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1.
Int J Clin Pract ; 64(3): 378-88, 2010 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-20456176

RESUMEN

AIMS: Review of the current guidelines for the use of respiratory fluoroquinolones in the management of community-acquired pneumonia (CAP). METHODS: Data were collected from recent clinical trials on fluoroquinolone therapy in patients with CAP and from updated recommendations of antimicrobial therapy in managing CAP, with a focus on current North American guidelines. RESULTS: Randomised clinical trials of respiratory fluoroquinolones (moxifloxacin, levofloxacin and gemifloxacin) in the treatment of CAP were identified and analysed. The bacteriology of CAP, and susceptibility rates, resistance rates and pharmacokinetic and pharmacodynamic properties of fluoroquinolones against causative pathogens in CAP, and adverse event profiles of these agents were described. Respiratory fluoroquinolones have broad-spectrum antibacterial activities against common causative pathogens in CAP and provide an important treatment option as monotherapy for outpatients with comorbidities and inpatients who are not admitted to the intensive care unit (ICU), including those with risk factors of drug-resistant Streptococcus pneumoniae. For treatment of ICU patients with severe CAP, it is recommended that fluoroquinolones be used in combination with a beta-lactam. Recent studies also demonstrated a more rapid resolution of clinical symptoms with the use of highly potent respiratory fluoroquinolones. DISCUSSION: Appropriate use of fluoroquinolone agents may shorten the duration of antimicrobial therapy and the length of hospital stay and contribute to the decreased development of resistance in patients with CAP. Adverse event profiles of these agents should be considered to facilitate the selection of an appropriate fluoroquinolone for appropriate CAP patients. CONCLUSION: The fluoroquinolone class, specifically those with adequate activity against respiratory pathogens, represents an important and convenient treatment option for patients with CAP.


Asunto(s)
Antibacterianos/uso terapéutico , Fluoroquinolonas/uso terapéutico , Neumonía Bacteriana/tratamiento farmacológico , Antibacterianos/farmacocinética , Infecciones Comunitarias Adquiridas/tratamiento farmacológico , Infecciones Comunitarias Adquiridas/metabolismo , Fluoroquinolonas/farmacocinética , Humanos , Neumonía Bacteriana/metabolismo , Guías de Práctica Clínica como Asunto , Ensayos Clínicos Controlados Aleatorios como Asunto , Factores de Riesgo , Resultado del Tratamiento
3.
Respir Med ; 104(2): 310-5, 2010 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-19833495

RESUMEN

BACKGROUND AND OBJECTIVE: Conventional methods to establish pleural infection are time-consuming and sometimes inadequate. Biomarkers may aid in making rapid diagnosis of infection. In an observational study we evaluated and compared the diagnostic value of pleural fluid levels of soluble triggering receptor expressed on myeloid cells-1 (sTREM-1), C-reactive protein and procalcitonin in intensive care patients with pleural effusions. METHODS: Thirty-six patients with de novo pleural effusions were included and 20 patients with pleural effusions after cardiothoracic surgery and 20 patients with pleural effusions after esophagus surgery acted as controls. Levels of sTREM-1, C-reactive protein and procalcitonin were measured in pleural effusions. RESULTS: Levels of sTREM-1 were highest in empyemas, followed by infectious exudates. Levels of sTREM-1 were low in transudates and non-infectious exudates. C-reactive protein levels were highest in exudates and empyemas, while procalcitonin levels were highest in exudates. Pleural fluid with positive culture results contained higher sTREM-1 and C-reactive protein levels as compared to samples with negative culture results. A cut-off level of 50pg/mlsTREM-1 yielded a sensitivity of 93% and a specificity of 86%, while these were 87% and 67% respectively for a cut-off value of 7.5microg/ml C-reactive protein, and 60% and 64% respectively for a cut-off value of 0.15 ng/ml procalcitonin. CONCLUSION: sTREM-1 is superior to C-reactive protein and procalcitonin in detecting infection.


Asunto(s)
Infecciones Bacterianas/diagnóstico , Proteína C-Reactiva/análisis , Calcitonina/análisis , Glicoproteínas de Membrana/análisis , Derrame Pleural/diagnóstico , Precursores de Proteínas/análisis , Receptores Inmunológicos/análisis , Biomarcadores/análisis , Péptido Relacionado con Gen de Calcitonina , Femenino , Humanos , Masculino , Persona de Mediana Edad , Derrame Pleural/metabolismo , Curva ROC , Receptor Activador Expresado en Células Mieloides 1
4.
Eur Respir J ; 28(3): 588-95, 2006 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-16737982

