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1.
Int J Antimicrob Agents ; 64(1): 107175, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38642812

ABSTRACT

OBJECTIVES: Colistin-induced nephrotoxicity prolongs hospitalisation and increases mortality. The study aimed to construct machine learning models to predict colistin-induced nephrotoxicity in patients with multidrug-resistant Gram-negative infection. METHODS: Patients receiving colistin from three hospitals in the Clinical Research Database were included. Data were divided into a derivation cohort (2011-2017) and a temporal validation cohort (2018-2020). Fifteen machine learning models were established by categorical boosting, light gradient boosting machine and random forest. Classifier performances were compared by the sensitivity, F1 score, Matthews correlation coefficient (MCC), area under the receiver operating characteristic (AUROC) curve, and area under the precision-recall curve (AUPRC). SHapley Additive exPlanations plots were drawn to understand feature importance and interactions. RESULTS: The study included 1392 patients, with 360 (36.4%) and 165 (40.9%) experiencing nephrotoxicity in the derivation and temporal validation cohorts, respectively. The categorical boosting with oversampling achieved the highest performance with a sensitivity of 0.860, an F1 score of 0.740, an MCC of 0.533, an AUROC curve of 0.823, and an AUPRC of 0.737. The feature importance demonstrated that the days of colistin use, cumulative dose, daily dose, latest C-reactive protein, and baseline haemoglobin were the most important risk factors, especially for vulnerable patients. A cutoff colistin dose of 4.0 mg/kg body weight/d was identified for patients at higher risk of nephrotoxicity. CONCLUSIONS: Machine learning techniques can be an early identification tool to predict colistin-induced nephrotoxicity. The observed interactions suggest a modification in dose adjustment guidelines. Future geographic and prospective validation studies are warranted to strengthen the real-world applicability.


Subject(s)
Anti-Bacterial Agents , Colistin , Drug Resistance, Multiple, Bacterial , Electronic Health Records , Gram-Negative Bacterial Infections , Machine Learning , Humans , Colistin/adverse effects , Male , Female , Middle Aged , Gram-Negative Bacterial Infections/drug therapy , Anti-Bacterial Agents/adverse effects , Anti-Bacterial Agents/therapeutic use , Aged , ROC Curve , Adult , Algorithms , Retrospective Studies
2.
JOURNAL OF RARE DISEASES ; (4): 114-117, 2024.
Article in English | WPRIM (Western Pacific) | ID: wpr-1006906

ABSTRACT

This article reported the diagnosis and treatment of a boy with Dent disease presenting with massive proteinuria.He was 3 years old and found to have massive proteinuria during routine physical examination without hypoalbuminemia, urine protein electrophoresis indicated mainly low molecular weight proteins, with hypercalciuria, and metabolic acidosis, no diabetes, no amino acid urine, and renal ultrasound showed no renal calcium deposition, He had no mental and physical developmental delay and no abnormal family history. Gene detection revealed one missense mutation in exon 15 of the OCRL1 gene, c.1477C > T (p.Arg493Trp). After the diagnosis was confirmed, restrictions in dietary intake of calcium, sodium, and oxalate was restricted and oral potassium citrate and hydrochlorothiazide was prescribed. During two months of follow-up, we observed a decrease in urinary calcium levels and normal renal function. This article aims to improve the understanding of this disease among physicians and provide reference for the diagnosis and treatment of this disease through typical case report and review of previous literatures.

3.
Contemp Clin Trials ; 124: 107040, 2023 01.
Article in English | MEDLINE | ID: mdl-36470557

ABSTRACT

BACKGROUND: In cardiovascular outcome trials, the win ratio (WR) method models the composite endpoint under a hierarchical structure to account for clinical priorities. It also can be applied to both survival and nonsurvival outcomes. METHODS: In this article, we assess the performance of the WR method via extensive simulation studies and real data analyses and discuss power considerations of the method with respect to hierarchical order, variable type, magnitude of treatment effect, and event rates when applied to clinical studies. RESULTS AND CONCLUSION: In the hierarchy of the WR method, the first-ordered component (e.g., death) plays a dominant role in statistical power, especially when that component has a large treatment effect and a high event rate. This is in contrast with the score test of the Cox proportional hazards model in which the power is more likely affected by the nonfatal events that are usually observed earlier. Furthermore, when adding an additional component to the composite endpoint, the performance of the WR method varies depending on the treatment effect, event rate, and hierarchical position of the component. If the additional component has a relatively smaller or no treatment effect, the statistical power will decrease; if the additional component has a relatively larger treatment effect and higher event rate, the statistical power will increase. When adding a nonsurvival continuous outcome (e.g., 6-min walk distance) with even a tiny treatment effect, the statistical power could dramatically increase.


