A Simple and General Debiased Machine Learning Theorem with Finite Sample Guarantees

Debiased machine learning is a meta algorithm based on bias correction and sample splitting to calculate confidence intervals for functionals, i.e., scalar summaries, of machine learning algorithms. For example, an analyst may desire the confidence interval for a treatment effect estimated with a neural network. We provide a non-asymptotic debiased machine learning theorem that encompasses any global or local functional of any machine learning algorithm that satisfies a few simple, interpretable conditions. Formally, we prove consistency, Gaussian approximation, and semiparametric efficiency by finite sample arguments. The rate of convergence is n−1/2 for global functionals, and it degrades gracefully for local functionals. Our results culminate in a simple set of conditions that an analyst can use to translate modern learning theory rates into traditional statistical inference. The conditions reveal a general double robustness property for ill-posed inverse problems.

Relationship between spiritual intelligence (SI) & job satisfaction (JS) in millennials

In this fast-paced lifestyle with escalating cases of anxiety and depression, millennial are trying to find meaning in life and at work. The presence of high-octane electronic media both in millennial’ personal & professional life is making them more anxious about their career and personal beliefs. There is a belief that a person who exhibits spiritual intelligence is most likely to achieve a sense of job satisfaction in life. Various MNCs are organizing many programs to develop and enhance the employee’s spiritual intelligence. This paper focuses on millennial working in the Defense and IT field with empirical study to analyze the influence of spiritual intelligence on their job satisfaction. Dhamodharan and Ravikumar mention that millennial, born in the period between 1981-1995, witnessed consumerism and technological advancement worldwide. People born in this era were less exposed to traditional religious teaching due to changing social-cultural values; hence they indulge in spirituality to balance their lifestyle to optimize the basic value of life. Emmons mentions that “SI is a blend of internal & external structure: spirituality being an internal structure and intelligence as an external structure to create a new structure which evolves the person with remarkable capacities to practically use their spirituality on their everyday basis.”

Epithelial-to-mesenchymal transition based diagnostic and prognostic signature markers in non-muscle invasive and muscle invasive bladder cancer patients

BACKGROUND

Diagnostic and prognostic significance of epithelial-to-mesenchymal transition (EMT) associated biomarkers are evaluated in a cohort of NMIBC (non-muscle invasive bladder cancer) and MIBC (muscle invasive bladder cancer) patients.

METHODS AND RESULTS

Real-time quantitative polymerase chain reaction (RT-qPCR) and immunohistochemical (IHC) staining were carried out in 100 tumor specimens (59 NMIBC and 41 MIBC). The expressions of the epithelial marker, mesenchymal markers and EMT-activating transcription factors (EMT-ATFs) were determined at transcriptome and protein level followed by their statistical associations with clinicohistopathological variables of the patients. Transcriptomic expression analysis showed statistical relevance of tumor stage with increased Twist and Zeb-1; tumor type with reduced E-cadherin and increased Snail; and smoking/tobacco chewing status (S/TC) of patients with increased N-cadherin and Snail in NMIBC patients. Tumor grade with reduced message E-cadherin, gain of N-cadherin, Snail, Twist and Zeb-1; patients' age with reduced E-cadherin and Twist gain; and tumor type with increased message N-cadherin exhibited associations in MIBC patients. Protein expression analysis identified statistical relevance of tumor grade with nuclear gain of Snail and Twist; and nuclear gain of Slug with S/TC status of NMIBC patients. Novel gain of membranous Vimentin deduced association with patients' age in MIBC patients. Survival analysis identified novel Vimentin as the positive predictor of short progression free survival (PFS) and short overall survival (OS) in MIBC patients. Study established altered EMT profile as the independent negative predictor of short recurrence free survival (RFS) in NMIBC patients and positive predictor of short PFS and OS in MIBC patients.

CONCLUSIONS

EMT associated biomarkers could provide diagnostic and prognostic risk stratification and hence could be of importance in the clinical management of bladder cancer patients.

