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Nevin Manimala Statistics

Robust approach for variable selection with high dimensional longitudinal data analysis

Stat Med. 2021 Oct 7. doi: 10.1002/sim.9213. Online ahead of print.

ABSTRACT

This article proposes a new robust smooth-threshold estimating equation to select important variables and automatically estimate parameters for high dimensional longitudinal data. A novel working correlation matrix is proposed to capture correlations within the same subject. The proposed procedure works well when the number of covariates pn increases as the number of subjects n increases. The proposed estimates are competitive with the estimates obtained with the true correlation structure, especially when the data are contaminated. Moreover, the proposed method is robust against outliers in the response variables and/or covariates. Furthermore, the oracle properties for robust smooth-threshold estimating equations under “large n, diverging pn ” are established under some regularity conditions. Extensive simulation studies and a yeast cell cycle data are used to evaluate the performance of the proposed method, and results show that the proposed method is competitive with existing robust variable selection procedures.

PMID:34619808 | DOI:10.1002/sim.9213

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Nevin Manimala Statistics

Validity and Reliability of the Turkish Version of Generalized Anxiety Disorder Scale-Revised

Psychiatry Investig. 2021 Oct 8. doi: 10.30773/pi.2021.0174. Online ahead of print.

ABSTRACT

OBJECTIVE: This study aims to assess the psychometric values of the Generalized Anxiety Disorder Scale-Revised (GADS-R) which measures the intensity and duration of worry, various coping and avoidance strategies to cope with worrying, and positive and negative metacognitive beliefs about worrying.

METHODS: 114 patients with generalized anxiety disorder and 198 healthy controls were included in the study. These patients were diagnosed according to DSM-IV TR, and the primary diagnosis of the patients was generalized anxiety disorder which was confirmed via SCID I and II, subsequently. Sociodemographic form, GADS-R total and subscale scores, and Meta-Cognitions Questionnaire-30 (MCQ-30), Beck Depression Inventory (BDI), Beck Anxiety Inventory (BAI), Generalized Anxiety Disorder-7 Scale (GAD-7), and Penn State Worry Questionnaire (PSWQ) were used to assess validity, reliability and cut-off point.

RESULTS: GADS-R total and subscale scores and MCQ-30, BDI, BAI, GAD-7, and PSWQ were found to be statistically higher in the patients with GAD compared to a healthy control group. GADS-R has five factors and showed relatively acceptable sensitivity and specificity for detecting anxiety disorders at a cut-off point of 1188.

CONCLUSION: The GADS-R is a valid and reliable scale that can be used in the Turkish population as an assessment tool.

PMID:34619820 | DOI:10.30773/pi.2021.0174

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Nevin Manimala Statistics

Typhoid fever in travellers: estimating the risk of acquisition by country

J Travel Med. 2021 Oct 8:taab150. doi: 10.1093/jtm/taab150. Online ahead of print.

ABSTRACT

BACKGROUND: Typhoid fever is a notifiable disease within Australia. Although studies in endemic regions give an indication of acquisition risk, many countries lack reliable data, and little is known of the absolute or relative risk in Australian travellers. By combining notified case data with travel statistics provided by the Australian Bureau of Statistics, the aim of this study was to give an indication of risk for typhoid acquisition among Australian travellers.

METHODS: Australian typhoid notifications between 1st January 2010 and 30th June 2017 were grouped by country of acquisition and age category (<15 or ≥15 years). Australian travel data were used to inform time at risk and incidence rate of Australian typhoid notifications pertaining to country and region of acquisition. Infections, though notifiable, were excluded as the focus was vaccine preventable illness. Data from New South Wales and Victoria were used to examine the incidence in those acquiring infection in their country of birth (COB) against travellers who did not.

RESULTS: Nine hundred twenty-three cases of typhoid were notified over the period of review, 96% of which were acquired overseas. The greatest determinant of risk was travel destination, with countries in south Asia associated with highest crude incidence rate (252 per 100 000 person-years), particularly Bangladesh. Younger age and immigrants returning to their COB were generally associated with higher risk of acquisition.

CONCLUSIONS: The risk of typhoid fever in Australian travellers to endemic regions is considerable. Immigrants returning to their COB appear to be at higher risk and it is likely that this risk extends to their traveling dependents. These findings help clinicians and public health officials to plan and advise pre-travel vaccination strategies with at-risk individuals and groups. Additional sociodemographic data collection with Australian typhoid notifications would enhance the surveillance of differing international travel risk groups leaving Australia.