Subject(s)
Proportional Hazards Models , Humans , Computer Simulation
4.
J Biopharm Stat ; 33(2): 234-252, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36121193

ABSTRACT

Recently, retrieved-dropout-based multiple imputation has been used in some therapeutic areas to address the treatment policy estimand, mostly for continuous endpoints. In this approach, data from subjects who discontinued study treatment but remained in study were used to construct a model for multiple imputation for the missing data of subjects in the same treatment arm who discontinued study. We extend this approach to time-to-event endpoints and provide a practical guide for its implementation. We use a cardiovascular outcome trial dataset to illustrate the method and compare the results with those from Cox proportional hazard and reference-based multiple imputation methods.

5.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-1009134

ABSTRACT

OBJECTIVE@#To explore clinical effect of repairing anterior talofibular ligament with knot-free anchors under total ankle arthroscopy in treating chronic lateral ankle instability.@*METHODS@#From April 2018 to August 2021, 24 patients with chronic lateral ankle instability were treated with knot-free anchors under total ankle arthroscopy to repair anterior talofibular ligament, including 16 males and 8 females, aged from 22 to 42 years old with an average of(28.6±5.8) years old;the time from injury to opertaion ranged from 6 to 10 months with an average of(7.7±1.3) months. Preoperative and postoperative American Orhopaedic Foot and Ankle Society (AOFAS) score, visual analogue scale (VAS), talar tilt, anterior talar translation(ATT) were recorded and compared.@*RESULTS@#All patients were followed up from 10 to 12 months with an average of (10.2±1.14) months. Incision were healed at stageⅠ, and no infection, nerve injury and lateral ankle instability occurred. AOFAS score improved from(52.79±8.96) before opertaion to (93.00± 4.01) at 6 months after operation, 23 patients got excellent result and 1 good;VAS decreased from (5.50±0.98) before opertaion to (1.04±0.80) at 6 months after operation(P<0.05);talar tilt decreased from(9.16±2.09)° to (3.10±1.72)° at 3 months after operation(P<0.05);ATT decreased from(8.80±2.55) mm to (2.98±1.97) mm at 3 months after operation(P<0.05). Twenty-four patients drawer test and varus-valgus rotation wer negative.@*CONCLUSION@#Repairing anterior talofibular ligament with knot-free anchors under total ankle arthroscopy for the treatment of chronic lateral ankle instability has advantages of less trauma, less complications safe and reliable, and good recovery of ankle joint function.


Subject(s)
Female , Male , Humans , Young Adult , Adult , Ankle Joint/surgery , Ankle , Arthroscopy , Lateral Ligament, Ankle/surgery , Joint Instability/surgery
6.
China Tropical Medicine ; (12): 602-2023.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-979773

