Diseases Commons^™

Metarnn: Differentiating Rare Pathogenic And Rare Benign Missense Snvs And Indels Using Deep Learning, Fang Li, Zenan Sun, Ahmed Abdelhameed, Tiehang Duan, Laila Rasmy, Xinyue Hu, Jianping He, Yifang Dang, Jingna Feng, Jianfu Li, Yichen Wang, Tianchen Lyu, Naomi Braun, Si Pham, Michael Gharacholou, Delisa Fairweather, Degui Zhi, Jiang Bian, Cui Tao

Faculty, Staff and Student Publications

BACKGROUND: Effective management of dual antiplatelet therapy (DAPT) following drug-eluting stent (DES) implantation is crucial for preventing adverse events. Traditional prognostic tools, such as rule-based methods or Cox regression, despite their widespread use and ease, tend to yield moderate predictive accuracy within predetermined timeframes. This study introduces a new contrastive learning-based approach to enhance prediction efficacy over multiple time intervals.

METHODS: We utilized retrospective, real-world data from the OneFlorida + Clinical Research Consortium. Our study focused on two primary endpoints: ischemic and bleeding events, with prediction windows of 1, 2, 3, 6, and 12 months post-DES implantation. Our approach first …

Salmonella Detection In Food Using A Hek-Htlr5 Reported Cell-Based Sensor, Esma Eser, Victoria A. Felton, Rishi Drolia, Arun K. Bhunia

Biological Sciences Faculty Publications

The development of a rapid, sensitive, specific method for detecting foodborne pathogens is paramount for supplying safe food to enhance public health safety. Despite the significant improvement in pathogen detection methods, key issues are still associated with rapid methods, such as distinguishing living cells from dead, the pathogenic potential or health risk of the analyte at the time of consumption, the detection limit, and the sample-to-result. Mammalian cell-based assays analyze pathogens’ interaction with host cells and are responsive only to live pathogens or active toxins. In this study, a human embryonic kidney (HEK293) cell line expressing Toll-Like Receptor 5 (TLR-5) …

Hypoxia-Adenosine Axis As Therapeutic Targets For Acute Respiratory Distress Syndrome, Katherine Figarella, Jieun Kim, Wei Ruan, Tingting Mills, Holger Klaus Eltzschig, Xiaoyi Yuan

Faculty, Staff and Student Publications

The human respiratory and circulatory systems collaborate intricately to ensure oxygen delivery to all cells, which is vital for ATP production and maintaining physiological functions and structures. During limited oxygen availability, hypoxia-inducible factors (HIFs) are stabilized and play a fundamental role in maintaining cellular processes for hypoxia adaptation. First discovered during investigations of erythropoietin production regulation, HIFs influence physiological and pathological processes, including development, inflammation, wound healing, and cancer. HIFs promote extracellular adenosine signaling by enhancing adenosine generation and receptor signaling, representing an endogenous feedback mechanism that curbs excessive inflammation, supports injury resolution, and enhances hypoxia tolerance. This is especially …

Development And Initial Validation Of A Hospital Stress Questionnaire, Daniel M Ford, Rebecca Lawton, Elizabeth Travis, Elizabeth A Teale, Daryl B O'Connor

Faculty, Staff and Student Publications

BACKGROUND: Hospitalisation can be a traumatic experience, where inpatients are exposed to an abundance of physical and psychological stressors. Evidence suggests that these hospital-related stressors negatively impact health: a phenomenon known as post-hospital syndrome. The current study aimed to identify hospital-related stressors, and to develop and provide initial validation for a new measure of in-hospital stress.

