Categories
Nevin Manimala Statistics

Estimated Average Treatment Effect of Psychiatric Hospitalization in Patients With Suicidal Behaviors: A Precision Treatment Analysis

JAMA Psychiatry. 2023 Oct 18. doi: 10.1001/jamapsychiatry.2023.3994. Online ahead of print.

ABSTRACT

IMPORTANCE: Psychiatric hospitalization is the standard of care for patients presenting to an emergency department (ED) or urgent care (UC) with high suicide risk. However, the effect of hospitalization in reducing subsequent suicidal behaviors is poorly understood and likely heterogeneous.

OBJECTIVES: To estimate the association of psychiatric hospitalization with subsequent suicidal behaviors using observational data and develop a preliminary predictive analytics individualized treatment rule accounting for heterogeneity in this association across patients.

DESIGN, SETTING, AND PARTICIPANTS: A machine learning analysis of retrospective data was conducted. All veterans presenting with suicidal ideation (SI) or suicide attempt (SA) from January 1, 2010, to December 31, 2015, were included. Data were analyzed from September 1, 2022, to March 10, 2023. Subgroups were defined by primary psychiatric diagnosis (nonaffective psychosis, bipolar disorder, major depressive disorder, and other) and suicidality (SI only, SA in past 2-7 days, and SA in past day). Models were trained in 70.0% of the training samples and tested in the remaining 30.0%.

EXPOSURES: Psychiatric hospitalization vs nonhospitalization.

MAIN OUTCOMES AND MEASURES: Fatal and nonfatal SAs within 12 months of ED/UC visits were identified in administrative records and the National Death Index. Baseline covariates were drawn from electronic health records and geospatial databases.

RESULTS: Of 196 610 visits (90.3% men; median [IQR] age, 53 [41-59] years), 71.5% resulted in hospitalization. The 12-month SA risk was 11.9% with hospitalization and 12.0% with nonhospitalization (difference, -0.1%; 95% CI, -0.4% to 0.2%). In patients with SI only or SA in the past 2 to 7 days, most hospitalization was not associated with subsequent SAs. For patients with SA in the past day, hospitalization was associated with risk reductions ranging from -6.9% to -9.6% across diagnoses. Accounting for heterogeneity, hospitalization was associated with reduced risk of subsequent SAs in 28.1% of the patients and increased risk in 24.0%. An individualized treatment rule based on these associations may reduce SAs by 16.0% and hospitalizations by 13.0% compared with current rates.

CONCLUSIONS AND RELEVANCE: The findings of this study suggest that psychiatric hospitalization is associated with reduced average SA risk in the immediate aftermath of an SA but not after other recent SAs or SI only. Substantial heterogeneity exists in these associations across patients. An individualized treatment rule accounting for this heterogeneity could both reduce SAs and avert hospitalizations.

PMID:37851457 | DOI:10.1001/jamapsychiatry.2023.3994

Categories
Nevin Manimala Statistics

Genetic Variation and Sickle Cell Disease Severity: A Systematic Review and Meta-Analysis

JAMA Netw Open. 2023 Oct 2;6(10):e2337484. doi: 10.1001/jamanetworkopen.2023.37484.

ABSTRACT

IMPORTANCE: Sickle cell disease (SCD) is a monogenic disorder, yet clinical outcomes are influenced by additional genetic factors. Despite decades of research, the genetics of SCD remain poorly understood.

OBJECTIVE: To assess all reported genetic modifiers of SCD, evaluate the design of associated studies, and provide guidelines for future analyses according to modern genetic study recommendations.

DATA SOURCES: PubMed, Web of Science, and Scopus were searched through May 16, 2023, identifying 5290 publications.

STUDY SELECTION: At least 2 reviewers identified 571 original, peer-reviewed English-language publications reporting genetic modifiers of human SCD phenotypes, wherein the outcome was not treatment response, and the comparison was not between SCD subtypes or including healthy controls.

DATA EXTRACTION AND SYNTHESIS: Data relevant to all genetic modifiers of SCD were extracted, evaluated, and presented following STREGA and PRISMA guidelines. Weighted z score meta-analyses and pathway analyses were conducted.

MAIN OUTCOMES AND MEASURES: Outcomes were aggregated into 25 categories, grouped as acute complications, chronic conditions, hematologic parameters or biomarkers, and general or mixed measures of SCD severity.