PMID:34619766 | DOI:10.1093/jtm/taab150

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Nevin Manimala Statistics

Cervical cytology in the detection of uterine clear cell carcinoma: diagnostic predictors from a case-control study

Cytopathology. 2021 Oct 7. doi: 10.1111/cyt.13066. Online ahead of print.

ABSTRACT

INTRODUCTION: Uterine clear cell adenocarcinoma (CCC) is a rare, aggressive malignancy with a poor prognosis. The present study was conducted to study and describe the characteristic morphologic features of uterine clear cell carcinoma (CCC) in cervical cytology.

METHODS: This was a 3-year retrospective case-control study. Cervical samples of women with histopathologically proven endometrial and cervical clear cell carcinoma were included as cases. Controls included cervical samples from histopathologically proven endometrial serous carcinoma(n=15), endometrioid adenocarcinoma(n=20) and endocervical adenocarcinoma(n=15). Twenty-eight cytomorphologic features were evaluated; the strength of association was determined by Odds ratio (OR), and Cramer’s V. Diagnostic accuracy of statistically significant features was also determined.

RESULTS: A total of 72 CCCs of the female genital tract, including 25(34.7%) endometrial CCC and 13(18.0%) cervical CCC, were reported on histopathology during the study period. Corresponding cervical samples were available for a total of 14(36.8%) patients, of which 13(92.8%) were found to be positive for epithelial cell abnormality. On univariate analysis, 3/28 cytomorphologic variables were found to be significant predictors of uterine CCC, viz. presence of dense cytoplasm(OR=88;V=0.72), deep nuclear membrane irregularities(OR=17.5;V=0.55) and coarse chromatin(OR=21.3;V=0.46). The presence of dense cytoplasm was noted to have the highest positive predictive value(92%) and high specificity(97.8%). In contrast, coarse chromatin was noted to have the highest sensitivity(92.3%) and negative predictive value(96.7%).

CONCLUSIONS: The presence of dense cytoplasm and deep nuclear membrane irregularities in the tumor cells were found to be strong predictors and coarse chromatin, a moderate predictor of uterine CCC compared to its close cytologic mimics.

PMID:34619807 | DOI:10.1111/cyt.13066

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Nevin Manimala Statistics

Clinical and hemodynamic outcomes and mortality risk factors in patients undergoing pulmonary thromboendarterectomy

Arch Cardiol Mex. 2021 Oct 7. doi: 10.24875/ACM.21000108. Online ahead of print.

ABSTRACT

BACKGROUND: Pulmonary thromboendarterectomy is the current treatment of choice in patients with chronic thromboembolic pulmonary hypertension. The objective of the present study was to analyze the clinical and hemodynamic outcomes and the risk factors for mortality in a cardiovascular center in Colombia.

METHODS: Cohort study, conducted between 2001 and 2019. All operated patients were included in the study. Risk factors associated with mortality were established by means of a multivariate regression using the COX method and survival was established using the Kaplan-Meier method. p < 0.05 was considered statistically significant.

RESULTS: Seventy-three patients were operated. Median age was 51 years, 55% of females, 79% had functional Class III and IV. The mean pulmonary arterial pressure was 50 mmHg and 640 dyn.s.cm-5 for pulmonary vascular resistance (PVR). After the intervention, there was a decrease in mean pulmonary artery pressure (p ≤ 0.001) and in PVR (p = 0.357); 21% had evidence of residual pulmonary hypertension. Only 8% and 6% continued with functional Class III and IV at 6 and 12 months, respectively. There were 15 deaths (19.1%; 12% at 30 days). The factors associated with mortality were the diastolic diameter of the right ventricle measured postoperatively (hazard ratio [HR] 10.88 95% confidence interval [CI] 1.97-62, p = 0.007), time of invasive mechanical ventilation (HR 1.06 95% CI 1.02-1.09 p = 0.004), and the presence of complications during the surgical procedure (HR 5.62 95% CI 1.94-16.22 p = 0.001).

CONCLUSIONS: Pulmonary thromboendarterectomy is associated with excellent clinical and hemodynamic outcomes. The mortality risk factors found are not those usually described in the literature.

PMID:34619746 | DOI:10.24875/ACM.21000108

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Nevin Manimala Statistics

BlockPolish: accurate polishing of long-read assembly via block divide-and-conquer

Brief Bioinform. 2021 Oct 8:bbab405. doi: 10.1093/bib/bbab405. Online ahead of print.