METHODS: Measure development occurred in three stages: (i) semi-structured interviews, (ii) item generation, and (iii) pilot testing. Twenty-one patients were interviewed regarding their recent hospital experiences, and a list of hospital-related stressors was produced. These stressors were compiled into a questionnaire and piloted on …

Carbimazole-Associated Pancreatitis: Report From Western India, Vyankatesh Shivane, Nihar Mehta, Ajay Jhaveri, Saba Samad Memon

Faculty, Staff and Student Publications

Pancreatitis is a very rare complication of methimazole and carbimazole therapy. We describe a case of possible carbimazole-associated pancreatitis. A 41-year-old Asian man (with no comorbidities) reported to the hospital with atrial fibrillation and a fast ventricular rate. He was diagnosed with hyperthyroidism due to Graves disease. His rhythm was reverted with amiodarone, and carbimazole was initiated at 15 mg daily for the medical management of Graves disease. Fifteen days later, he presented with acute severe abdominal pain and vomiting with elevated serum amylase 387 U/L (reference range, 28-100 U/L) and lipase levels 206 U/L (reference range, 13-60 U/L). Magnetic …

The Impact Of Covid-19 Pandemic On Global Neurosurgery Collaborations., Alvan Emeka Ukachukwu, Nancy Abu Bonsrah, Andreas Seas, Zoey Petitt, Romaric Waguia Kouam, Samantha Ramos, Alyssa Edwards, Di Deng, Michael Haglund, Mahmood Qureshi

General Surgery, East Africa

No abstract provided.

Successful Management Of Spontaneous Unilateral Twin Ectopic Pregnancy With Two-Step Dose Of Methotrexate, Lauren A. Forbes, Navya Nuthivana, Renee Morales

Department of Obstetrics & Gynecology Faculty Publications

The incidence of unilateral tubal twin pregnancy is 1/20,000–1/250,000 with about 100 reported cases. Four of the six cases that were medically managed were successful. A 24-year-old female presented to the emergency department (ED) with vaginal bleeding and abdominal cramping. She was hemodynamically stable without signs of an acute abdomen. Laboratory evaluation revealed she was pregnant with a serum beta-human chorionic gonadotropin (b-hCG) of 798 mIU/mL. Transvaginal ultrasound (TVUS) revealed a single left tubal pregnancy with a yolk sac. The patient elected medical management with body surface area (BSA)–based intramuscular (IM) methotrexate (MTX). On Day 4, the patient returned to …

Alopecia As An Early Clinical Marker For Azathioprine Induced Myelosuppression: A Case Report, Nilanjana Dutta , Final Year Mbbs, Dr. M Suresh Babu , Professor, Dr. Subramanian Ramaswamy , Professor, Dr. Mahabaleshwar Mamadapur , Assistant Professor

Digital Journal of Clinical Medicine

Azathioprine is a pro-drug and is metabolized by the TPMT enzyme in the body. In South Asians, Azathioprine is known to cause alopecia and bone marrow suppression in patients with TPMT enzyme deficiency. In India, the prevalence of TPMT mutation varies from 1.2- 10%. A new mutation was detected in 2014, NUDT15 whose incidence varies from 8.5-16%. Patients with mutation in both TPMT and NUDT15 develop myelosuppression faster. In our case, alopecia manifested as the first clinical feature of Azathioprine myelosuppression. Physicians need to recognize early clinical clues (alopecia) to avoid the impending development of myelosuppression and to look for …

Management Of Extracranial Schwannomas In Head And Neck Region - An Observational Study, Sambit Shubham Behera, Krishna Arpita Sahoo, Chinmaya Sundar Ray, Shreyas V, Nandigam Nithin Kumar

Digital Journal of Clinical Medicine

ABSTRACT

Background: Schwannomas, benign tumors arising from Schwann cells, often manifest as slow-growing lesions in the peripheral nerve sheath. While typically asymptomatic, they can affect cranial and peripheral nerves. Surgical excision is the primary treatment, but preserving nerve function poses challenges.