RESUMEN

Current recommendations for management of obese patients post-extubation are based on clinical experience and expert opinions. It was hypothesised that the application of noninvasive ventilation (NIV) during the first 48 h after extubation in severely obese patients would reduce post-extubation failure and avert the need for reintubation. Following protocol-driven weaning trials, 62 consecutive severely obese patients (body mass index > or =35 kg x m(-2)) were assigned to NIV via nasal mask immediately post-extubation and compared with 62 historically matched controls who were treated with conventional therapy. The primary end-point was the incidence of respiratory failure in the first 48 h post-extubation. Compared with conventional therapy, the institution of NIV resulted in 16% (95% confidence interval 2.9-29.3%) absolute risk reduction in the rate of respiratory failure. There was a significant difference in the intensive care unit and lengths of hospital stay between the two groups. Subgroup analysis of hypercapnic patients showed reduced hospital mortality in the NIV group compared with the control group. In conclusion, noninvasive ventilation may be effective in averting respiratory failure in severely obese patients when applied during the first 48 h post-extubation. In selected patients with chronic hypercarbia, early application of noninvasive ventilation may confer a survival benefit.


Asunto(s)
Intubación Intratraqueal , Obesidad/fisiopatología , Insuficiencia Respiratoria/prevención & control , Desconexión del Ventilador/métodos , Adulto , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Prospectivos
5.
Eur Respir J ; 27(5): 997-1002, 2006 May.
Artículo en Inglés | MEDLINE | ID: mdl-16707395

RESUMEN

Increased oxidative stress in obstructive sleep apnoea is thought to contribute to endothelial dysfunction. The objective of this study was to test the hypothesis that inhibition of xanthine oxidase by allopurinol can improve endothelial function in patients with obstructive sleep apnoea. A randomised double-blind placebo-controlled crossover study was performed on 12 patients with moderate-to-severe obstructive sleep apnoea, comparing 300 mg allopurinol daily for 2 weeks with placebo. Endothelial function was assessed using hyperaemia-induced flow-mediated vasodilation (FMD) at baseline and following treatment. Plasma malondialdehyde levels were compared in order to assess significant changes in oxidative stress. Baseline FMD correlated significantly with the severity of sleep apnoea and the time spent with an arterial oxygen saturation of <90%. Allopurinol caused a significant increase in FMD compared to placebo (10.4+/-3.2 versus 7.4+/-2.8%, respectively). Plasma malondialdehyde levels were significantly reduced with allopurinol treatment (1.5+/-0.3 versus 1.2+/-0.3 micromol.L(-1)), consistent with reduced oxidative stress. Allopurinol improves endothelial dysfunction in patients with moderate-to-severe obstructive sleep apnoea. These observations suggest that xanthine oxidase contributes significantly to vasodilatory impairment.


Asunto(s)
Alopurinol/uso terapéutico , Endotelio Vascular/efectos de los fármacos , Endotelio Vascular/fisiología , Inhibidores Enzimáticos/uso terapéutico , Síndromes de la Apnea del Sueño/tratamiento farmacológico , Síndromes de la Apnea del Sueño/fisiopatología , Adulto , Estudios Cruzados , Método Doble Ciego , Femenino , Humanos , Masculino , Persona de Mediana Edad
6.
J Clin Pharm Ther ; 30(3): 233-9, 2005 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-15896240

RESUMEN

BACKGROUND: Patients with congestive heart failure (CHF) are at risk for hyperkalemia because of coexisting comorbidities and use of multiple medications that impair potassium (K) excretion such as angiotensin converting enzyme (ACE) inhibitors. OBJECTIVE: To identify clinical factors associated with hyperkalemia on initial presentation in patients hospitalized for CHF. DESIGN: A case-control study. SETTING: Two university-affiliated tertiary-care hospitals. SUBJECTS: Using ICD-9 code for CHF, CHF admissions with hyperkalemia on presentation (cases) were identified from a population of 938 non-dialysis-dependent CHF patients. CHF admissions with normokalemia on presentation were used as controls. Hyperkalemia was defined as serum K > or = 5.6 mmol/L, and normokalemia as serum K > or = 3.5 and < or =5.5. METHODS: Data were collected on demographic characteristics, clinical variables, comorbidity and medication use. Factors associated with hyperkalemia on initial presentation were examined. RESULTS: Mean age did not differ between cases [76 years, standard deviation (SD) = 12] and controls (75 years, SD = 12) (P = 0.824). Mean potassium levels for cases and controls were 6.2 mmol/L (range 5.6 to 8.2) and 4.3 mmol/L respectively (P < 0.001). On multivariate analysis, diabetes mellitus [odds ratio (OR) = 2.42, 95% confidence interval (CI) = 1.04-5.59], creatinine clearance <40 mL/min (OR = 8.36, CI = 2.73-25.56), use of spironolactone (OR = 4.18, CI = 1.27-13.79), and use of ACE inhibitors (OR = 2.55, CI = 1.06-6.13) were independently associated with hyperkalemia. CONCLUSIONS: In CHF patients, hyperkalemia on presentation is independently associated with diabetes, creatinine clearance <40 mL/min, use of spironolactone, and use of ACE inhibitors. Recommendations for use of spironolactone and ACE inhibitors in CHF, and the intensity of serum K monitoring need to be clarified to account for patients at higher risk for hyperkalemia.