Polarization of Λ and Λ[over ¯] Hyperons along the Beam Direction in Pb-Pb Collisions at sqrt[s]_{NN}=5.02 TeV

The polarization of the Λ and Λ[over ¯] hyperons along the beam (z) direction, P_{z}, has been measured in Pb-Pb collisions at sqrt[s_{NN}]=5.02  TeV recorded with ALICE at the Large Hadron Collider (LHC). The main contribution to P_{z} comes from elliptic flow-induced vorticity and can be characterized by the second Fourier sine coefficient P_{z,s2}=⟨P_{z}sin(2φ-2Ψ_{2})⟩, where φ is the hyperon azimuthal emission angle and Ψ_{2} is the elliptic flow plane angle. We report the measurement of P_{z,s2} for different collision centralities and in the 30%-50% centrality interval as a function of the hyperon transverse momentum and rapidity. The P_{z,s2} is positive similarly as measured by the STAR Collaboration in Au-Au collisions at sqrt[s_{NN}]=200  GeV, with somewhat smaller amplitude in the semicentral collisions. This is the first experimental evidence of a nonzero hyperon P_{z} in Pb-Pb collisions at the LHC. The comparison of the measured P_{z,s2} with the hydrodynamic model calculations shows sensitivity to the competing contributions from thermal and the recently found shear-induced vorticity, as well as to whether the polarization is acquired at the quark-gluon plasma or the hadronic phase.

Flavonoid content in extract fractions of Morus alba (mulberry) induces apoptosis in A549 human epithelial lung carcinoma cells

Background:

Cancer is one of the leading chronic diseases with a high mortality rate worldwide. Current statistical studies on cancer estimates from the World Health Organization (WHO) in 2020, cancer is the first or second leading cause of death.

Objective:

The current study investigated the phytochemical, antioxidant, and anticancer effect of MeOH extract of Morus alba leaves, superoxide scavenging assay, metal chelating, DPPH, and MTT assay employed.

Methods:

MTT assay was performed on A549 cells and chick embryo fibroblasts were used as the control. DNA fragmentation and real-time assays were performed to check apoptosis and gene expression levels.

Results:

Findings suggest that the MeOH extract of Morus alba exhibited a significant antioxidant activity compared to standard antioxidants. MeOH extract and chloroform fraction exhibited strong selectivity of toxicity toward A549 human lung carcinoma cells without affecting normal cells. The chloroform fraction was found to be most active in the MTT assay against A549 cells while it was less toxic to normal cells. Cells exposed to IC50 concentration for the cytotoxicity study of the chloroform fraction exhibited a breakdown of DNA. Increased expression of p53, Bax, caspase-3 and reduced expression of Bcl-2 gene gave evidence that the chloroform fraction might induce apoptosis.

Conclutions:

It was concluded that the MeOH extract and its fractions of Morus alba leaves possessed the immense potential for tumor treatment. Therefore, it would be necessary to carry out further studies to isolate and identify the active principles responsible for these activities.

Safety, Reactogenicity and Patient Perceptions of COVID-19 Vaccination in Solid Organ Transplant Recipients at a Quaternary Referral Center

Purpose

Solid organ transplant recipients (SOTR) are at high-risk for poor health outcomes following COVID-19. Several studies have evaluated the antibody response to the vaccine amongst SOTR, yet there is a need to better understand peri-vaccination reactogenicity and patient behavior in SOTR. Our study reports the side effects, safety and the patient perceptions of the Pfizer vaccine amongst our center's SOTR.

Methods

In this single-center study, SOTR (heart, kidney, liver, lung, combined) who received the Pfizer (BNT162b2) vaccine in February-March 2021 completed an online survey about their side effects (SE) after the first and second dose of the vaccine, co-morbidities, masking behaviors, breakthrough infection, and perceptions regarding sense of protection and safety after vaccination. Descriptive and logistical regression analyses were performed.