ABSTRACT

@#Abstract: Objective To analyze the influencing factors of mother-to-child transmission of hepatitis B virus after combined immunological blockade, and to evaluate the effect of mother-to-child blockade, and to provide a basis for health policies and health interventions for preventing mother-to-child blockade of hepatitis B virus. Methods A total of 11 363 pairs of HBsAg positive pregnant women and their infants aged 7-12 months in Hainan Province from 2015 to 2020 were included in the study. The general situation, the situation of health care and delivery in this pregnancy and perinatal period, the detection of hepatitis B markers, the situation of antiviral therapy, the general situation of mother and infant during delivery and the implementation of blockade measures for mother-to-child transmission of hepatitis B were collected and analyzed. Results Among the 11 363 pairs of HBsAg positive pregnant women and their infants delivered in hospitals in Hainan province from 2015 to 2020, the positive rate of HBsAg in children at 7-12 months after birth was 1.47 %, and the difference in HBsAg positive rate of infants born in different years was not statistically significant (P>0.05). There were no significant differences in the positive rate of HBsAg among children born to pregnant women with different nationalities, educational levels, occupations, delivery modes, delivery places, obstetric operations and perineal laceration, abnormal perinatal period, children with different genders and premature delivery and perinatal (all P<0.05). There was significant difference in HBsAg positive rate among infants born to pregnant women of different ages, the positive rate of HBsAg of infants born to young pregnant women was higher than that of older pregnant women (P<0.05). The rate of antiviral therapy was low in HBeAg positive pregnant women, and the positive rate of HBsAg in their infants was 2.54%, which was higher than 0.83% in HBeAg negative pregnant women (P<0.05). Conclusions Combined immunological blockade with hepatitis B vaccine and hepatitis B immunoglobulin can effectively prevent the mother-to-child transmission of HBV. HBsAg-positive women can give birth at the right age, and HBeAg-positive pregnant women can be treated with antiviral therapy to block mother-to-child transmission, providing the important basis for the formulation of hepatitis B prevention and control strategies and measures.

7.
Front Pediatr ; 10: 917734, 2022.
Article in English | MEDLINE | ID: mdl-35935352

ABSTRACT

Background: Methylmalonic acidemia (MMA) with hyperhomocysteinemia is caused by cobalamin deficiency, mainly due to disturbance of cobalamin C (cblC) metabolism. Its clinical manifestations involve many organs. However, cases of coronary artery ectasia have been rarely reported. Case presentation: Here, we report the case of a 4-year-old girl who was hospitalized mainly because of pallor, brown urine, and fatigue, followed by hypertension, renal insufficiency, hemolytic anemia, cardiac enlargement, cardiac insufficiency, and coronary artery ectasia. Thrombotic microangiopathy (TMA) was confirmed by renal pathological examination. Metabolic examination showed hyperhomocysteinemia and methylmalonic aciduria. Furthermore, genetic assessment confirmed MMACHC gene variant, which confirmed the final diagnosis of a cblC defect. Intramuscular injection of hydroxy-cobalamin, oral medications of betaine, levocarnitine, folic acid, and aspirin were administered. Three months later, the patient's condition was significantly improved. Anemia was corrected, and the renal function was normal. Heart size, cardiac function, and coronary artery structure completely returned to normal. Conclusion: The clinical manifestation of cblC deficiency is atypical. This critical condition may be associated with multiple organ involvement. A rare complication, coronary artery ectasia, can also occur. Early identification, careful evaluation, and appropriate treatment are crucially important for the improvement of this disease prognosis.

8.
Stat Med ; 41(24): 4791-4808, 2022 10 30.
Article in English | MEDLINE | ID: mdl-35909228

ABSTRACT

Studies on the health effects of environmental mixtures face the challenge of limit of detection (LOD) in multiple correlated exposure measurements. Conventional approaches to deal with covariates subject to LOD, including complete-case analysis, substitution methods, and parametric modeling of covariate distribution, are feasible but may result in efficiency loss or bias. With a single covariate subject to LOD, a flexible semiparametric accelerated failure time (AFT) model to accommodate censored measurements has been proposed. We generalize this approach by considering a multivariate AFT model for the multiple correlated covariates subject to LOD and a generalized linear model for the outcome. A two-stage procedure based on semiparametric pseudo-likelihood is proposed for estimating the effects of these covariates on health outcome. Consistency and asymptotic normality of the estimators are derived for an arbitrary fixed dimension of covariates. Simulations studies demonstrate good large sample performance of the proposed methods vs conventional methods in realistic scenarios. We illustrate the practical utility of the proposed method with the LIFECODES birth cohort data, where we compare our approach to existing approaches in an analysis of multiple urinary trace metals in association with oxidative stress in pregnant women.