Asunto(s)
Insuficiencia Cardíaca/complicaciones , Hiperpotasemia/complicaciones , Anciano , Envejecimiento , Antiinflamatorios no Esteroideos/efectos adversos , Fármacos Cardiovasculares/efectos adversos , Estudios de Casos y Controles , Creatinina/metabolismo , Complicaciones de la Diabetes , Servicio de Urgencia en Hospital , Femenino , Hospitales Universitarios , Humanos , Hiperpotasemia/inducido químicamente , Masculino , Factores de Riesgo
7.
J Med Eng Technol ; 27(2): 54-8, 2003.
Artículo en Inglés | MEDLINE | ID: mdl-12745912

RESUMEN

The aim of this study was to design a diagnostic model to identify patients with Cheyne-Stokes respiration (CSR-CSA) based on indices of oximetric spectral analysis. A retrospective analysis of oximetric recordings of 213 sleep studies conducted over a one-year period at a Veterans Affairs medical facility was performed. A probabilistic neural network (PNN) was developed from salient features of the oximetric spectral analysis, desaturation events and the delta index. A fivefold cross-validation was used to assess the accuracy of the neural network in identifying CSR-CSA. When compared to overnight polysomnography, the PNN achieved a sensitivity of 100% (95% confidence interval [CI] 85%-100%) and a specificity of 99% (95% 97%-100%) with a corresponding area under the curve of 99% (95% CI 99%-100%). When combined with overnight pulse oximetry, PNN offers an accurate and easily applicable tool to detect CSR-CSA.


Asunto(s)
Respiración de Cheyne-Stokes/diagnóstico , Redes Neurales de la Computación , Oximetría , Intervalos de Confianza , Humanos , Polisomnografía , Curva ROC , Sensibilidad y Especificidad , Apnea Obstructiva del Sueño/diagnóstico
8.
Chest ; 120(6): 1989-97, 2001 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-11742933

RESUMEN

STUDY OBJECTIVE: To describe the clinical course, complications, and prognostic factors of morbidly obese patients admitted to the ICU compared to a control group of nonobese patients. DESIGN: A retrospective study. SETTING: Two university-affiliated hospitals. METHODS: We reviewed the medical records of 117 morbidly obese patients (body mass index >/= 40 kg/m(2)) admitted to the medical ICU between January 1994 and June 2000. Data collected included demographic information, comorbid condition, APACHE (acute physiology and chronic health evaluation) II score, invasive procedures, organ failure, and in-hospital mortality. RESULTS: Obstructive airway disease, pneumonia, and sepsis were the main reasons for admission to the ICU in the morbidly obese group. Sixty-one percent of the morbidly obese patients and 46% of the nonobese group required mechanical ventilation (p = 0.02). The mean lengths of mechanical ventilation and ICU stay were significantly longer for the morbidly obese group (7.7 +/- 9.6 days and 9.3 +/- 10.5 days vs 4.6 +/- 7.1 days and 5.8 +/- 8.2 days, respectively; p < 0.001). APACHE II scores were not significantly different in the two groups (19.1 +/- 7.6 and 20.6 +/- 12.2; p = 0.6). Overall mortality was 30% for the morbidly obese patients and 17% for the nonobese group (p = 0.019). By multivariate analysis, multiorgan failure (odds ratio [OR], 4.6; 95% confidence interval [CI], 2.1 to 16.6), PaO(2)/fraction of inspired oxygen < 200 for > 48 h (OR, 2.3; 95% CI, 1.2 to 7.8), and depressed left ventricular ejection fraction < 40% (OR, 1.4; 95% CI, 1.03 to 13.8) were independently associated with ICU mortality in the morbidly obese group. CONCLUSION: We conclude that critically ill morbidly obese patients are at increased risk of morbidity and mortality compared to the nonobese patients.


Asunto(s)
Unidades de Cuidados Intensivos/estadística & datos numéricos , Obesidad Mórbida/mortalidad , APACHE , Adulto , Anciano , Causas de Muerte , Femenino , Mortalidad Hospitalaria , Hospitales Universitarios , Humanos , Tiempo de Internación/estadística & datos numéricos , Masculino , Persona de Mediana Edad , Insuficiencia Multiorgánica/mortalidad , New York/epidemiología , Obesidad Mórbida/complicaciones , Admisión del Paciente/estadística & datos numéricos , Neumonía/mortalidad , Enfermedad Pulmonar Obstructiva Crónica/mortalidad , Medición de Riesgo , Choque Séptico/mortalidad
9.
Am J Respir Crit Care Med ; 163(3 Pt 1): 645-51, 2001 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-11254518

