with placebo/finasteride and 345 received tadalafil/finasteride for 26 weeks. Changes in lower urinary tract symptoms secondary to benign prostatic hyperplasia were assessed with the I-PSS, erectile dysfunction improvements were assessed with the IIEF-EF (International Index of Erectile Function-Erectile Function) in sexually active men and safety was assessed by evaluating adverse events. RESULTS: Least squares mean changes from baseline in I-PSS after 4, 12 and 26 weeks of tadalafil/finasteride coadministration were -4.0, -5.2 and -5.5, respectively. Corresponding values for placebo/finasteride coadministration were -2.3, -3.8 and -4.5 (p ≤ 0.022 at all visits favoring tadalafil/finasteride coadministration). I-PSS subscores (storage and voiding) and quality of life index were also numerically improved with tadalafil/finasteride coadministration. Least squares mean changes from baseline in IIEF-EF with tadalafil/finasteride coadministration were 3.7 after 4 weeks, and 4.7 after 12 and 26 weeks. Corresponding values for placebo/finasteride coadministration were -1.1, 0.6 and -0.0 (p <0.001 at all visits favoring tadalafil/finasteride coadministration). Tadalafil/finasteride coadministration was well tolerated and most adverse events were mild/moderate. CONCLUSIONS: The coadministration of tadalafil/finasteride provides early improvement in lower urinary tract symptoms in men with benign prostatic hyperplasia and prostatic enlargement. Tadalafil/finasteride coadministration also improves erectile function in men who have comorbid erectile dysfunction.


Asunto(s)
Carbolinas/uso terapéutico , Finasterida/uso terapéutico , Síntomas del Sistema Urinario Inferior/tratamiento farmacológico , Hiperplasia Prostática/tratamiento farmacológico , Agentes Urológicos/uso terapéutico , Anciano , Anciano de 80 o más Años , Carbolinas/administración & dosificación , Método Doble Ciego , Quimioterapia Combinada , Finasterida/administración & dosificación , Humanos , Masculino , Persona de Mediana Edad , Tadalafilo , Resultado del Tratamiento
15.
Int Braz J Urol ; 40(3): 390-9, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-25010306

RESUMEN

PURPOSE: Characterize persistence and adherence to phosphodiesterase type - 5 inhibitor (PDE5I) on-demand therapy over 6 months among Brazilian men in an observational, non-interventional study of Latin American men naïve to PDE5Is with erectile dysfunction (ED). MATERIALS AND METHODS: Men were prescribed PDE5Is per routine clinical practice. Persistence was defined as using ≥ 1 dose during the previous 4 - weeks, and adherence as following dosing instructions for the most recent dose, assessed using the Persistence and Adherence Questionnaire. Other measures included the Self - Esteem and Relationship (SEAR) Questionnaire, and International Index of Erectile Function (IIEF). Multivariate logistic regression was used to identify factors associated with persistence/adherence. RESULTS: 104 Brazilian men were enrolled; mean age by treatment was 53 to 59 years, and most presented with moderate ED (61.7%). The prescribed PDE5I was sildenafil citrate for 50 (48.1%), tadalafil for 36 (34.6%), vardenafil for 15 (14.4%), and lodenafil for 3 patients (2.9%). Overall treatment persistence was 69.2% and adherence was 70.2%; both were numerically higher with tadalafil (75.0%) versus sildenafil or vardenafil (range 60.0% to 68.0%). Potential associations of persistence and/or adherence were observed with education level, ED etiology, employment status, and coronary artery disease. Improvements in all IIEF domain scores, and both SEAR domain scores were observed for all treatments. Study limitations included the observational design, brief duration, dependence on patient self - reporting, and limited sample size. CONCLUSION: Approximately two-thirds of PDE5I-naive, Brazilian men with ED were treatment persistent and adherent after 6 months. Further study is warranted to improve long-term outcomes of ED treatment.