Methods: This retrospective study analyzed 12 cases of benign head and neck schwannomas diagnosed at Department of ENT, SCB Medical College, Orissa, India between 2021 and 2023. Data encompassed patient demographics, tumor characteristics, diagnostic methods, surgical approaches, histopathology, and follow-up outcomes. Pre-operative investigations included Fine Needle Aspiration Cytology, Ultrasonography, and imaging.

Results: Predominantly middle-aged and male patients presented with …

To Compare The Efficacy Of Oral Deflazacort, Oral Prednisolone And Inhaled Budesonide In The Treatment Of Salbutamol Refractory Acute Asthma In Children, Santosh Kondekar, Unmesh Dev M, Surbhi Rathi, Gulrej N. Shaikh

Digital Journal of Clinical Medicine

Abstract

Background: A 22-month open-label randomized comparative study was conducted at tertiary care centre attached to medical college in metropolitan city in Maharashtra from Dec 2011 to Oct 2013, aiming to compare the effectiveness of three corticosteroid treatments - oral deflazacort, oral prednisolone, and inhaled budesonide in managing salbutamol-refractory asthma in children aged 1-14 years.

Methods: 90 afebrile children were equally allocated to the different treatment arms. Treatment arm A received oral Deflazacort (1mg/kg/day alternate day), treatment arm B received oral prednisolone (1mg/kg/day), and treatment arm C received budesonide inhaler (100 mcg/puff twice a day) for seven days, along with …

A Real World Study Of Adherence To Insulin In Diabetic Humans-Stadium Study, Dipsanker Chatterjee, Subham Das

Digital Journal of Clinical Medicine

Background:

With an ever-increasing prevalence of diabetes, lack of adherence to insulin treatment in even a small percentage of patients is a major issue and can lead to significant burden on the healthcare system. This survey analysis seeks to investigate the insulin adherence patterns to identify the factors associated with medication adherence.

Methodology:

The current cross-sectional survey was conducted among diabetes patients on insulin treatment. A list of questions about insulin adherence was provided to the participants in the study and the responses were recorded. The data was analysed using Graph Pad Prism.

Results:

Around 23.2 and 18.6 % of …

Internet Addiction: A Growing Threat: A Cross-Sectional Among The Undergraduate Medical Students Of Tertiary Care Hospital, Mysuru, Rakesh M, Diksha Goswami, Sunil Kumar D, Shwethashree M

Digital Journal of Clinical Medicine

Background: The internet has quickly become a part of our lives, impacting every part of our existence. Its use has expanded beyond simply being a communication tool and a source of information. The objective of the study is to assess the prevalence of Internet addiction among the Undergraduate medical students of Mysuru.

Methods: This cross-sectional study was conducted among 255 medical students of a Tertiary care Hospital, Mysuru for three months from September 1^st to November 30^th,2023. Data was collected using a semi-structured questionnaire. The semi-structured questionnaire covered details of demographic data and twenty questions of the …

Placenta Accreta Spectrum Disorder As First Trimester Pregnancy Termination Complication; Case Series, Sindhu Kumari, Poornima M

Digital Journal of Clinical Medicine

Placenta Accreta Spectrum (PAS) disorder is rare (2% according to ACOG) condition of pregnancy when the placenta grows deeply into myometrium. This leads to failure of placenta to separate normally from myometrium after delivery and leads to massive hemorrhage. The PAS is classified as PA (Placenta Accreta), PI (Placenta Increta) and PP ( Placenta Percreta), on basis of depth of trophoblastic invasion. Increase in no. of cesarean sections, increasing the incidence of PAS. Cesarean scar on uterus promotes placental tissue to invade deeply in subsequent pregnancy. Antenatal scanning and color imaging can detect PAS, at a very early stage. Here …

Gender Equality– A Sustainable Development Goal In Progress At A Medical College And Hospital In South India, Mr. Manoj S M, Kusuma Kasapura Shivashankar, Suma M. Natraj, Praveen Kulkarni

Digital Journal of Clinical Medicine

Background: Gender Equality is one of the most important SDG and attaining it will ensure a peaceful, prosperous and a balanced world with equal opportunities for both women and men. The Indian scenario in the field of women education has changed with mindset of most parents undergoing a paradigm shift and many girls are encouraged to attend schools, colleges and women are allowed to work. Considering the above shift, our study intended to find out if the same was true and SDG-5, Gender Equality was attained or in progress at our medical college and hospital and hence the study.