RESUMEN

The etiology of severe pneumonia requiring mechanical ventilation in the very elderly has been imprecise because of lack of comprehensive studies and low yield of diagnostic approach. Overall, 104 patients 75 yr of age and older with severe pneumonia were studied prospectively at two university-affiliated hospitals. Microbial investigation included blood culture, serology, pleural fluid, and bronchoalveolar secretions. Streptococcus pneumoniae (14%), gram-negative enteric bacilli (14%), Legionella sp. (9%), Hemophilus influenzae (7%), and Staphylococcus aureus (7%) were the predominant pathogens in community-acquired pneumonia (CAP). Staphylococcus aureus (29%), gram-negative enteric bacilli (15%), Streptococcus pneumoniae (9%), and Pseudomonas aeruginosa (4%) accounted for most isolates of nursing home-acquired pneumonia (NHAP). The case fatality rate was 55% (53% for CAP and 57% for NHAP; p > 0.5). Activity of Daily Living (ADL) Index, pulmonary, endocrine and central nervous system (CNS) comorbidities were associated with distinct microbial etiology. By multivariate analysis, hospital mortality was associated independently with 24-h urine output (odds ratio [OR], 5.6; 95% confidence interval [CI], 2.5 to 7.9; p < 0.001), septic shock (OR, 4.3; 95% CI, 1.9 to 8.9; p = 0.0059), radiographic multilobar involvement (OR, 3.7; 95% CI, 1.8 to 15.6; p = 0.02), and inadequate antimicrobial therapy (OR, 2.6; 95% CI, 1.4 to 23.9; p = 0.034). Further studies should focus on identifying effective antimicrobial regimens in randomized trials.


Asunto(s)
Neumonía Bacteriana/epidemiología , Neumonía Bacteriana/microbiología , Factores de Edad , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Masculino , Neumonía Bacteriana/complicaciones , Neumonía Bacteriana/diagnóstico , Neumonía Bacteriana/tratamiento farmacológico , Prevalencia , Pronóstico , Estudios Prospectivos , Índice de Severidad de la Enfermedad
10.
J Am Geriatr Soc ; 49(12): 1614-21, 2001 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-11843993

RESUMEN

OBJECTIVES: To develop a prognostic model to predict outcome of older patients with severe pneumonia requiring mechanical ventilation. DESIGN: A nonconcurrent prospective study. SETTING: A 24-bed intensive care unit (ICU) within two university-affiliated tertiary care hospitals. PARTICIPANTS: All patients age 75 and older with severe pneumonia between June 1996 and September 1999 were included. Demographic data including activities of daily living (ADL) index score before admission, and clinical and laboratory data were collected in the first 24 hours of admission to the ICU. One hundred four patients (mean age +/- standard deviation (SD) 82.3 +/- 5.5 years) met the inclusion criteria. MEASUREMENTS: A classification tree was developed using binary recursive partitioning to predict hospital discharge. The model was compared with a logistic regression model using variables selected by the tree analysis and with the Acute Physiologic and Chronic Health Evaluation (APACHE) II. RESULTS: Outcome predictors for the classification tree were use of vasopressors, presence of multilobar pneumonia on chest radiograph, ratio of blood urea nitrogen to creatinine, Glasgow Coma Scale, urine output, and ADL score before admission. The tree achieved a sensitivity of 83.8% (95% confidence interval (CI) 69.2-92.4) and a specificity of 93.3% (95% CI 83-98.1). The predictive accuracy as assessed by the area under the curve (c-index +/- standard error) was significantly higher with the classification tree (0.932 +/- 0.03) than with logistic regression and APACHE II, (0.801 +/- 0.028 and 0.711 +/- 0.049, respectively (P < .05). CONCLUSIONS: The classification tree model demonstrated a superior predictive accuracy to that of logistic regression and APACHE II. If validated prospectively, the classification tree can be used as a tool to assess the outcome of older patients with severe pneumonia requiring mechanical ventilation on admission to the ICU. In addition, the classification tree can be used to assist healthcare workers in providing a concise summary of local outcome experience and prognostic information to patients and their surrogates.


Asunto(s)
Modelos Estadísticos , Evaluación de Resultado en la Atención de Salud , Neumonía/terapia , Respiración Artificial , APACHE , Actividades Cotidianas , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Femenino , Hospitales Universitarios , Humanos , Unidades de Cuidados Intensivos , Masculino , Neumonía/mortalidad , Valor Predictivo de las Pruebas , Pronóstico , Estudios Prospectivos , Análisis de Regresión , Sensibilidad y Especificidad , Índice de Severidad de la Enfermedad
11.
Arch Phys Med Rehabil ; 81(10): 1388-93, 2000 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-11030505