Subject(s)
Linear Models , Bias , Computer Simulation , Female , Humans , Limit of Detection , Pregnancy , Probability
9.
Chinese Pharmacological Bulletin ; (12): 887-893, 2022.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-1014087

ABSTRACT

Aim To investigate the reeovery of I FN-7- tion and the protective effect of Prepared Radix Reh- secreting T and NK cells after low dose X-ray irradia- manniae ( PRR ).Methods X-ray 2.5Gy was used to establish a mouse irradiated model,and some irradiated mice were used to establish a melanoma lung cancer metastasis model or to be treated by PRR.The propor¬tion and number of Tel , Thl and NK1 cells with the phenotypes of IL-12R and IL-15R were detected by flow cytometry.The transcription levels of IL-12,1L- 15 ,STAT4 and T-bet were detected by RT-qPCR.Re¬sults Within four days after irradiation,Thl ,Tcl and NK1 cells were significantly reduced ( P < 0.05 , P < 0.01).The expression of IL-12R and IL-15R de¬creased in Thl and Tel cells , and increased in NK1 cells ( P < 0.05 ).On day 8 of irradiation , NK1 and Tc 1 cells recovered or exceeded basic level, but Th 1 was still lower than normal level ( P < 0.05 ) , and tumor load of irradiated mice increased significantly (P <0.01).Compared with radiation group, the propor¬tion and absolute numbers of NK1 ,Tel and Thl were up-regulated by PRR (P <0.05 <0.01) ,and tumor load was down-regulated ( P < 0.05 ).Conclusions The impaired reconstitution of Thl cells after irradia¬tion affects the anti-tumor ability.PRR promotes the recover}' of IFN-∗y-secreting T and NK cells after radia¬tion and reduces the risk of tumor metastasis in mice.

10.
Can J Stat ; 49(3): 612-636, 2021 Sep.
Article in English | MEDLINE | ID: mdl-34720345

ABSTRACT

The association between two event times is of scientific importance in various fields. Due to population heterogeneity, it is desirable to examine the degree to which local association depends on different characteristics of the population. Here we adopt a novel quantile-based local association measure and propose a conditional quantile association regression model to allow covariate effects on local association of two survival times. Estimating equations for the quantile association coefficients are constructed based on the relationship between this quantile association measure and the conditional copula. Asymptotic properties for the resulting estimators are rigorously derived, and induced smoothing is used to obtain the covariance matrix. Through simulations we demonstrate the good practical performance of the proposed inference procedures. An application to age-related macular degeneration (AMD) data reals interesting varying effects of the baseline AMD severity score on the local association between two AMD progression times.


L'association entre les temps jusqu'à deux événements revêt une importance scientifique dans plusieurs domaines. Il est intéressant de pouvoir observer à quel point leur degré d'association local dépend de différentes caractéristiques d'une population lorsque celle-ci exhibe de l'hétérogénéité. Les auteures adoptent une nouvelle mesure d'association locale basée sur les quantiles et proposent un modèle conditionnel de régression quantile permettant aux covariables d'avoir un effet sur l'association locale de deux temps de survie. Elles construisent les équations d'estimation pour les coefficients du modèle à partir de la relation entre cette mesure d'association quantile et la copule conditionnelle. Elles dérivent rigoureusement les propriétés asymptotiques des estimateurs résultants et utilisent un lissage induit afin d'obtenir la matrice de covariance. À l'aide de simulations, les auteures démontrent les bonne performances pratiques des procédures d'inférence proposées. Elles présentent une application à des données de dégénérescence maculaire liées à l'âge (DMA) qui montrent des effets variables du score de sévérité de base de la DMA sur l'association locale entre deux temps de progression de la DMA.

11.
Health Res Policy Syst ; 19(1): 15, 2021 Feb 08.
Article in English | MEDLINE | ID: mdl-33557840

ABSTRACT

BACKGROUND: In April 2016, the Singapore Ministry of Health (MOH) declared War on Diabetes (WoD) to rally a whole-of-nation effort to reduce diabetes burden in the population. This study aimed to explore how this policy has been positioned to bring about changes to address the growing prevalence of diabetes, and to analyse the policy response and the associated challenges involved. METHODS: This qualitative study, using Walt and Gilson's policy triangle framework, comprised analysis of 171 organizational documents on the WoD, including government press releases, organizational archives, YouTube videos, newspaper reports and opinion editorials. It also involved interviews with 31 policy actors, who were policy elites and societal policy actors. RESULTS: Findings showed that the WoD policy generated a sense of unity and purpose across most policy actors. Policy actors were cognisant of the thrusts of the policy and have begun to make shifts to align their interests with the government policy. Addressing those with diabetes directly is essential to understanding their needs. Being clear on who the intended targets are and articulating how the policy seeks to support the identified groups will be imperative. Issues of fake news, unclear messaging and lack of regulation of uncertified health providers were other identified problem areas. High innovation, production and marketing costs were major concerns among food and beverage enterprises. CONCLUSION: While there was greater public awareness of the need to combat diabetes, continuing dialogues with the various clusters of policy actors on the above issues will be necessary. Addressing the various segments of the policy actors and their challenges in response to the WoD would be critical.