Results

The survey was sent to 550 SOTR, of which 210 SOTR completed it thus far. Median age is 62 years, 154 (72%) are males and 61 (28 %) are females. 81 (39%) experienced SE after both doses. After dose one, 53% patients experienced a SE, the most common being injection site pain (79%). After dose two, 53% patients experienced a SE, including injection site pain (61%) followed by systemic SE (39%). No patient hospitalization after either dose was reported. Within a 6-month period post vaccination, only 1 patient tested positive for COVID-19 after the first dose. Increased age reduced the risk for SE for both first and second doses (0.95 (0.92-0.97, p<0.001 and 0.96 (0.94-0.99), p<0.002). SOTR without diabetes had a significant increase in injection site pain (1.92 (1.05-3.49),p=0.033). For masking behaviors, 83% plan to continue masking in healthcare settings while 10% will no longer mask in any setting. Regarding sense of worry of receiving the vaccine, 66% did not feel worried while 10% felt very worried. After vaccination, 53% felt very protected while 15% did not feel protected at all.

Conclusion

In SOTR who received the Pfizer vaccine, 39% of patients reported side effects after both doses. Injection site pain was most common after first dose and systemic side effects were more after the second dose. The study reinforces the safety profile of the vaccine and SOTR with reactogenicity similar to other studies. Even after vaccination, majority of SOTR plan to wear masks in various settings.

A cross sectional survey on the effect of COVID-19 related restrictions on undergraduate and postgraduate medical education in Qatar

BACKGROUND

COVID-19 pandemic has affected all dimensions of day to day life across the world and medical education was no exception. With this study, we aimed to understand the effect of nationwide restrictions on medical education in Qatar, the models of education adopted during this period and perceptions of participants to the same.

METHODS

We conducted a cross-sectional study utilizing an online questionnaire distributed via convenience sampling between April-October 2020. Study participants were faculty and trainees in governmental undergraduate and postgraduate medical education institutes. Two sets of questionnaires were designed for each group. They were asked a series of questions to assess pre- and post-COVID pandemic educational practices, their preferred teaching methods, and their familiarity with electronic teaching platforms. Faculty respondents were asked about their perceived barriers to delivery of medical education during the pandemic and their agreement on a 5-point Likert scale on specific elements. Trainees were asked a series of multiple-choice questions to characterize their pre- and post-COVID pandemic educational experiences. Both groups were asked open-ended questions to provide qualitative insights into their answers. Data were analysed using STATA software version 12.0.

RESULTS

Majority of trainees (58.5%) responded that the pandemic has adversely affected medical education at both the undergraduate and postgraduate levels. Trainees (58.5%) and faculty (35.7%) reported an increased reliance on e-learning. Trainees preferred face-to-face education, while faculty preferred a combination of models of education delivery (33.5% versus 37.1%, p = 0.38). Although 52.5% of the faculty had no previous experience of delivering education through e-learning modalities, 58.9% however felt confident in using e-learning software.

CONCLUSIONS

Faculty and trainees agree that the COVID-19 pandemic has had a significant impact on the provision of medical education and training in Qatar, with an increased dependence on e-learning. As trainee's prefer face-to-face models of education, we may have to consider restructuring of medical curricula in order to ensure that optimum learning is achieved via e-learning, while at the same time enhancing our use, knowledge and understanding of the e -learning methods. Further research is warranted to assess if these changes have influenced objective educational outcomes like graduation rates or board scores.

Factors mediating Acinetobacter baumannii biofilm formation: Opportunities for developing therapeutics

Acinetobacter baumannii has notably become a superbug due to its mounting risk of infection and escalating rates of antimicrobial resistance, including colistin, the last-resort antibiotic. Its propensity to form biofilm on biotic and abiotic surfaces has contributed to the majority of nosocomial infections. Bacterial cells in biofilms are resistant to antibiotics and host immune response, and pose challenges in treatment. Therefore current scenario urgently requires the development of novel therapeutic strategies for successful treatment outcomes. This article provides a holistic understanding of sequential events and regulatory mechanisms directing A. baumannii biofilm formation. Understanding the key factors functioning and regulating the biofilm machinery of A. baumannii will provide us insight to develop novel approaches to combat A. baumannii infections. Further, the review article deliberates promising strategies for the prevention of biofilm formation on medically relevant substances and potential therapeutic strategies for the eradication of preformed biofilms which can help tackle biofilm-associated A. baumannii infections. Advances in emerging therapeutic opportunities such as phage therapy, nanoparticle therapy and photodynamic therapy are also discussed to comprehend the current scenario and future outlook for the development of successful treatment against biofilm-associated A. baumannii infections.