RESUMEN

OBJECTIVE: To develop an artificial neural network (ANN) designed to predict discharge destination from postacute geriatric rehabilitation units. DESIGN: Nonconcurrent prospective study. SETTING: Postacute geriatric rehabilitation units: a 20-bed unit in a nonproprietary skilled nursing facility and a 40-bed unit in a suburban private facility. PATIENTS: Consecutive sample of 661 patients admitted between January 1995 and February 1999, including a derivation group of 452 patients and a validation group of 209 patients. INTERVENTIONS: A feed-forward, back-propagation neural network to predict discharge destination. MAIN OUTCOME MEASURE: Discharge destination from postacute geriatric rehabilitation. RESULTS: An ANN was trained on clinical pattern set derived from 452 patients and validated prospectively on 209 consecutive patients admitted to postacute geriatric rehabilitation units. The neural network achieved a sensitivity of 85.7% (95% confidence interval [CI], 83.7-89.4) and specificity of 94.1% (95% CI, 84.4-99.1) in identifying discharge destination with a corresponding area under the curve of 95.7% (95% CI, 92.1-98.3). CONCLUSION: An ANN can predict discharge to the community postacute rehabilitation with a high degree of accuracy. It could have particular value to predict return to the community for older adults with multiple comorbidities after an acute hospitalization.


Asunto(s)
Evaluación Geriátrica , Redes Neurales de la Computación , Alta del Paciente , Rehabilitación/métodos , Actividades Cotidianas , Anciano , Anciano de 80 o más Años , Chicago , Femenino , Humanos , Masculino , Casas de Salud , Pronóstico , Estudios Prospectivos , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Apoyo Social , Estados Unidos
13.
Intensive Care Med ; 26(12): 1803-10, 2000 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-11271088

RESUMEN

OBJECTIVE: To evaluate the predictive ability of three severity of illness scoring systems in elderly patients with severe pneumonia requiring mechanical ventilation compared to a younger age group. DESIGN: Prospective cohort study. SETTING: Two university-affiliated tertiary care hospitals. PATIENTS AND PARTICIPANTS: One hundred four patients 75 years of age and older and 253 patients younger than 75 years of age enrolled from medical intensive care units. MEASUREMENTS AND RESULTS: Probabilities of hospital death for patients were estimated by the Acute Physiology and Chronic Health Evaluation (APACHE) II, the Mortality Probability Model (MPM) II and the Simplified Acute Physiology Score (SAPS) II. Predicted risks of hospital death were compared with observed outcomes using three methods of assessing the overall goodness of fit. The actual mortality of the elderly group was 54.87 % (95 % confidence interval [CI]: 45.2-64.4 %) compared to 28.9 % (95 % CI, 23.3-34.4 %) in the younger age group. There was a significant difference in the predictive accuracy of the scoring systems as assessed by the c-index, which is equivalent to the area under the receiver operator characteristics (ROC) curve, between the two groups, but not within individual groups. Calibration was insufficient for APACHE II and SAPS II in the elderly cohort as in-hospital mortality was lower than the predicted mortality for both models. CONCLUSIONS: Although the three severity of illness scoring systems (APACHE II, MPM II and SAPS II) demonstrated average discrimination when applied to estimate hospital mortality in the elderly patients with severe pneumonia, MPM II had the closest fit to our database. Alternative modeling approaches might be needed to customize the model coefficients to the elderly population for more accurate probabilities or to develop specialized models targeted to the designed population.


Asunto(s)
APACHE , Anciano/estadística & datos numéricos , Mortalidad Hospitalaria , Neumonía/clasificación , Neumonía/mortalidad , Índice de Severidad de la Enfermedad , Anciano de 80 o más Años , Calibración , Cuidados Críticos/normas , Análisis Discriminante , Femenino , Hospitales Universitarios , Humanos , Unidades de Cuidados Intensivos/estadística & datos numéricos , Tiempo de Internación/estadística & datos numéricos , Masculino , Persona de Mediana Edad , Modelos Estadísticos , New York/epidemiología , Evaluación de Resultado en la Atención de Salud , Neumonía/diagnóstico , Neumonía/terapia , Estudios Prospectivos , Respiración Artificial , Factores de Riesgo , Sensibilidad y Especificidad , Factores de Tiempo
14.
Chest ; 116(4): 968-73, 1999 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-10531161

RESUMEN

BACKGROUND: Nosocomial outbreaks of tuberculosis (TB) have been attributed to unrecognized pulmonary TB. Accurate assessment in identifying index cases of active TB is essential in preventing transmission of the disease. OBJECTIVES: To develop an artificial neural network using clinical and radiographic information to predict active pulmonary TB at the time of presentation at a health-care facility that is superior to physicians' opinion. DESIGN: Nonconcurrent prospective study. SETTING: University-affiliated hospital. PARTICIPANTS: A derivation group of 563 isolation episodes and a validation group of 119 isolation episodes. INTERVENTIONS: A general regression neural network (GRNN) was used to develop the predictive model. MEASUREMENTS: Predictive accuracy of the neural network compared with clinicians' assessment. RESULTS: Predictive accuracy was assessed by the c-index, which is equivalent to the area under the receiver operating characteristic curve. The GRNN significantly outperformed the physicians' prediction, with calculated c-indices (+/- SEM) of 0.947 +/- 0.028 and 0.61 +/- 0.045, respectively (p < 0.001). When the GRNN was applied to the validation group, the corresponding c-indices were 0. 923 +/- 0.056 and 0.716 +/- 0.095, respectively. CONCLUSION: An artificial neural network can identify patients with active pulmonary TB more accurately than physicians' clinical assessment.