Methods: …

The Balm Framework Of Clinical Excellence: An Adoptable Model For Sub-Saharan Africa., Taoreed Adegoke Azeez

Digital Journal of Clinical Medicine

Clinical excellence is the ability to provide rigorous, evidence-based, and rewarding care to the right patients. The BALM (brilliance, attitude, leadership, and materials) framework is a novel model for adjudicating clinical excellence. There are a few models and frameworks for evaluating clinical excellence, but each has its flaws and does not consider the peculiarities of economically-challenged regions such as sub-Saharan Africa. Coincidentally, such low-resource areas have an urgent need for a framework to assess clinical excellence because of their low health-related indices. The five-step mode of professional excellence is a well-recognised tool and was the model upon which the BALM …

Alkaptonuria Presenting With Back Pain: A Diagnostic Dilemma, Arnav Salar, Dyuksha Arora, Mahabaleshwar Mamadapur

Digital Journal of Clinical Medicine

Alkaptonuria is a rare inborn error of metabolism due to a deficiency of homogentisate 1,2 dioxygenase, resulting in homogentisic acid accumulation in tissues. It is characterised by homogentisic aciduria, ochronosis, and arthritis. We hereby discuss a 46-year-old male who presented with progressive lower back pain and polyarthralgia for ten years, initially diagnosed as ankylosing spondylitis. Characteristic skin pigmentation, ochronosis, and radiological findings led to the correct diagnosis of alkaptonuria. This case highlights the importance of considering alkaptonuria as a differential diagnosis for chronic back pain and arthritis, mainly when sacroiliac joints are spared, and ochronosis is present. While no cure …

Knowledge, Attitudes, And Practices Among Health Care Professionals In A Tertiary Care Teaching Hospital, Mysuru, Rakesh M, Dr Sunil Kumar D, Dr Shwethashree M, Kodeeswaran M, Aradhya M. Gowda

Digital Journal of Clinical Medicine

ABSTRACT

Background: Biomedical waste (BMW) refers to waste generated during the diagnosis, treatment, or immunization of humans or animals, posing risks to health and the environment if not managed properly. Proper knowledge, attitudes, and practices (KAP) among healthcare professionals are essential for effective BMW management. This study assessed the KAP of healthcare workers regarding BMW in a tertiary care teaching hospital.

Methods: A cross-sectional study was conducted among 149 healthcare professionals at a private medical college from April 10 to May 10, 2023. Participants were selected using simple random sampling, including consultants, postgraduates, interns, nursing staff, laboratory technicians, and housekeeping …

Psychiatric Morbidity In Perinatal Women And Its Outcome In A Tertiary Care Hospital, Lakshmi Velayudam, Prathap Talwar, Kishor M, Harshitha Padmanabha

Digital Journal of Clinical Medicine

Background: Pregnancy and postpartum are a period of vulnerability in a women’s life for developing mental health problems. Perinatal psychiatric illness has various adverse outcome on maternal, neonatal and child health.

Objective: To study the prevalence of psychiatric disorders and its outcome among women in the perinatal period.

Method: It is a prospective study conducted at a tertiary care hospital where antenatal and postnatal women were screened for psychiatric disorder using patient health questionnaire-9 (PHQ-9) and Edinburgh Post Natal Depression Scale (EPDS) respectively. Total of 140 women diagnosed with psychiatric disorder were followed up for a year and outcome …

Exploring The Elective Experience: A Review Of The "Adult Psychiatry" Elective At A Medical College, Dyuksha Arora, Kishor M

Digital Journal of Clinical Medicine

This review delves into the motivations, experiences, and perceived advantages and disadvantages of undertaking the 'Adult Psychiatry' as an elective at JSS Medical College. Experiences from four students, two from the 2019 batch and two from the 2020 batch, provide a comprehensive overview of their elective.