ABSTRACT

Long-read sequencing technology enables significant progress in de novo genome assembly. However, the high error rate and the wide error distribution of raw reads result in a large number of errors in the assembly. Polishing is a procedure to fix errors in the draft assembly and improve the reliability of genomic analysis. However, existing methods treat all the regions of the assembly equally while there are fundamental differences between the error distributions of these regions. How to achieve very high accuracy in genome assembly is still a challenging problem. Motivated by the uneven errors in different regions of the assembly, we propose a novel polishing workflow named BlockPolish. In this method, we divide contigs into blocks with low complexity and high complexity according to statistics of aligned nucleotide bases. Multiple sequence alignment is applied to realign raw reads in complex blocks and optimize the alignment result. Due to the different distributions of error rates in trivial and complex blocks, two multitask bidirectional Long short-term memory (LSTM) networks are proposed to predict the consensus sequences. In the whole-genome assemblies of NA12878 assembled by Wtdbg2 and Flye using Nanopore data, BlockPolish has a higher polishing accuracy than other state-of-the-arts including Racon, Medaka and MarginPolish & HELEN. In all assemblies, errors are predominantly indels and BlockPolish has a good performance in correcting them. In addition to the Nanopore assemblies, we further demonstrate that BlockPolish can also reduce the errors in the PacBio assemblies. The source code of BlockPolish is freely available on Github (https://github.com/huangnengCSU/BlockPolish).

PMID:34619757 | DOI:10.1093/bib/bbab405

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Nevin Manimala Statistics

Homicide During Pregnancy and the Postpartum Period in the United States, 2018-2019

Obstet Gynecol. 2021 Oct 7. doi: 10.1097/AOG.0000000000004567. Online ahead of print.

ABSTRACT

OBJECTIVE: To estimate the national pregnancy-associated homicide mortality ratio, characterize pregnancy-associated homicide victims, and compare the risk of homicide in the perinatal period (pregnancy and up to 1 year postpartum) with risk among nonpregnant, nonpostpartum females aged 10-44 years.

METHODS: Data from the National Center for Health Statistics 2018 and 2019 mortality files were used to identify all female decedents aged 10-44 in the United States. These data were used to estimate 2-year pregnancy-associated homicide mortality ratios (deaths/100,000 live births) for comparison with homicide mortality among nonpregnant, nonpostpartum females (deaths/100,000 population) and to mortality ratios for direct maternal causes of death. We compared characteristics and estimated homicide mortality rate ratios and 95% CIs between pregnant or postpartum and nonpregnant, nonpostpartum victims for the total population and with stratification by race and ethnicity and age.

RESULTS: There were 3.62 homicides per 100,000 live births among females who were pregnant or within 1 year postpartum, 16% higher than homicide prevalence among nonpregnant and nonpostpartum females of reproductive age (3.12 deaths/100,000 population, P<.05). Homicide during pregnancy or within 42 days of the end of pregnancy exceeded all the leading causes of maternal mortality by more than twofold. Pregnancy was associated with a significantly elevated homicide risk in the Black population and among girls and younger women (age 10-24 years) across racial and ethnic subgroups.

CONCLUSION: Homicide is a leading cause of death during pregnancy and the postpartum period in the United States. Pregnancy and the postpartum period are times of elevated risk for homicide among all females of reproductive age.

PMID:34619735 | DOI:10.1097/AOG.0000000000004567

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Nevin Manimala Statistics

Postpartum Outcomes With Systematic Treatment and Management of Postpartum Hypertension

Obstet Gynecol. 2021 Oct 7. doi: 10.1097/AOG.0000000000004574. Online ahead of print.

ABSTRACT

OBJECTIVE: To test the ability of a hospital-wide, bundled quality-improvement initiative to improve postpartum maternal blood pressure control and adherence to postpartum follow-up among patients with hypertensive disorders of pregnancy.

METHODS: This quality-improvement initiative consisted of a bundle of clinical interventions including health care professional and patient education, a dedicated nurse educator, and protocols for postpartum hypertensive disorders of pregnancy care in the inpatient, outpatient and readmission setting. We implemented this initiative in patients with hypertensive disorders of pregnancy starting in January 2019 at the University of Chicago. The study period was divided into four periods, which correspond to preintervention, distinct bundle roll outs, and postintervention. Our primary outcome was postpartum hypertension visit adherence. Secondary outcomes included blood pressure values and antihypertensive medication use in the immediate postpartum and outpatient postpartum time periods. We then stratified our outcomes by race to assess whether the effect size differed.