Asunto(s)
Diagnóstico por Computador , Redes Neurales de la Computación , Admisión del Paciente , Tuberculosis Pulmonar/diagnóstico , Infecciones Oportunistas Relacionadas con el SIDA/diagnóstico , Infecciones Oportunistas Relacionadas con el SIDA/epidemiología , Infección Hospitalaria/diagnóstico , Infección Hospitalaria/epidemiología , Brotes de Enfermedades , Hospitales Universitarios , Humanos , New York , Admisión del Paciente/estadística & datos numéricos , Valor Predictivo de las Pruebas , Estudios Prospectivos , Análisis de Regresión , Reproducibilidad de los Resultados , Tuberculosis Pulmonar/epidemiología
15.
Sleep ; 22(1): 105-11, 1999 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-9989371

RESUMEN

Clinical assessment of obstructive sleep apnea (OSA) is poor. Overnight polysomnography (OPG) is the standard reference test, but it is expensive and time-consuming. We developed an artificial neural network (ANN) using anthropomorphic measurements and clinical information to predict the apnea-hypopnea index (AHI). All patients completed a questionnaire about sleep symptoms, sleep behavior, and demographic information prior to undergoing OPG. Neck circumference, height, and weight were obtained on presentation to the sleep center. Twelve variables were used as inputs. The output was an estimate of the AHI. The network was trained with a back-propagation algorithm on 189 patients and validated prospectively on 80 additional patients. Data from the derivation group was used to calculate the 95% confidence interval of the estimated AHI. Predictive accuracy at different AHI thresholds was assessed by the c-index, which is equivalent to the area under the receiver operator characteristic curve. The c-index for predicting OSA in the validation set was 0.96 +/- 0.0191 SE, 0.951 +/- 0.0203 SE, and 0.935 +/- 0.0274 SE, using thresholds of > 10, > 15, and > 20/hour respectively. The actual AHI of the 80 patients in the validation data set fell within the 95% confidence limits of the values predicted by the ANN. This study suggests that ANN may be useful as a predictive tool for OSA.


Asunto(s)
Redes Neurales de la Computación , Síndromes de la Apnea del Sueño/diagnóstico , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Estudios de Cohortes , Femenino , Humanos , Masculino , Persona de Mediana Edad , Polisomnografía , Estudios Prospectivos , Reproducibilidad de los Resultados
16.
Chest ; 114(1): 138-45, 1998 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-9674460

RESUMEN

STUDY OBJECTIVE: To determine the clinical and radiographic findings of nontuberculous mycobacteria (NTM) other than Mycobacterium avium complex (MAC) and Mycobacterium kansasii in AIDS compared with non-AIDS patients. DESIGN: A retrospective chart review of all patients in whom NTM other than MAC complex and M kansasii were isolated between April 1, 1989, and October 31, 1995. SETTING: University-affiliated hospital. PATIENTS: Fifty-four patients met the criteria for uncommon pulmonary NTM disease: (1) repeated isolation of atypical mycobacterium in colony counts of > or = 3 from two or more sputum specimens; or isolation of the organism from transbronchial or open lung biopsy specimen with histologic changes suggestive of mycobacterial disease in the absence of other pathogens; and (2) either an abnormal chest radiograph, the cause of which had not been attributed to an active infection other than atypical mycobacterial disease; or the presence of one or more symptoms indicative of pulmonary disease coupled with exclusion of other illnesses with similar symptoms and signs. RESULTS: Thirty-five patients were HIV positive. Fever was the only clinical symptom more commonly seen in HIV-infected patients with NTM than non-HIV-infected patients. Sixty-six percent of all patients with AIDS were infected by Mycobacterium xenopi. Chest radiographs of AIDS patients showed a tendency for predominance of interstitial infiltrate and rarity of fibronodular disease. No specific radiographic pattern was observed for any particular organism. Adenopathy was not a feature of uncommon pulmonary NTM in AIDS, and it should suggest an alternate diagnosis. In two patients, NTM isolation from respiratory specimens preceded dissemination. Six of 8 AIDS patients treated for pulmonary NTM remained alive at the end of the study compared with only 4 of 15 patients who were not treated for pulmonary NTM (p<0.05). CONCLUSIONS: Uncommon NTM isolated from respiratory specimens ought to be considered as serious pathogens in the presence of clinical and radiographic manifestations unexplained by other pathologic processes. Colonization with NTM could precede dissemination. Treatment of uncommon pulmonary NTM disease could possibly confer a survival benefit in AIDS patients.