Subject(s)
Diabetes Mellitus , Policy Making , Government , Health Policy , Humans , Qualitative Research , Singapore
12.
J Patient Saf ; 17(5): e373-e378, 2021 08 01.
Article in English | MEDLINE | ID: mdl-28141697

ABSTRACT

OBJECTIVES: Reporting medical errors is a focus of the patient safety movement. As frontline physicians, residents are optimally positioned to recognize errors and flaws in systems of care. Previous work highlights the difficulty of engaging residents in identification and/or reduction of medical errors and in integrating these trainees into their institutions' cultures of safety. METHODS: The authors describe the implementation of a longitudinal, discipline-based, multifaceted curriculum to enhance the reporting of errors by pediatric residents at Children's Hospital of Pittsburgh of University of Pittsburgh Medical Center. The key elements of this curriculum included providing the necessary education to identify medical errors with an emphasis on systems-based causes, modeling of error reporting by faculty, and integrating error reporting and discussion into the residents' daily activities. The authors tracked monthly error reporting rates by residents and other health care professionals, in addition to serious harm event rates at the institution. RESULTS: The interventions resulted in significant increases in error reports filed by residents, from 3.6 to 37.8 per month over 4 years (P < 0.0001). This increase in resident error reporting correlated with a decline in serious harm events, from 15.0 to 8.1 per month over 4 years (P = 0.01). CONCLUSIONS: Integrating patient safety into the everyday resident responsibilities encourages frequent reporting and discussion of medical errors and leads to improvements in patient care. Multiple simultaneous interventions are essential to making residents part of the safety culture of their training hospitals.


Subject(s)
Harm Reduction , Internship and Residency , Child , Humans , Medical Errors/prevention & control , Medication Errors , Safety Management
13.
Ann Transl Med ; 9(24): 1759, 2021 Dec.
Article in English | MEDLINE | ID: mdl-35071453

ABSTRACT

BACKGROUND: This study aimed to analyze non-coding RNA sequencing results, screen differentially expressed long non-coding RNAs (lncRNAs), and predict lncRNA target genes. It further clarifies the potential functions of lncRNAs, thus exploring potential biomarkers and therapeutic targets for stroke. METHODS: LncRNA sequencing data of blood samples from stroke patients and healthy subjects (GSE102541 and GSE140275) were downloaded from the Gene Expression Omnibus (GEO) database. This study used R software and related R packages to conduct a batch correction and differential analysis of sequencing results. It also screened differentially expressed lncRNAs and visualized the correlations between significantly different lncRNAs. Target genes of differential lncRNAs were predicted by the StarBase database. Gene ontology (GO) functional enrichment analysis of related target genes was performed using the DAVID database. Principal component analysis was performed based on the expression levels of lncRNAs with the most significant differences in stroke blood samples. RESULTS: A total of 239 differentially expressed lncRNAs were screened out in this study, of which 146 were upregulated and 93 were downregulated. According to |log2FC| values from highest to lowest, the top 10 lncRNAs with the most significant differences were selected. The upregulated lncRNAs were LINC02334, TARID, MRGPRF-AS1, CAI2, LINC00189, TUG1, and RNF5P1. The downregulated lncRNAs included AC005180.2, ADAMTS9-AS1, and AC036108.3. TARID was strongly correlated with MRGPRF-AS1. Meanwhile, LINC02334 was strongly correlated with TUG1. CAI2, LINC00189, and RNF5P1 were at the core of the correlation network and may therefore be the critical lncRNAs in stroke pathogenesis. GO functional enrichment results indicated that genes were significantly enriched in muscle contraction, RNA polymerase II promoter transcription regulation, muscle structure composition, focal adhesion, endothelial cell chemotaxis, actin, actin cytoskeleton, actin filament binding, blood lipid regulation, smooth muscle contraction regulation, skeletal muscle cell differentiation, and other functions. Principal component analysis showed that the 10 lncRNAs with significant differences could significantly distinguish stroke blood samples from healthy control blood samples, and could characterize the essential characteristics of stroke. CONCLUSIONS: LINC02334, TARID, MRGPRF-AS1, CAI2, LINC00189, TUG1, RNF5P1, AC005180.2, ADAMTS9-AS1, and AC036108.3 play an essential role in the pathogenesis of stroke, and may be potential therapeutic targets.