RESULTS: The 571 included studies reported on 29 670 unique individuals (50% ≤ 18 years of age) from 43 countries. Of the 17 757 extracted results (4890 significant) in 1552 genes, 3675 results met the study criteria for meta-analysis: reported phenotype and genotype, association size and direction, variability measure, sample size, and statistical test. Only 173 results for 62 associations could be cross-study combined. The remaining associations could not be aggregated because they were only reported once or methods (eg, study design, reporting practice) and genotype or phenotype definitions were insufficiently harmonized. Gene variants regulating fetal hemoglobin and α-thalassemia (important markers for SCD severity) were frequently identified: 19 single-nucleotide variants in BCL11A, HBS1L-MYB, and HBG2 were significantly associated with fetal hemoglobin (absolute value of Z = 4.00 to 20.66; P = 8.63 × 10-95 to 6.19 × 10-5), and α-thalassemia deletions were significantly associated with increased hemoglobin level and reduced risk of albuminuria, abnormal transcranial Doppler velocity, and stroke (absolute value of Z = 3.43 to 5.16; P = 2.42 × 10-7 to 6.00 × 10-4). However, other associations remain unconfirmed. Pathway analyses of significant genes highlighted the importance of cellular adhesion, inflammation, oxidative and toxic stress, and blood vessel regulation in SCD (23 of the top 25 Gene Ontology pathways involve these processes) and suggested future research areas.

CONCLUSIONS AND RELEVANCE: The findings of this comprehensive systematic review and meta-analysis of all published genetic modifiers of SCD indicated that implementation of standardized phenotypes, statistical methods, and reporting practices should accelerate discovery and validation of genetic modifiers and development of clinically actionable genetic profiles.

PMID:37851445 | DOI:10.1001/jamanetworkopen.2023.37484

Categories
Nevin Manimala Statistics

Treatment Rates for Mental Disorders Among Children and Adolescents: A Systematic Review and Meta-Analysis

JAMA Netw Open. 2023 Oct 2;6(10):e2338174. doi: 10.1001/jamanetworkopen.2023.38174.

ABSTRACT

IMPORTANCE: Mental disorders among children and adolescents are global health concerns. Published studies have provided discordant results regarding treatment rates for mental disorders among youths.

OBJECTIVE: To estimate combined treatment rates for several common psychiatric disorders among children and adolescents.

DATA SOURCES: PubMed, Web of Science, PsycINFO, Scopus, and Embase were searched from database inception until September 23, 2022, and supplemented with hand-searching of reference lists.

STUDY SELECTION: Included studies were those that used validated methods to report treatment rates for any mental disorder, depressive disorders, anxiety disorders, attention-deficit/hyperactivity disorder (ADHD), and behavior disorders among children and adolescents.

DATA EXTRACTION AND SYNTHESIS: This study followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) reporting guideline. Two reviewers independently assessed study eligibility, extracted data, and scored quality. Studies with a Joanna Briggs Institute score of 5 or more were included in the meta-analysis. Treatment rates were pooled using random-effects models. Subgroup analyses were performed to investigate the association with treatment rates of factors, such as year of data collection, World Health Organization region, age, income level, timeframe of diagnosis, informant source, service type, sample origin, and internalizing or externalizing disorder.

MAIN OUTCOMES AND MEASURES: Treatment rates for mental disorders among children and adolescents were the main outcomes, measured as percentage estimates.

RESULTS: Forty studies were included in the analysis, comprising 310 584 children and adolescents, with boys accounting for 39% of participants (sex was not reported in 10 studies). The pooled treatment rate was 38% (95% CI, 30%-45%) for any mental disorder, 36% (95% CI, 29%-43%) for depressive disorders, 31% (95% CI, 21%-42%) for anxiety disorders, 58% (95% CI, 42%-73%) for ADHD, and 49% (95% CI, 35%-64%) for behavior disorders. Age, income level, and region were significantly associated with the combined treatment rates of mental disorders in children and adolescents. The treatment rate for depressive disorders was higher among adolescents than children (36% [95% CI, 25%-46%] vs 11% [95% CI, 0%-25%]), whereas the treatment rate for anxiety disorders was higher among children than adolescents (64% [95% CI, 52%-75%] vs 20% [95% CI, 9%-30%]). The treatment rate for any mental disorder in lower-middle income countries was 6% (95% CI, 2%-14%), in upper-middle income countries was 24% (95% CI, 2%-47%), and in high-income countries was 43% (95% CI, 35%-52%). For depressive disorders, treatment rates were higher in the Americas (40% [95% CI, 30%-51%]) than in Europe (28% [95% CI, 13%-43%]) and the Western Pacific region (6% [95% CI, 1%-16%]).

