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1.
PLoS One ; 18(4): e0283141, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37018179

RESUMEN

BACKGROUND: Traditional food allergy assessment of anaphylaxis remains limited in accuracy and accessibility. Current methods of anaphylaxis risk assessment are costly with low predictive accuracy. The Tolerance Induction Program (TIP) for anaphylactic patients undergoing TIP immunotherapy produced large-scale diagnostic data across biosimilar proteins, which was used to develop a machine learning model for patient-specific and allergen-specific anaphylaxis assessment. In explanation of construct, this work describes the algorithm design for assignment of peanut allergen score as a quantitative measure of anaphylaxis risk. Secondarily, it confirms the accuracy of the machine learning model for a specific cohort of food anaphylactic children. METHODS AND RESULTS: Machine learning model design for allergen score prediction utilized 241 individual allergy assays per patient. Accumulation of data across total IgE subdivision served as the basis of data organization. Two regression based Generalized Linear Models (GLM) were utilized to position allergy assessment on a linear scale. The initial model was further tested with sequential patient data over time. A Bayesian method was then used to improve outcomes by calculating the adaptive weights for the results of the two GLMs of peanut allergy score prediction. A linear combination of both provided the final hybrid machine learning prediction algorithm. Specific analysis of peanut anaphylaxis within one endotype model is estimated to predict the severity of possible anaphylactic reaction to peanut with a recall of 95.2% on a dataset of 530 juvenile patients with various food allergies, including but not limited to peanut allergy. Receiver Operating Characteristic analysis yielded over 99% AUC (area under curve) results within peanut allergy prediction. CONCLUSIONS: Machine learning algorithm design established from comprehensive molecular allergy data produces high accuracy and recall in anaphylaxis risk assessment. Subsequent design of additional food protein anaphylaxis algorithms is needed to improve the precision and efficiency of clinical food allergy assessment and immunotherapy treatment.


Asunto(s)
Anafilaxia , Hipersensibilidad a las Drogas , Fabaceae , Hipersensibilidad a los Alimentos , Hipersensibilidad al Cacahuete , Niño , Humanos , Anafilaxia/diagnóstico , Teorema de Bayes , Alérgenos , Arachis
2.
Antibodies (Basel) ; 10(2)2021 Jun 02.
Artículo en Inglés | MEDLINE | ID: mdl-34199430

RESUMEN

Disease-specific COVID-19 pediatric comorbidity has not been studied effectively to date. Atopy and food anaphylaxis disease states require improved characterization of SARS-CoV-2 infection risk. To provide the first such characterization, we assessed serum samples of a highly atopic, food anaphylactic, asymptomatic pediatric cohort from across the US during the height of the pandemic. From our biobank, 172 pediatric patient serum samples were characterized specific to atopic, food anaphylactic, and immunologic markers in the US at the beginning of the pandemic, from 1 February to 20 April 2020. Clinical and demographic data were further analyzed in addition to sample analysis for SARS-CoV-2 IgM and IgG ELISA. SARS-CoV-2 antibody results were positive in six patients (4%). Nearly half of the pediatric patients had a history of asthma (49%). Total IgE, total IgG, and IgG1-3 were similar in those positive and negative to SARS-CoV-2. Median total IgG4 in the SARS-CoV-2 positive group was nearly three times (p-value = 0.02) that of the negative group. Atopy controller medications did not confer additional benefit. Our data suggest that food anaphylaxis and highly atopic children are not at increased risk for SARS-CoV-2 seropositivity. This specific population appears either at equal or potentially less risk than the general population. Total and specific IgG4 may be a novel predictor of SARS-CoV-2 infection risk specific to the allergic pediatric population.

3.
J Thorac Dis ; 11(12): 5557-5565, 2019 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-32030275

RESUMEN

BACKGROUND: Cystic fibrosis (CF) is one of the most common recessively inherited disorders diagnosed in early childhood in the United States. Determining the phenotype of CF patients likely to experience a significant drop in FEV1% predicted will help target efforts for mitigating this deleterious disorder. METHODS: This retrospective cohort study evaluated potential risk variables that account for the decline in FEV1% predicted in 81 CF patients treated at Miller Children's and Women's Hospital, CA. Cystic fibrosis risk of disease progression (CF RD-Pro) score was evaluated as a tool to identify high-risk patients for accelerated disease progression (event = drop in FEV1% predicted ≥10 percentage points) based on risk variables identified as significant. RESULTS: ROC analysis determined classification of high versus low-moderate risk of FEV1% decline during year two based on RD-Pro score. Scores ≥2 applied as threshold for high-risk revealed relatively good validity estimates: sensitivity =82.8%, specificity =66.7%, PVP =77.4%, PVN =73.7%, and correct classification =76%. Patients with CF RD-Pro scores suggestive of high (≥2 points) vs. low-moderate (<2 points) risk were nearly 10 times more likely to experience significant disease progression (OR 9.6, 95% CI, 2.6-36.1, P=0.001). CONCLUSIONS: Identification of patients at high risk for significant decline in lung function will enable address of potential therapeutic modalities, environmental exposures, and behavioral variants that may improve outcomes in these patients. The power of the CF RD-Pro Score lies in its simplicity. Our study provides a novel readily available score, which incorporates body mass index (BMI) and Staphylococcus aureus infection, both being alterable targets for slowing CF progression.