Clinical correlation and assessment of olfactory dysfunction with n-butanol in COVID-19 patients: our experience

Background: Studies showed olfactory disturbances in COVID patients. This has attracted focus of clinicians as an easy clinical screening tool in suspected population. Material and methods: 70 mild and moderate category COVID-19 RT-PCR positive patients, more than 10 years of age were tested on day of admission for olfaction with serial dilution of n-butanol and asked to grade severity of their olfactory dysfunction according to visual analogue score from 1-10. Results: Fatigue 42 (93.33%), sore throat 37 (82.22%), fever 36 (80%) and dyspnea 23 (51.11%) were the most common symptoms in moderate patients. Diabetes, hypertension and allergy were the three prominent risk factors. At time of admission, n-butanol diagnosed 20 patients having olfactory dysfunction compared to 11 by VAS. Patients tend to grade their dysfunction higher on VAS whereas the n-butanol test classified their olfactory dysfunction lower. Viral load and high CRP were not found to be significantly related with olfactory dysfunction. d-Dimer and LDH levels were found statistically associated with higher grading of olfactory dysfunction detected by n-butanol. Conclusion: The majority of cases developed hyposmia before they were admitted to hospital even before they realized that they were having hyposmia as revealed by n-butanol testing. We should go for objective tests of olfaction.

Measurement of the Groomed Jet Radius and Momentum Splitting Fraction in pp and Pb-Pb Collisions at sqrt[s_{NN}]=5.02 TeV

This article presents groomed jet substructure measurements in pp and Pb-Pb collisions at sqrt[s_{NN}]=5.02  TeV with the ALICE detector. The soft drop grooming algorithm provides access to the hard parton splittings inside a jet by removing soft wide-angle radiation. We report the groomed jet momentum splitting fraction, z_{g}, and the (scaled) groomed jet radius, θ_{g}. Charged-particle jets are reconstructed at midrapidity using the anti-k_{T} algorithm with resolution parameters R=0.2 and R=0.4. In heavy-ion collisions, the large underlying event poses a challenge for the reconstruction of groomed jet observables, since fluctuations in the background can cause groomed parton splittings to be misidentified. By using strong grooming conditions to reduce this background, we report these observables fully corrected for detector effects and background fluctuations for the first time. A narrowing of the θ_{g} distribution in Pb-Pb collisions compared to pp collisions is seen, which provides direct evidence of the modification of the angular structure of jets in the quark-gluon plasma. No significant modification of the z_{g} distribution in Pb-Pb collisions compared to pp collisions is observed. These results are compared with a variety of theoretical models of jet quenching, and provide constraints on jet energy-loss mechanisms and coherence effects in the quark-gluon plasma.

Validation and Diagnostic Accuracy of Hindi Restless Legs Syndrome (RLS-H) Screening Tool

Background  Restless legs syndrome (RLS), a prevalent and treatable entity, has high impact on quality of life, requiring a better screening tool for its early detection. Thus, present study aimed to derive a Hindi RLS (RLS-H) screening tool for its use in Indian population.

Materials and Methods  RLS-H screening tool, derived by translating first four criteria of 2012 revised International Restless Legs Syndrome Study Group (IRLSSG) diagnostic criteria in Hindi and was validated in 50 RLS and 50 non-RLS patients. This validated RLS-H tool was used to screen 1,066 patients attending neurology clinic for assessing its diagnostic accuracy. Internal consistency, discriminatory validity, and various diagnostic yields were calculated. IRLSSG was used as gold standard for final diagnosis of RLS.

Results  RLS-H screening tool had an internal consistency of 0.910. No correlation was found between RLS-H screening tool and Epworth sleepiness scale, Pittsburgh sleep quality index, or International Restless Legs Syndrome Study Group rating scale indicating satisfactory discriminant validity. Prevalence of RLS was 13.6%. The question (Q)1 had highest sensitivity (97.9%) and Q4 had highest specificity (92.66%). Thus, its combinations (Q1 + Q4) along with addition of Q2 or Q3 were compared for best combination of diagnostic accuracy. A minimum cutoff value of RLS-H screening tool was 2.5 for considering patients requiring detailed RLS evaluation.