Asunto(s)
Disfunción Eréctil/tratamiento farmacológico , Cumplimiento de la Medicación , Inhibidores de Fosfodiesterasa 5/uso terapéutico , Adulto , Anciano , Brasil , Carbolinas/uso terapéutico , Escolaridad , Humanos , Imidazoles/uso terapéutico , Masculino , Persona de Mediana Edad , Satisfacción del Paciente , Piperazinas/uso terapéutico , Estudios Prospectivos , Purinas/uso terapéutico , Citrato de Sildenafil , Estadísticas no Paramétricas , Sulfonas/uso terapéutico , Encuestas y Cuestionarios , Tadalafilo , Factores de Tiempo , Resultado del Tratamiento , Triazinas/uso terapéutico , Diclorhidrato de Vardenafil
16.
J Sex Med ; 10(6): 1592-602, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23551622

RESUMEN

INTRODUCTION: Phosphodiesterase type 5 (PDE-5) inhibitor treatment for erectile dysfunction (ED) is frequently discontinued; adherence may vary depending on the initial regimen. AIM: To evaluate the effects of initiating treatment with tadalafil once a day (OaD), tadalafil on demand (pro re nata [PRN]), or sildenafil PRN on treatment adherence. METHODS: In this multicenter, open-label study, men (≥ 18 years) with ED, naïve to PDE-5 inhibitors, were randomized (1:1:1) to tadalafil 5 mg OaD, tadalafil 10 mg PRN, or sildenafil 50 mg PRN. An 8-week randomized treatment (RT) period (dose adjustment possible) was succeeded by 16 weeks of pragmatic treatment (switches between PDE-5 inhibitors allowed). MAIN OUTCOME MEASURES: Treatment adherence was measured as time to discontinuation of RT (any cause), estimated by Kaplan-Meier product-limit method. Treatment-group differences were estimated as hazard ratio (HR; Cox proportional hazards). RESULTS: Seven hundred seventy patients (mean age 53 years) were randomized to tadalafil OaD (N = 257), tadalafil PRN (N = 252), and sildenafil PRN (N = 261). Kaplan-Meier estimates for patients discontinuing RT were 52.2, 42.0, and 66.7%, respectively. Median time to discontinuation of RT was significantly longer for tadalafil OaD and PRN (130 and >168 days) compared with sildenafil (67 days) (HR [97.5% confidence interval]: 0.66 [0.51, 0.85] and 0.49 [0.37, 0.65]; P < 0.001). Reasons for discontinuation with significant differences between groups (P < 0.05) included "lack of efficacy (duration of erection)" (sildenafil 9.2% vs. tadalafil OaD 4.3%, PRN 2.8%), "time constraints due to short window of action" (sildenafil 4.2% vs. tadalafil OaD 0%, PRN 0.4%), and "feel medication controls my sexual life" (sildenafil 2.7% vs. tadalafil OaD 0%). No between-group differences were found in International Index of Erectile Function-Erectile Function domain change from baseline to end of RT (least squares mean: 9.4-10.0, P = 0.359) or discontinuations due to adverse events (1.2-1.6%). The most common adverse event (≥ 4%) was headache. CONCLUSIONS: ED patients assigned to tadalafil OaD or PRN adhered significantly longer to initial treatment than patients assigned to sildenafil PRN. Improvement of erectile function and safety profiles were similar in all three treatment groups.


Asunto(s)
Carbolinas/administración & dosificación , Disfunción Eréctil/tratamiento farmacológico , Cumplimiento de la Medicación , Erección Peniana/efectos de los fármacos , Inhibidores de Fosfodiesterasa 5/administración & dosificación , Piperazinas/administración & dosificación , Sulfonas/administración & dosificación , Adulto , Anciano , Carbolinas/efectos adversos , Esquema de Medicación , Sustitución de Medicamentos , Europa (Continente) , Humanos , Estimación de Kaplan-Meier , Masculino , Persona de Mediana Edad , Satisfacción del Paciente , Inhibidores de Fosfodiesterasa 5/efectos adversos , Piperazinas/efectos adversos , Modelos de Riesgos Proporcionales , Estudios Prospectivos , Purinas/administración & dosificación , Purinas/efectos adversos , Recuperación de la Función , Citrato de Sildenafil , Sulfonas/efectos adversos , Tadalafilo , Resultado del Tratamiento
17.
BMC Psychiatry ; 13: 193, 2013 Jul 17.
Artículo en Inglés | MEDLINE | ID: mdl-23866017