14.
China Occupational Medicine ; (6): 351-355, 2021.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-923177

ABSTRACT

OBJECTIVE: To analyze the distribution characteristics of surveillance results of key occupational diseases in Nanning City.METHODS: The occupational health monitoring data of key occupational diseases of Nanning City from 2015 to 2019 were collected using judgment sampling method and analyzed by descriptive epidemiology method. RESULTS: A total of 38 cases of key occupational diseases were reported in Nanning City during the past 5 years.The main diseases were occupational pneumoconiosis and occupational noise-induced deafness(ONID). The rate of occupational health examination was 40.06%, showing an increasing trend with the increase of years(P<0.01). The detection rate of occupational pneumoconiosis was higher than that of ONID(0.19% vs 0.01%, P<0.01). However, the abnormal detection rate of occupational health special examination in noise-exposed workers was higher than that in dust-exposed workers(10.98% vs 0.35%, P<0.01). The detection rate of pneumoconiosis-like changes in dust-exposed workers was the highest in private enterprises(P<0.01). The detection rate of binaural high frequency average hearing threshold ≥40 dB was highest in small and micro enterprises and private enterprises(all P<0.01). The detection rate of blood lead level >400 μg/L was 24.75%, and 98.80% of the abnormal workers were concentrated in medium-sized foreign-funded enterprises. The detection rates of abnormal leukocyte, neutrophil and platelet counts in benzene-exposed workers were 1.17%, 3.21% and 0.26% respectively. CONCLUSION: Among the key occupational disease risk factors in Nanning City, the number of workers exposed to dust and noise is relatively high, which results in serious consequences and harm. But the hazards of lead and benzene cannot be ignored. Emphasis should be placed on strengthening the supervision and management of key occupational diseases in small and medium-sized micro-enterprises and private enterprises.

15.
J Healthc Qual ; 42(4): e50-e57, 2020.
Article in English | MEDLINE | ID: mdl-32134809

ABSTRACT

BACKGROUND: Nationally, there is an expectation that residents and fellows participate in quality improvement (QI), preferably interprofessionally. Hospitals and educators invest time and resources in projects, but little is known about success rates or what fosters success. PURPOSE: To understand what proportion of trainee QI projects were successful and whether there were predictors of success. METHODS: We examined resident and fellow QI projects in an integrated healthcare system that supports diverse training programs in multiple hospitals over 2 years. All projects were reviewed to determine whether they represented actual QI. Projects determined as QI were considered completed or successful based on QI project sponsor self-report. Multiple characteristics were compared between successful and unsuccessful projects. RESULTS: Trainees submitted 258 proposals, of which 106 (41.1%) represented actual QI. Non-QI projects predominantly represented needs assessments or retrospective data analyses. Seventy-six percent (81/106) of study sponsors completed surveys about their projects. Less than 25% of projects (59/258) represented actual QI and were successful. Project category was predictive of success, specifically those aimed at preventive care or education. CONCLUSION: Less than a quarter of trainee QI projects represent successful QI. IMPLICATIONS: Hospitals and training programs should identify interventions to improve trainee QI experience.