4.
Ther Adv Respir Dis ; 7(4): 217-23, 2013 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-23539159

RESUMEN

BACKGROUND: /objective: Recurrent hemoptysis is a debilitating complication of cystic fibrosis (CF) and likely results from mucosal erosions into abnormal bronchial blood vessels due to chronic respiratory infection. We hypothesize that the use of beta-blockade will decrease mean arterial pressure resulting in lower bronchial artery blood flow and, subsequently, decrease the frequency and severity of hemoptysis, rate of hospitalizations, and usage of intravenous antibiotics. METHODS: Retrospective chart review was performed on 12 CF patients with recurrent hemoptysis, aged 13-40 years old, along with a follow-up telephone survey to assess the effectiveness of beta-blockade for hemoptysis, tolerance of inhaled respiratory medications, activity tolerance, and potential adverse effects. A beta-blocker, specifically atenolol, was initiated in all subjects within 24 hours after experiencing recurrent hemoptysis episodes. RESULTS: A majority of patients (72.7%) had complete cessation of hemoptysis. There were significant decreases in the frequency of hemoptysis (p = 0.02) and the amount of hemoptysis (p = 0.004). The rate of hospitalizations significantly decreased from 1.33 to 0.67 (p = 0.05) after initiation of atenolol. There was a trend toward statistical significance in the reduction of intravenous antibiotics use (p = 0.08). No statistical difference was found when comparing the pre- and post-treatment means of forced expiratory volume in 1-second (p = 0.59). Very minimal adverse effects were observed with only one patient reporting intermittent facial flushing. CONCLUSION: Beta-blockade, particularly with atenolol, appears to successfully treat, if not resolve, recurrent hemoptysis refractory to conservative therapy in CF. Beta-blocker therapy appears to maintain an effective safety profile in CF.


Asunto(s)
Antagonistas Adrenérgicos beta/uso terapéutico , Fibrosis Quística/tratamiento farmacológico , Hemoptisis/tratamiento farmacológico , Adolescente , Antagonistas Adrenérgicos beta/efectos adversos , Adulto , Presión Arterial/efectos de los fármacos , Fibrosis Quística/fisiopatología , Femenino , Volumen Espiratorio Forzado/efectos de los fármacos , Hemoptisis/fisiopatología , Humanos , Masculino , Estudios Retrospectivos
5.
Lung ; 190(6): 685-90, 2012 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-23053566

RESUMEN

BACKGROUND: Multiple ventilatory strategies for acute hypoxemic respiratory failure (AHRF) in children have been advocated, including high-frequency oscillatory ventilation (HFOV). Despite the frequent deployment of HFOV, randomized controlled trials remain elusive and currently there are no pediatric trials looking at its use. Our longitudinal study analyzed the predictive clinical outcome of HFOV in pediatric AHRF given disease-specific morbidity. METHODS: A retrospective 8-year review on pediatric intensive care unit admissions with AHRF ventilated by HFOV was performed. Primary outcomes included survival, morbidity, length of stay (LOS), and factors associated with survival or mortality. RESULTS: A total of 102 patients underwent HFOV with a 66 % overall survival rate. Survivors had a greater LOS than nonsurvivors (p = 0.001). Mortality odds ratio (OR) for patients without bronchiolitis was 8.19 (CI = 1.02, 65.43), and without pneumonia it was 3.07 (CI = 1.12, 8.39). A lower oxygenation index (OI) after HFOV commencement and at subsequent time points analyzed predicted survival. After 24 h, mortality was associated with an OI > 35 [OR = 31.11 (CI = 3.25, 297.98)]. Sepsis-related mortality was associated with a higher baseline FiO(2) (0.88 vs. 0.65), higher OI (42 vs. 22), and augmented metabolic acidosis (pH of 7.25 vs. 7.32) evaluated 4 h on HFOV (p < 0.05). CONCLUSION: High-frequency oscillatory ventilation may be safely utilized. It has a 66 % overall survival rate in pediatric AHRF of various etiologies. Patients with morbidity limited to the respiratory system and optimized oxygenation indices are most likely to survive on HFOV.


Asunto(s)
Ventilación de Alta Frecuencia , Hipoxia/complicaciones , Insuficiencia Respiratoria/terapia , Supervivencia sin Enfermedad , Femenino , Humanos , Hipoxia/sangre , Lactante , Masculino , Oxígeno/sangre , Insuficiencia Respiratoria/sangre , Insuficiencia Respiratoria/complicaciones , Insuficiencia Respiratoria/mortalidad
6.
Pediatr Crit Care Med ; 12(6): e416-9, 2011 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-21317675

RESUMEN

OBJECTIVE: To review the findings and discuss the implications of the topic of pharmacomechanical thrombolysis in pediatric patients with persistent thrombus. DESIGN: A pediatric case presentation with a brief literature review on treatment of venous thrombosis and pharmacomechanical thrombolysis. INTERVENTIONS: None. MAIN RESULTS: Thrombotic events refractory to standard medical and surgical care remain a life-threatening clinical challenge in the pediatric population. Research on persistent deep venous thrombosis and treatment modalities is limited. We present a pediatric patient with a history of malignant osteosarcoma who was diagnosed with deep venous thrombosis. Despite appropriate anticoagulation therapy, the thrombus remained persistent. Pharmacomechanical thrombolysis was utilized and proved to be an effective method in providing diagnosis and treatment. CONCLUSION: Pharmacomechanical thrombolysis is a valuable and effective method in providing diagnosis and treatment of persistent thrombus.


Asunto(s)
Terapia Trombolítica/métodos , Trombosis de la Vena , Adolescente , Femenino , Humanos , Unidades de Cuidado Intensivo Pediátrico , Osteosarcoma , Tomógrafos Computarizados por Rayos X , Trombosis de la Vena/complicaciones , Trombosis de la Vena/diagnóstico , Trombosis de la Vena/tratamiento farmacológico
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