Asunto(s)
Infecciones Oportunistas Relacionadas con el SIDA/patología , Infecciones por Mycobacterium no Tuberculosas/patología , Tuberculosis Pulmonar/patología , Infecciones Oportunistas Relacionadas con el SIDA/diagnóstico por imagen , Infecciones Oportunistas Relacionadas con el SIDA/tratamiento farmacológico , Adulto , Antituberculosos/uso terapéutico , Biopsia , Recuento de Colonia Microbiana , Femenino , Fiebre/microbiología , Estudios de Seguimiento , Seropositividad para VIH , Humanos , Pulmón/diagnóstico por imagen , Pulmón/microbiología , Pulmón/patología , Masculino , Persona de Mediana Edad , Infecciones por Mycobacterium no Tuberculosas/diagnóstico por imagen , Infecciones por Mycobacterium no Tuberculosas/tratamiento farmacológico , Infección por Mycobacterium avium-intracellulare , Mycobacterium kansasii , Micobacterias no Tuberculosas/crecimiento & desarrollo , Radiografía , Estudios Retrospectivos , Esputo/microbiología , Tasa de Supervivencia , Tuberculosis Pulmonar/diagnóstico por imagen , Tuberculosis Pulmonar/tratamiento farmacológico
17.
Am J Respir Crit Care Med ; 155(5): 1711-6, 1997 May.
Artículo en Inglés | MEDLINE | ID: mdl-9154881

RESUMEN

The recent outbreaks of multidrug-resistant strains of M. tuberculosis in health care facilities has increased concern over its transmission in health care facilities. Isolation has been recommended for all patients suspected to have tuberculosis even though the feasibility and the cost of this recommendation can be substantial. We have developed a classification tree using clinical and radiographic data from 277 isolation episodes in patients admitted between August 1992 and March 1994 who required isolation for suspicion of tuberculosis. The classification tree was developed with a sensitivity and negative predictive value of 100% by binary recursive partitioning to predict those patients who are unlikely to require isolation. The predictor variables were upper zone disease on chest radiograph, a history of fever, weight loss, and CD4 count. The tree was validated in a separate cohort of 286 isolation episodes between April 1994 and December 1995. In this validation cohort, no erroneous prediction was made of not isolating a patient with active pulmonary tuberculosis. The classification tree had a sensitivity of 100% (95% confidence interval [CI]: 92.5 to 100%), a specificity of 48.1% (95% CI: 43.8 to 52.4%), and a negative predictive value of 100% (95% CI: 98.5 to 100%). We estimate that the use of the tree could have reduced the number of patients requiring isolation by more than 40% without increasing the risk of cross infection.


Asunto(s)
Árboles de Decisión , Tuberculosis Pulmonar/diagnóstico , Recuento de Linfocito CD4 , Humanos , Modelos Logísticos , Valor Predictivo de las Pruebas , Curva ROC , Radiografía Torácica , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
18.
Immunol Invest ; 26(3): 351-70, 1997 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-9129988

RESUMEN

Tat (transactivator of transcription) is essential for HIV-1 replication in vivo and in vitro. Tat-(65-80), an RGD containing domain, has been shown to regulate proliferative function of a variety of cell lines, including a human adenocarcinoma cell line, A549. The exact cellular and molecular mechanisms by which these effects are mediated, remain unknown. To evaluate the hypothesis that Tat-(65-80) modulates the expression of immediate early genes (IEG) c-jun, c-myc, c-fos and the tumor suppressor gene p53, serum starved A549 cells were incubated with Tat-(65-80) or heat-inactivated Tat-(65-80) at 10 ng/ml. Total cellular RNA was isolated from the cells at various time points (0-24 hours). In each case, 5 micrograms of RNA was reverse transcribed in 20 microliters of reaction volume. Equal amounts of cDNA were subjected to polymerase chain reaction (PCR) and analyzed by electrophoresis. The photographic negatives of the ethidium bromide stained gels were quantitated by densitometric scanning and normalized to corresponding beta-actin PCR products. Treatment with Tat-(65-80) showed a twofold induction of c-jun at 0.5 h. Peak expression occurred at 60 minutes and remained above baseline at 24 hours (h). c-myc was increased at 0.5 h, reached a twofold increase at 2 h and remained above baseline at 24 h. c-fos increased seven fold at 0.5 h and declined subsequently to baseline at 8 h. p-53 gene was reduced fivefold at 0.5 h and remained downregulated thereafter. These results show that Tat-(65-80) can modulate growth related genes in human lung epithelial cells.