CONCLUSIONS AND RELEVANCE: This study suggests that, in general, the treatment rates for mental disorders among children and adolescents were low, especially for depression and anxiety. Targeted intervention policies and effective measures should be designed and implemented to improve treatment rates of psychiatric disorders among youths.

PMID:37851443 | DOI:10.1001/jamanetworkopen.2023.38174

Categories
Nevin Manimala Statistics

Ultrasound-guided external oblique and rectus abdominis plane “EXORA” block for postoperative pain after laparoscopic cholecystectomy: a propensity-matched study

Minerva Anestesiol. 2023 Oct 18. doi: 10.23736/S0375-9393.23.17524-9. Online ahead of print.

ABSTRACT

BACKGROUND: Various types of plane blocks are used for analgesia in the upper abdomen. The purpose of this study was to evaluate the efficacy of the external oblique and rectus abdominis plane (EXORA) block for antero-lateral upper abdominal analgesia.

METHODS: This study included 60 patients undergoing laparoscopic cholecystectomy. Patients were divided into control group, intravenous patient-controlled analgesia (IV.PCA) (N.=30) and EXORA group (block with 25 mL 0.25% bupivacaine + IV.PCA [N.=30]). Postoperative pain (at rest) was evaluated at 30 minutes, two, four, six, 12 and 24 hours using Visual Analogue Scale (VAS) scores. Postoperative activity pain at two, four, six, 12 and 24 hours was also assessed using VAS. Secondary outcomes included tramadol use at 12 and 24 hours after surgery, side effect profile, dermatomal spread, and additional analgesic use.

RESULTS: The VAS scores were statistically significantly lower in the EXORA group compared to the two groups (P<0.001). In addition, mean tramadol consumption at the 12 and 24 hours was statistically significantly lower in the EXORA group (P<0.001). Sensory block was recorded in the lateral and anterior abdomen at T6 to T11 after EXORA block application.

CONCLUSIONS: The EXORA block used to provide analgesia after laparoscopic cholecystectomy was shown to provide analgesia in the upper abdominal wall. Further data may be obtained from cadaveric studies and other studies.

PMID:37851417 | DOI:10.23736/S0375-9393.23.17524-9

Categories
Nevin Manimala Statistics

Human papillomavirus associated anal squamous cell carcinoma: Sociodemographic, geographic, and county-level economic trends in incidence rates-United States, 2001-2019

J Natl Cancer Inst. 2023 Oct 18:djad214. doi: 10.1093/jnci/djad214. Online ahead of print.

ABSTRACT

BACKGROUND: Incidence of anal squamous cell carcinoma (SCC) is increasing, but vaccination against human papillomavirus (HPV) and removal of precancerous anal lesions could prevent new cases. The overall HPV-associated cancer incidence is reported to be higher in rural populations and in counties with lower economic status. We assessed these differences specifically for HPV-associated anal SCC and described the geographic, county-level economic, and sociodemographic variations in incidence rates and trends.

METHODS: We analyzed data from the United States Cancer Statistics to assess age-standardized incidence rates of HPV-associated SCCs among adults ≥18 years from 2001-2019. We calculated rate ratios and 95% confidence intervals to examine differences in incidence rates. We also quantified changes in incidence rates over time using joinpoint regression.

RESULTS: From 2001-2019, 72,421 new cases of HPV-associated anal SCC were diagnosed among women (2.8 per 100,000) and 37,147 among men (1.7 per 100,000). Age-standardized incidence rates were higher in the South compared to other census regions and in counties ranked in the bottom 25% and 25%-75% economically than in the top 25%. The overall incidence rate increased in women but remained stable in men during 2009-2019. Incidence rates increased in adults aged ≥50 years but decreased among those aged 40-44 years from 2001-2019 in women and from 2007-2019 in men.

CONCLUSIONS: There were inequities in HPV-associated anal SCC incidence by geographic and county-level economic characteristics. Failure to improve vaccine and treatment equity may widen existing disparities.

PMID:37851397 | DOI:10.1093/jnci/djad214

Categories
Nevin Manimala Statistics

iLSGRN: Inference of large-Scale Gene Regulatory Networks based on multi-model fusion

Bioinformatics. 2023 Oct 18:btad619. doi: 10.1093/bioinformatics/btad619. Online ahead of print.