Conclusion  RLS-H screening tool can be used as a screening tool for early detection of RLS among susceptible patients. Patients answering “yes” to more than two questions (cutoff = 2.5) or “yes” to Q1 and Q4 should be interviewed and assessed for RLS.

164 Testicular Torsion: A Race to Beat the Golden Hours

Introduction

Testicular torsion is a condition requiring immediate attention and the golden time period for its management is 6 hours at which rate of salvageability of the testes is 90 percent (NICE). This decreases considerably with passing time. Imaging has minimal value.

Method

The electronic data of 36 patients from June 2020 to May 2021 were reviewed and analysed. Majority of patients were between the age of 11–20 i.e., 21. We analysed the mode of admission of these patients, the time between the A&E triage and surgical clerking and A&E triage and induction of anaesthesia.

Results

Majority (70 percent) patients were admitted through Emergency A&E. The time between the A&E triage and surgical clerking was less than 30 minutes for 10 patients while 11 patients had no proper documentation of time. The time between the A&E triage and the induction of anaesthesia was less than 6 hours in 23 patients, and more than 6 hours for 7 of them. 14 underwent Scrotal Exploration and Bilateral orchidopexy and 13 orchidectomies. Out of 13 orchidectomies, 6 had crossed the golden time period at the time of induction. Out of 10 patients booked for USS testis, 8 underwent Orchidectomy and 6 had crossed the golden hour (6 Hours).

Conclusions

Early presentation, diagnosis and exploration of testicular torsion improves the salvable rate of testes. 6 patients who underwent USS testis passed the golden timeframe which shows that there is a scope for faster and appropriate management of testicular torsion.

Pharmacokinetic Study of Withanosides and Withanolides from Withania somnifera Using Ultra-High Performance Liquid Chromatography-Tandem Mass Spectrometry (UHPLC-MS/MS)

Withania somnifera is a traditional Indian herb described under the 'Rasayana' class in Ayurveda, which gained immense popularity as a dietary supplement in the USA, Europe, Asia, and the Indian domestic market. Despite enormous research on the pharmacological effect of withanosides and withanolides, bioanalytical method development and pharmacokinetics remained challenging and unexplored for these constituents due to isomeric and isobaric characteristics. In current research work, molecular descriptors, pharmacokinetic, and toxicity prediction (ADMET) of these constituents were performed using Molinspiration and admetSAR tools. A rapid, selective, and reproducible bioanalytical method was developed and validated for seven withanosides and withanolides as per USFDA/EMA guidelines, further applied to determine pharmacokinetic parameters of Withania somnifera root extract (WSE) constituents in male Sprague Dawley rats at a dose of 500 mg/kg. Additionally, an ex vivo permeability study was carried out to explore the absorption pattern of withanosides and withanolides from the intestinal lumen. In silico, ADMET revealed oral bioavailability of withanosides and withanolides following Lipinski's rules of five with significant absorption from the gastrointestinal tract and the ability to cross the blood-brain barrier. Upon oral administration of WSE, Cmax was found to be 13.833 ± 3.727, 124.415 ± 64.932, 57.536 ± 7.523, and 7.283 ± 3.341 ng/mL for withanoside IV, withaferin A, 12-Deoxy-withastramonolide, and withanolide A, respectively, with Tmax of 0.750 ± 0.000, 0.250 ± 0.000, 0.291 ± 0.102, and 0.333 ± 0.129 h. Moreover, at a given dose, withanoside V, withanolide B, and withanone were detected in plasma; however, the concentration of these constituents was found below LLOQ. Thus, these four major withanoside and withanolides were quantified in plasma supported by ex vivo permeation data exhibiting a time-dependent absorption of withanosides and withanolides across the intestinal barrier. These composite findings provide insights to design a clinical trial of WSE as a potent nutraceutical.