Asunto(s)
Adenocarcinoma Bronquioloalveolar/genética , Adenocarcinoma Bronquioloalveolar/metabolismo , Regulación Neoplásica de la Expresión Génica/efectos de los fármacos , Productos del Gen tat/farmacología , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/metabolismo , Oligopéptidos/farmacología , Proto-Oncogenes/efectos de los fármacos , Genes p53 , Humanos , Fragmentos de Péptidos/farmacología , Reacción en Cadena de la Polimerasa , ARN Mensajero/genética , ARN Mensajero/metabolismo , Transcripción Genética , Células Tumorales Cultivadas , Proteína p53 Supresora de Tumor/biosíntesis
19.
Chest ; 110(5): 1299-304, 1996 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-8915238

RESUMEN

STUDY OBJECTIVE: To evaluate the predictive ability of three scoring systems, acute physiology and chronic health evaluation (APACHE II), simplified acute physiology score (SAPS II), and mortality probability models (MPM II) in critically ill obstetric patients compared to a control group of non-obstetric female patients of similar age group (range, 17 to 41 years). DESIGN: A retrospective medical chart review of obstetric and nonobstetric female patients between 17 and 41 years of age. SETTING: Two university hospitals. PATIENTS: Ninety-three obstetric patients and 96 nonobstetric female patients were identified from 12,740 consecutive ICU admissions. RESULTS: The actual mortality of the obstetric and the nonobstetric group was 10.8% (95% confidence interval [CI], 5.3 to 19.0%) and 12.5% (95% CI, 6.6 to 21.0%), respectively. The observed mortality was not statistically different from the mortality predicted by APACHE II, SAPS II, and MPM II (14.7%, 7.8%, and 9.1% for the obstetric group and 10.9%, 9.0%, and 9.9% for the nonobstetric group). Predictive accuracy was assessed by the c-index, which is equivalent to the area under the receiver operator characteristic (ROC) curve. There were no significant differences in the c-index for APACHE II, SAPS II, and MPM II within or between the obstetric group ([mean +/- SE], 0.93 +/- 0.02, 0.90 +/- 0.04, and 0.91 +/- 0.04, respectively) and the nonobstetric group (0.97 +/- 0.02, 0.95 +/- 0.03, and 0.96 +/- 0.02, respectively). CONCLUSIONS: We conclude that APACHE II, SAPS II, and MPM II assess the ICU outcome of critically ill obstetric patients as accurately as nonobstetric critically ill female patients of similar age group.


Asunto(s)
Enfermedad Crítica , Complicaciones del Embarazo , Índice de Severidad de la Enfermedad , APACHE , Adolescente , Adulto , Área Bajo la Curva , Intervalos de Confianza , Cuidados Críticos , Femenino , Muerte Fetal , Predicción , Humanos , Mortalidad Materna , New York/epidemiología , Embarazo , Complicaciones del Embarazo/mortalidad , Probabilidad , Curva ROC , Estudios Retrospectivos
20.
Chest ; 109(6): 1584-90, 1996 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-8769515

RESUMEN

Mechanical ventilatory support (VS) is often required for patients with AIDS. Patients, and/or their surrogates often ask the likely outcome of this intervention. To answer this question, we have developed a classification tree using clinical data from 71 patients with AIDS identified from the discharge abstracts of two hospitals between January 1990 and September 1994. These data were obtained at the time of hospital admission prior to any treatment and before VS was initiated. Survival was defined as discharge from the hospital that occurred in 13 of 72 admissions reviewed. A classification tree was developed by binary recursive partitioning. The output of the resulting tree was adjusted to produce a positive predictive value for death of 100% (95% confidence interval [95% CI], 94 to 100%) and a sensitivity and specificity of 98% (95% CI, 91 to 100%) and 100% (95% CI, 74 to 100%), respectively. The negative predictive value was 92% (95% CI, 64 to 100%). The tree predicted that patients with lactate dehydrogenase (LDH) levels less than 1,176 IU/L survived until hospital discharge, unless they had a positive blood culture, active tuberculosis prior to VS, a blood CD4 count less than 12 cells per cubic millimeter, or creatinine and hemoglobin values that were either above 2.4 mg/dL or less than 8.5 mg/dL, respectively. The remainder of the patients with an LDH level above 1,176 IU/L in this study died before hospital discharge. The classification tree requires prospective validation before it can be used as a predictive instrument. Nevertheless, this approach can be used to develop a concise summary of the local outcome experience of this circumstance in a manner that could be conveyed to patients and/or their surrogates.


Asunto(s)
Síndrome de Inmunodeficiencia Adquirida/complicaciones , Respiración Artificial , Insuficiencia Respiratoria/terapia , Síndrome de Inmunodeficiencia Adquirida/sangre , Síndrome de Inmunodeficiencia Adquirida/mortalidad , Adulto , Recuento de Linfocito CD4 , Árboles de Decisión , Femenino , Humanos , L-Lactato Deshidrogenasa/sangre , Masculino , Persona de Mediana Edad , Alta del Paciente , Probabilidad , Respiración Artificial/mortalidad , Insuficiencia Respiratoria/etiología , Insuficiencia Respiratoria/mortalidad , Resultado del Tratamiento
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