RESUMEN

BACKGROUND: Although a range of pharmacotherapeutical options are available for the treatment of bipolar disorder, patient non-adherence to prescribed treatment regimens and early treatment discontinuation remain among the primary obstacles to effective treatment. Therefore, this observational study assessed time on mood stabilizing medication and retention rates in patients with bipolar disorder (BD). METHODS: In an 18-month, prospective, multicenter, non-interventional study conducted in Germany 761 outpatients (≥18 years) with BD and on maintenance therapy were documented. For analysis, patients were stratified by baseline medication: monotherapy olanzapine (OM, N = 186), lithium (LM, N = 152), anticonvulsants (N = 216), other mood stabilizing medication (OMS, N = 44); combination therapy olanzapine/lithium (N = 47), olanzapine/anticonvulsant (N = 68), other combinations (OC, N = 48). Continuation on medication was assessed as retention rates with 95% confidence intervals. Time to discontinuation and relapse-free time were calculated by Kaplan-Meier analysis. A relapse was defined as increase to CGI-BP >3, worsening of CGI-BP by ≥2 points, hospitalization or death related to BD. A Cox regression was calculated for the discontinuation of mood stabilizing therapy (reference: OM). Logistic regression models with stepwise forward selection were used to explore possible predictors of maintenance of treatment and relapse. RESULTS: After 540 days (18 months), the overall retention rate of baseline medication was 87.7%, without notable differences between the cohorts. The overall mean time on mood stabilizing treatment was 444.7 days, with a range of 377.5 (OMS) to 481 (LM) by cohort. 74.0% of all patients were without relapse, with rates between the cohorts ranging from 58.4% (OC) to 80.2% (LM). CONCLUSIONS: Retention rates exceeded controlled trial results in all treatment cohorts, in addition to other explanations possibly reflecting that the physicians were expertly adapting treatment regimens to the individual patient's disease characteristics and special needs.


Asunto(s)
Antimaníacos/uso terapéutico , Antipsicóticos/uso terapéutico , Benzodiazepinas/uso terapéutico , Trastorno Bipolar/tratamiento farmacológico , Litio/uso terapéutico , Cumplimiento de la Medicación , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Anticonvulsivantes/uso terapéutico , Quimioterapia Combinada , Femenino , Alemania , Humanos , Masculino , Persona de Mediana Edad , Olanzapina , Estudios Prospectivos , Recurrencia , Resultado del Tratamiento , Adulto Joven
18.
ESC Heart Fail ; 9(1): 786-790, 2022 02.
Artículo en Inglés | MEDLINE | ID: mdl-34913270

RESUMEN

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.


Asunto(s)
Insuficiencia Cardíaca , Función Ventricular Izquierda , Anciano , Anciano de 80 o más Años , Análisis por Conglomerados , Ecocardiografía , Femenino , Insuficiencia Cardíaca/diagnóstico , Humanos , Masculino , Persona de Mediana Edad , Volumen Sistólico
19.
JCO Clin Cancer Inform ; 6: e2100121, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-35044836

RESUMEN

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.


Asunto(s)
Protocolos de Quimioterapia Combinada Antineoplásica , Linfoma de Células B Grandes Difuso , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Ensayos Clínicos Fase III como Asunto , Ciclofosfamida/uso terapéutico , Doxorrubicina/uso terapéutico , Humanos , Linfoma de Células B Grandes Difuso/tratamiento farmacológico , Prednisona/uso terapéutico , Rituximab/uso terapéutico , Vincristina/uso terapéutico
20.
BMC Bioinformatics ; 11: 561, 2010 Nov 15.
Artículo en Inglés | MEDLINE | ID: mdl-21078178

RESUMEN

BACKGROUND: Bioinformatics data analysis often deals with additive mixtures of signals for which only class labels are known. Then, the overall goal is to estimate class related signals for data mining purposes. A convenient application is metabolic monitoring of patients using infrared spectroscopy. Within an infrared spectrum each single compound contributes quantitatively to the measurement. RESULTS: In this work, we propose a novel factorization technique for additive signal factorization that allows learning from classified samples. We define a composed loss function for this task and analytically derive a closed form equation such that training a model reduces to searching for an optimal threshold vector. Our experiments, carried out on synthetic and clinical data, show a sensitivity of up to 0.958 and specificity of up to 0.841 for a 15-class problem of disease classification. Using class and regression information in parallel, our algorithm outperforms linear SVM for training cases having many classes and few data. CONCLUSIONS: The presented factorization method provides a simple and generative model and, therefore, represents a first step towards predictive factorization methods.


Asunto(s)
Biología Computacional/métodos , Procesamiento de Señales Asistido por Computador , Espectrofotometría Infrarroja/métodos , Algoritmos , Bases de Datos Factuales , Modelos Teóricos , Sensibilidad y Especificidad
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