ABSTRACT

MOTIVATION: Gene regulatory networks (GRNs) are a way of describing the interaction between genes, which contribute to revealing the different biological mechanisms in the cell. Reconstructing gene regulatory networks based on gene expression data has been a central computational problem in systems biology. However, due to the high dimensionality and nonlinearity of large-scale gene regulatory networks, accurately and efficiently inferring gene regulatory networks is still a challenging task.

RESULTS: In this paper, we propose a new approach, iLSGRN, to reconstruct large-scale GRNs from steady-state and time-series gene expression data based on nonlinear ordinary differential equations (ODEs). Firstly, the regulatory gene recognition algorithm calculates the Maximal Information Coefficient (MIC) between genes and excludes redundant regulatory relationships to achieve dimensionality reduction. Then, the feature fusion algorithm constructs a model leveraging the feature importance derived from XGBoost (eXtreme Gradient Boosting) and RF (Random Forest) models, which can effectively train the nonlinear ODEs model of GRNs and improve the accuracy and stability of the inference algorithm. The extensive experiments on different scale datasets show that our method makes sensible improvement compared with the state-of-the-art methods. Furthermore, we perform cross-validation experiments on the real gene datasets to validate the robustness and effectiveness of the proposed method.

AVAILABILITY AND IMPLEMENTATION: The proposed method is written in the Python language, and is available at: https://github.com/lab319/iLSGRN.

SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

PMID:37851379 | DOI:10.1093/bioinformatics/btad619

Categories
Nevin Manimala Statistics

Prevalence and risks factors of caregiving-related low back pain among caregivers of stroke survivors: a systematic review and meta-analysis

Eur J Phys Rehabil Med. 2023 Oct 18. doi: 10.23736/S1973-9087.23.07970-4. Online ahead of print.

ABSTRACT

INTRODUCTION: Stroke causes disability that makes its survivors depend on caregivers for help. The caregivers offer help during lifting and transferring patients from one place to another. However, such activities result in the caregivers sustaining musculoskeletal injuries such as the low back pain (LBP). The aim of this study was to carry out a systematic review and meta-analysis to determine the prevalence of LBP and its risk factors among these caregivers.

EVIDENCE ACQUISITION: PubMED, Embase, Web of Science (WoS) and CINAHL were searched until January 2023, and cross-sectional studies were included. Data on prevalence of LBP due to caregiving activities and participants’ characteristics such as sex and nature of caregiving were extracted.

EVIDENCE SYNTHESIS: Risks of bias of the included studies were assessed using Agency for healthcare Research and Quality (AHRQ) tool. The data were analyzed using both narrative and quantitative syntheses. In the quantitative synthesis, random effect model meta-analysis of the prevalence and odd of developing LBP between men and women; and between partial and complete caregivers was used. Fives studies (N.=644) were included. The results showed that the prevalence of LBP was 53.9%, with 96% CI from 50.0% to 57.8%. In addition, there was no statistically significant difference in the risk of developing LBP between men and women (OR=1.58, 95% CI=0.27 to 9.27, P=0.61); and between partial and complete caregivers (OR=1.33, 95% CI=0.32 to 5.61, P=0.70).

CONCLUSIONS: About half of caregivers of stroke survivors may experience LBP. Therefore, this should be considered during rehabilitation.

PMID:37851375 | DOI:10.23736/S1973-9087.23.07970-4

Categories
Nevin Manimala Statistics

Association Between Atrial Fibrillation and Diabetes-Related Complications: A Nationwide Cohort Study

Diabetes Care. 2023 Oct 18:dc230931. doi: 10.2337/dc23-0931. Online ahead of print.

ABSTRACT

OBJECTIVE: This study aimed to investigate the associations between concurrent atrial fibrillation and diabetes-related complications among patients with diabetes.

RESEARCH DESIGN AND METHODS: This nationwide observational cohort study used the health checkup database from the Korean National Health Insurance Service. Patients diagnosed with diabetes who underwent health checkups between 2009 and 2012 were investigated. The patients with atrial fibrillation were matched in a 1:5 ratio with those without atrial fibrillation using propensity scores. Study outcomes included macrovascular, microvascular (diabetic retinopathy and diabetic nephropathy), and diabetic foot complications. The risks of clinical outcomes were measured using hazard ratios (HRs) with 95% CIs.