RESULTS: A total of 926 patients who delivered between September 2018 and November 2019 were included. Postpartum hypertension visit adherence improved from preintervention period compared with the full implementation period (33.5% vs 59.4%, P<.001). Blood pressure in the first 24 hours postpartum decreased from preintervention compared with full implementation (preintervention median [interquartile range] systolic blood pressure 149 mm Hg [138, 159] vs 137 [131, 146] in postimplementation; P<.001). After implementation, fewer patients experienced a blood pressure of 140/90 mm Hg or higher at the first postpartum blood pressure check, when compared with preintervention (39.1% vs 18.5%, P=.004). The effect size did not differ by race.

CONCLUSION: A bundled quality-improvement initiative for patients with hypertensive disorders of pregnancy was associated with improved postpartum visit adherence and blood pressure control in the postpartum period.

PMID:34619718 | DOI:10.1097/AOG.0000000000004574

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Nevin Manimala Statistics

Long-Term Outcome With an Active Middle Ear Implant in Patients to Bilateral Aural Atresia

Otol Neurotol. 2021 Oct 6. doi: 10.1097/MAO.0000000000003315. Online ahead of print.

ABSTRACT

OBJECTIVE: To describe the audiological results and complications following active middle ear implant (AMEI) surgery in users with bilateral ear atresia.

STUDY DESIGN: Observational and retrospective longitudinal follow-up.

SETTING: A tertiary referral hospital for hearing rehabilitation and craniofacial malformations.

PATIENTS: Medical records of 27 patients with bilateral congenital aural atresia (34 ears) who underwent surgery for AMEI were reviewed. Data were analyzed using descriptive and inferential statistics. The alpha error was assumed to be 5%.

OUTCOME MEASURES: Medical and technical complications and audiological results were observed during follow-up.

RESULTS: The median postoperative follow-up was 37.5 months (27.7-75.5 mo). Medical or technical complications occurred in 35.3% (n = 12) of patients during follow-up, 14.7% (n = 5) required surgical revision. The auditory thresholds in the free field improved from 53.75 dB (46.87-56.25) to 25 dB (21.25-32.5) after 6 months using the AMEI (p < 0.001) and remained stable till the last audiological evaluation (22.5: 21.25 26.25). Compared with the preoperative results, all speech perception tests also showed the benefits of AMEI at 6 months postoperatively and in the last audiological evaluation.

CONCLUSIONS: Monitoring the use of AMEI in this sample demonstrated the safety of these implants compared with data available in the literature. The rates of medical and technical complications were consistent with data published by other groups. Finally, the audiological results remained stable during follow-up.

PMID:34619727 | DOI:10.1097/MAO.0000000000003315

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Nevin Manimala Statistics

Prognostic Value of FDG PET/CT in Patients With Neuroendocrine Carcinoma of the Uterine Cervix

Clin Nucl Med. 2021 Oct 4. doi: 10.1097/RLU.0000000000003909. Online ahead of print.

ABSTRACT

PURPOSE: We evaluated the prognostic value of metabolic parameters measured on pretreatment FDG PET/CT in patients with cervical neuroendocrine carcinomas (NECs).

METHODS: A total of 22 patients with cervical NECs who underwent pretreatment FDG PET/CT were retrospectively reviewed. The SUVmax, metabolic tumor volume (MTV), and total lesion glycolysis (TLG) of the primary lesion were measured. The associations between prognostic factors and progression-free survival (PFS) and overall survival (OS) were investigated using the Kaplan-Meier method, log-rank test, and univariate and multivariate Cox proportional hazards model.

RESULTS: Of the 22 patients, 12 developed disease progression, and 5 died during the follow-up period. Univariate analyses revealed that MTV, TLG, and the International Federation of Gynecology and Obstetrics stage were significantly associated with PFS (all P < 0.05), whereas SUVmax did not show a significant correlation with PFS. Kaplan-Meier survival curves revealed that patients with MTV >31.9 cm3 (log-rank, P < 0.001), TLG >154.3 (log-rank, P < 0.001), and higher International Federation of Gynecology and Obstetrics stage (log-rank, P = 0.026) had significantly shorter PFS. In the multivariate analyses, MTV (P = 0.017; hazard ratio [HR], 7.298; 95% confidence interval [CI], 1.427-37.316) and TLG (P = 0.003; HR, 15.175; 95% CI, 2.470-93.244) were independent prognostic factors, whereas for OS, the univariate analysis revealed that only TLG >154.3 showed statistical significance (P = 0.043; HR, 9.821; 95% CI, 1.080-89.290).

CONCLUSIONS: Metabolic tumor volume and TLG on FDG PET/CT were the significant prognostic factors of PFS in patients with cervical NECs. Patients with high MTV and TLG had worse clinical outcomes. In addition, TLG may also be a predictor of OS.

PMID:34619703 | DOI:10.1097/RLU.0000000000003909