Subject(s)
Clinical Competence/standards , Curriculum , Delivery of Health Care/standards , Internship and Residency/standards , Patient Safety/standards , Practice Guidelines as Topic , Quality Improvement/standards , Adult , Education, Medical, Graduate , Female , Humans , Male , Retrospective Studies , Surveys and Questionnaires , Young Adult
16.
Biostatistics ; 21(2): e113-e130, 2020 04 01.
Article in English | MEDLINE | ID: mdl-30371745

ABSTRACT

Recently dynamic treatment regimens (DTRs) have drawn considerable attention, as an effective tool for personalizing medicine. Sequential Multiple Assignment Randomized Trials (SMARTs) are often used to gather data for making inference on DTRs. In this article, we focus on regression analysis of DTRs from a two-stage SMART for competing risk outcomes based on cumulative incidence functions (CIFs). Even though there are extensive works on the regression problem for DTRs, no research has been done on modeling the CIF for SMART trials. We extend existing CIF regression models to handle covariate effects for DTRs. Asymptotic properties are established for our proposed estimators. The models can be implemented using existing software by an augmented-data approximation. We show the improvement provided by our proposed methods by simulation and illustrate its practical utility through an analysis of a SMART neuroblastoma study, where disease progression cannot be observed after death.


Subject(s)
Biostatistics/methods , Models, Statistical , Outcome Assessment, Health Care/methods , Randomized Controlled Trials as Topic , Child , Computer Simulation , Humans , Incidence , Neuroblastoma/therapy , Regression Analysis
17.
Acad Radiol ; 26(1): 136-140, 2019 01.
Article in English | MEDLINE | ID: mdl-30087064

ABSTRACT

RATIONALE AND OBJECTIVES: To determine whether the total number of studies interpreted during radiology residency correlates with clinical performance as measured by objective criteria. MATERIALS AND METHODS: We performed a retrospective cohort study of three graduating classes of radiology residents from a single residency program between the years 2015-2017. The total number of studies interpreted by each resident during residency was tracked. Clinical performance was determined by tracking an individual resident's major discordance rate. A major discordance was recorded when there was a difference between the preliminary resident interpretation and final attending interpretation that could immediately impact patient care. Accreditation council for graduate medical education milestones at the completion of residency, Diagnostic radiology in-training scores in the third year, and score from the American board of radiology core exam were also tabulated. Pearson correlation coefficients and polynomial regression analysis were used to identify correlations between the total number of interpreted films and clinical, test, and milestone performance. RESULTS: Thirty-seven residents interpreted a mean of 12,709 studies (range 8898-19,818; standard deviation [SD] 2351.9) in residency with a mean major discordance rate of 1.1% (range 0.34%-2.54%; stand dev 0.49%). There was a nonlinear correlation between total number of interpreted films and performance. As the number of interpreted films increased to approximately 16,000, clinical performance (p = 0.004) and test performance (p = 0.01) improved, but volumes over 16,000 correlated with worse performance. CONCLUSION: The total number of studies interpreted during radiology training correlates with performance. Residencies should endeavor to find the "sweet spot": the amount of work that maximizes clinical exposure and knowledge without overburdening trainees.


Subject(s)
Clinical Competence , Internship and Residency/statistics & numerical data , Radiology/education , Radiology/standards , Female , Humans , Male , Observer Variation , Radiography , Retrospective Studies , United States
18.
Matern Child Nutr ; 15(3): e12750, 2019 07.
Article in English | MEDLINE | ID: mdl-30423601

ABSTRACT

Monitoring pregnancy weight can reduce excess gestational weight gain (GWG), and is recommended in clinical practice guidelines as part of routine care. This study aimed to evaluate the implementation of routine weight monitoring using a pregnancy weight gain chart (PWGC), and assess health care professionals (HCPs) and pregnant women's attitudes and practices around its use. A semiquantitative survey was conducted with a consecutive sample of antenatal women at 16 and 36 weeks gestation. Women were weighed, and a PWGC audit done at 36 weeks gestation to assess adherence to chart use and GWG. A cross-sectional survey of antenatal HCPs at the Australian facility assessed staff attitudes and practices relating to weight monitoring and PWGC use. Of the 291 women surveyed, 68% reported being given a PWGC. Of the audited PWGCs (n = 258), 54% had less than three weights recorded, 36% had errors, and 3% were unused. All HCPs surveyed (n = 42) were aware of the PWGC, 63% reported using it to track GWG regularly and 26% believed it to be only the woman's responsibility (i.e., not the midwife's role) to complete it. Seventy-six percent reported they needed more training in counselling pregnant women, and insufficient time was a main barrier to weighing and conversing with women. It is feasible to implement a PWGC into routine antenatal care. Clarity over women's and HCPs responsibility for monitoring GWG and completion of the PWGC is needed. Training on correct PWGC use and counselling and workforce engagement are required to overcome barriers and support healthy GWG.