RESULTS: A total of 65,760 patients with diabetes were analyzed (54,800 without atrial fibrillation and 10,960 with atrial fibrillation). After well-balanced propensity score matching, atrial fibrillation was associated with significantly higher risks of macrovascular complications (HR 1.12, 95% CI 1.09-1.16), diabetic nephropathy (HR 1.23, 95% CI 1.16-1.30), and diabetic foot complications (HR 1.13, 95% CI 1.09-1.17) compared with no atrial fibrillation, while the risk of diabetic retinopathy was comparable (HR 0.99, 95% CI 0.96-1.03). Patients with atrial fibrillation had a significantly higher risk of diabetic foot amputation (HR 4.12, 95% CI 1.98-8.56).

CONCLUSIONS: Among patients with diabetes, concurrent atrial fibrillation was associated with increased risks for diabetes-related macrovascular complications, diabetic nephropathy, and diabetic foot. Such patients require holistic management to reduce the risk of adverse outcomes.

PMID:37851370 | DOI:10.2337/dc23-0931

Categories
Nevin Manimala Statistics

Numeric rating scale for pain should be used in an ordinal but not interval manner. A retrospective analysis of 346,892 patient reports of the quality improvement in postoperative pain treatment registry

Pain. 2023 Oct 18. doi: 10.1097/j.pain.0000000000003078. Online ahead of print.

ABSTRACT

To assess postoperative pain intensity in adults, the numeric rating scale (NRS) is used. This scale has shown acceptable psychometric features, although its scale properties need further examination. We aimed to evaluate scale properties of the NRS using an item response theory (IRT) approach. Data from an international postoperative pain registry (QUIPS) was analyzed retrospectively. Overall, 346,892 adult patients (age groups: 18-20 years: 1.6%, 21-30 years: 6.7%, 31-40 years: 8.3%, 41-50 years: 13.2%, 51-60 years: 17.1%, 61-70 years: 17.3%, 71-80 years: 16.4%, 81-90 years: 3.9%, >90: 0.2%) were included. Among the patients, 55.7% are female and 38% had preoperative pain. Three pain items (movement pain, worst pain, least pain) were analyzed using 4 different IRT models: partial credit model (PCM), generalized partial credit model (GPCM), rating scale model (RSM), and graded response model (GRM). Fit indices were compared to decide the best fitting model (lower fit indices indicate a better model fit). Subgroup analyses were done for sex and age groups. After collapsing the highest and the second highest response category, the GRM outperformed other models (lowest Bayesian information criterion) in all subgroups. Overlapping categories were found in category boundary curves for worst and minimum pain and particularly for higher pain ratings. Response category widths differed depending on pain intensity. For female, male, and age groups, similar results were obtained. Response categories on the NRS are ordered but have different widths. The interval scale properties of the NRS should be questioned. In dealing with missing linearity in pain intensity ratings using the NRS, IRT methods may be helpful.

PMID:37851363 | DOI:10.1097/j.pain.0000000000003078

Categories
Nevin Manimala Statistics

The role of CNS tumor location in health-related quality of life outcomes: A systematic review of supratentorial vs infratentorial tumors in childhood survivorship

Appl Neuropsychol Child. 2023 Oct 18:1-20. doi: 10.1080/21622965.2023.2268776. Online ahead of print.

ABSTRACT

Continued advancements in the treatment of pediatric brain tumors have resulted in a growing proportion of children surviving previously incurable diagnoses. However, survivors of pediatric brain tumors show reduced Health-Related Quality of Life (HRQoL) compared to healthy populations and non-CNS childhood cancer survivors. This review systematically evaluates the existing literature on the influence of supratentorial and infratentorial brain tumor locations on Health-Related Quality of Life outcomes in survivors of pediatric brain tumors. Five electronic databases were searched for relevant articles published between their inception and January 2022. A purpose-developed evaluative tool was constructed to assess the quality of eligible studies. 16 of the 5270 identified articles were included in this review (n = 1391). This review found little evidence relating to the impact of brain tumor location on HRQoL, with only one study finding a significant difference between supratentorial and infratentorial tumor survivors. Key limitations of the current evidence include poor statistical reporting, ambiguous construct definitions, and insufficient adjustment for confounds. Findings from this review show that recovery from a pediatric brain tumor extends beyond recovery post-treatment and that further study into the factors influencing survivor HRQoL, including the influence of tumor location, is necessary.

PMID:37851360 | DOI:10.1080/21622965.2023.2268776