Sarcopenia is highly prevalent in children with autoimmune liver diseases and is linked to visceral fat and parent-perceived general health

BACKGROUND

Patients with autoimmune hepatitis (AIH) and primary or autoimmune sclerosing cholangitis are at nutritional risk; their body composition and has not been extensively studied. We aimed to describe their body composition and identify clinical links.

METHODS

Using magnetic resonance imaging (MRI), two reviewers segmented total psoas muscle area (tPMSA), visceral fat area (VFA) and subcutaneous fat area (mm² ) and measured visceral and subcutaneous thickness (mm). Clinical, laboratory and quality of life (QoL; using PedsQL) data were collected. Sarcopenia was defined as tPMSA ≤5th percentile. Analysis of variance, Wilcoxon rank test and multivariable modelling were performed. A paediatric cohort with non-alcoholic fatty liver disease (NAFLD) was used as a comparator following propensity score matching.

RESULTS

Fifty-eight patients with autoimmune liver disease (AILD) (33 [57%] with AIH) were included: median age 16 years (interquartile range [IQR]: 13-18), 33 (57%) male. Median time from diagnosis to MRI was 15 months (IQR: 2-39 months). Two patients (3%) had a BMIz indicative of mild malnutrition. tPMSA was measurable in 52 subjects (90%). Of those, 25 (48%) had sarcopenia. Sarcopenic patients had a lower blood urea nitrogen compared to non-sarcopenic (median [IQR]: 9.5 [8.0, 12.0] vs 11 [10, 14] mg/dL; P = .023). There was no difference in corticosteroid use between groups. The VFA of sarcopenic patients was higher (3156 [2064, 7492]) vs 2084 [688, 3092]) mm² ; P = .005). Patient-reported QoL negatively associated with VFA and general health negatively associated with VFA. Compared with NAFLD, the odds ratio for sarcopenia with AILD was 14.5 (95% confidence interval: 2.3-90.7).

CONCLUSION

In autoimmune liver diseases, sarcopenia is highly prevalent, associated with increased visceral fat and QoL.

Effect of physiological status and parity on metabolic and trace element profile of crossbred Rambouillet sheep of Himalayan region

The study was designed to evaluate the effect of physiological status and parity on metabolic profile in crossbred Rambouillet ewes of the Himalayan region. The study was conducted on 20 ewes divided into two groups, primiparous (PP) and multiparous (MP), with 10 ewes in each group. Blood samples were collected on 4- and 1-week pre-lambing and 1- and 4-week post-lambing to measure metabolic parameters and minerals. The glucose (p < 0.01), total plasma protein (TPP) (p < 0.05), albumin (p < 0.05), blood urea nitrogen (BUN) (p < 0.05), cholesterol (p < 0.05), triglyceride (p < 0.01), high-density lipoprotein cholesterol (HDL-C) (p < 0.05), calcium (Ca) (p < 0.01), phosphorus (Pi) (p < 0.05), magnesium (Mg) (p < 0.01), copper (Cu) (p < 0.05), and zinc (Zn) (p < 0.01) levels revealed significant change along the time with the concentration decreasing from 3-week pre-lambing to immediate post-lambing; thereafter, levels increased steadily. Significant increase (p < 0.01) was observed in non-esterified fatty acid (NEFA), aspartate aminotransferase (AST), gamma-glutamyl transferase (GGT), iron (Fe) (p < 0.05), and bilirubin (p < 0.05) concentrations along the sampling time. No group difference was observed in any of the parameters; however, parity and time interaction was observed in glucose, NEFA, GGT, Ca, and Pi. While NEFA levels were significantly high in pre-lambing in PP ewes compared to MP ewes, the post-lambing levels were significantly high in MP ewes. Pre-lambing levels of GGT were at par between the two groups; however, post-lambing levels were significantly high in MP ewes. Glucose, Ca, and Pi were low during pre-lambing in PP ewes and post-lambing in MP ewes. The result showed that ewes show a significant change in metabolic profile and trace minerals during late gestation and immediate postpartum; however, these changes were more pronounced during late gestation in primiparous and post-lambing in multiparous.