Subject(s)
Gestational Weight Gain/physiology , Medical Records , Prenatal Care/methods , Prenatal Care/psychology , Adult , Female , Health Knowledge, Attitudes, Practice , Health Personnel , Humans , Obesity , Pregnancy , Pregnancy Complications , Prospective Studies
19.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-802866

ABSTRACT

Objective@#To summarize the treatment and prognosis of children with primary vesicoureteric reflux (PVUR) and the correlation between PVUR and urinary tract infections(UTI).@*Methods@#The children with PVUR (72 cases) who were hospitalized at the Department of Nephrology and Urology of Children′s Hospital Affiliated to Capital Institute of Pediatrics from June 2007 to April 2018 were selected, and the clinical manifestations were summarized.@*Results@#A total of 72 patients (52 boys, 20 girls) were involved, and the median age at diagnosis was 8 months, in which 44 cases (61.1%) were less than 1 year old.There were 55 cases with UTI onset (76.4%), 94.5%(52/55 cases) with recurrent UTI(twice or more than twice) and 2 cases (2.8%) ended with renal failure.Refluxes were unilateral in 34 patients and bilateral in 38 patients.There were 110 ureters, in which 74 reflux ureters (67.3%) were identified as low-grade (Ⅰ-Ⅲ) PVUR, and 36 reflux ureters(32.7%) were high-grade (Ⅳ-Ⅴ) PVUR.Forty patients received conservative treatment, and significant differences of the remission rate were observed between group Ⅰ-Ⅱ grade PVUR(72.2%, 13/18 cases) and group Ⅲ-Ⅴ grade PVUR(32.5%, 13/40 cases)(χ2=7.92, P=0.005). Twenty-two patients (35 reflux ureters) underwent surgical treatment, in which 31 ureters were cured, and the remission rate was 88.6%.Ten patients with refluxes grade Ⅲ or above had no improvement after medical treatment, but the reflux was completely relieved after surgical treatment.@*Conclusions@#Children with recurrent UTI, especially less than 1 year-old, should be considered with PVUR.The conservative treatment could be prior for the patients with Ⅰ-Ⅱ grade PVUR.The surgical treatment could be chosen for those patients who suffered from high-grade PVUR, bilateral reflux or failed conservative treatment, especially with recurrent UTI, and reflux nephropathy could be reduced then.

20.
Trop Life Sci Res ; 29(2): 165-174, 2018 Jul.
Article in English | MEDLINE | ID: mdl-30112147

ABSTRACT

Fig, or Ficus carica, is a fruit tree from the Moraceae family and is widely grown in tropical and subtropical regions of the world. Fig plants are mainly propagated through grafting, air layering, and hardwood cutting whereby these methods were found to be less efficient. Plant tissue culture is efficient method to propagate plants, particularly to produce true-to-type platelets for mass multiplication. The aim of this study is to induce multiple shoot formation on Ficus carica cv. Japanese BTM 6 through identifying and optimising the concentrations of 6-Benzylaminopurine (BAP) and Zeatin suited for shoot formation. The axillary shoot tip explants were cultured in MS media supplemented with different concentrations of BAP and Zeatin (0, 0.5, 1.0, 1.5 and 2.0 mg/L) to determine the optimal concentration for the formation of multiple shoots. Number of shoots per explants and the differences in shoot height of explants were calculated after 8 and 12 weeks of culture respectively. Of all the treatments of BAP, MS media containing with 2 mg/L BAP marked the highest number of shoots per explant with the average value of 1.67 ± 0.33 while 1.5 and 2 mg/L of BAP produced the highest differences in shoot height with 0.51 ± 0.08 cm and 0.51 ± 0.07 cm after 12 weeks respectively. Murashige and Skoog (MS) media supplemented with 2 mg/L Zeatin showed the highest production of multiple shoots and differences in shoot height with the average of 0.83 ± 0.219 and 0.32 ± 0.04 cm respectively among all the different treatments of Zeatin. In this study, BAP performed better in shoot induction and elongation as compared to Zeatin for the cultivar Japanese BTM 6.

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