A Rare Case Of Early Onset Vitamin B6 Dependent Epilepsy, Rohit Thorat, Qudsiya Ansari, Kailas Randad, Vinaya Singh, Akash Sarkate

Digital Journal of Clinical Medicine

Pyridoxine dependent epilepsy (PDE) is a rare seizure disorder which manifests in neonatal period, but can be manifested in early infancy also. Seizures are seen in the first month of life in the classical form, but in the atypical form they don't show up until later in life, sometimes as late as three years old. It has an autosomal recessive inheritance caused by mutation in ALDH7A1 gene, causing deficiency of alpha-aminoadepic semialdehyde dehydrogenase commonly known as antiquitin (ATQ). Its deficiency leads to accumulation of metabolites, which causes deficiency of functional form of pyridoxine. The seizures are non-responding to antiepileptic medications, …

Clozapine And Modified Electroconvulsive Therapy (M-Ect) In Treatment Resistant Schizophrenia (Trs) – A Case Report, Kareena Arora, Kishor M, Murali M R, Suhas K Mr

Digital Journal of Clinical Medicine

Schizophrenia is psychiatric disorder affecting less than 1% of population that can be devastating, characterized by positive, negative and cognitive symptoms. This can lead to significant functional impairment. Despite intensive and ongoing research, outcomes from best-practice treatment are often suboptimal. Unfortunately, not all the patients respond to antipsychotic medications. Overall estimates suggest that one-fifth to one-half of patients have treatment resistant schizophrenia (TRS).

TRS include failure sequential trial of two different antipsychotics with sufficient dose, duration and adherence as a minimum criterion. TRS represents major clinical challenge.

Clozapine is the only drug approved for TRS as it is the drug …

Osteochondroma At Unusual Location Causing Deformity (Metacarpal): A Rare Case Report, Pranshu S. Panwar, Prakash M, Purushothama Sastry, Gurumurthy B, Punith N, Ravi H. S

Digital Journal of Clinical Medicine

INTRODUCTION: Osteochondroma is benign tumors of bone which usually occurs in long bones. Common locations proximal tibia, distal femur and proximal humerus. Metacarpals are rarely affected.

Case Report: Patient, 10 years old/boy came to JSS hospital with complaint of swelling and deformity over left hand for 2 years. After relevant clinical examination and radiological investigation, patient was diagnosed with synostoses of 5^th metacarpal with 4^th metacarpal. Patient was taken up deformity correction and intra-op patient was diagnosed as exostoses of 5^th metacarpal. Post-op radiograph was taken. After 1-month ex-fix was removed. After 4 months follow up, deformity …

Internet Gaming Disorders Amongst Medical Undergraduates In Tamil Nadu, India - A Cross Sectional Study, Rejee Sneha Ebanezer, Sumedha K, Murugan V

Digital Journal of Clinical Medicine

Abstract

Background: Internet Gaming Disorder (IGD) or internet-related gaming addictions are characterized by severely impaired control over gaming affecting routine activities, followed by several psychological, physical and social issues. Budding medical undergraduates who are future health professionals might have positive effects on their studies and career goals when saved from internet gaming addictions. Hence, this study aimed to identify the proportion of medical undergraduate students and interns with internet gaming disorders studying in a private medical college and tertiary care hospital.

Setting: A tertiary care Hospital and Medical College, Tamil Nadu, India

Study design: Cross – sectional study.

Participants: Medical …

High Stakes And Hidden Risks: A Case Series On Pathological Gambling In Context With Affective Disorders And Substance Abuse, Avni Gupta, Namita Deka, Mahesh Kumar

Digital Journal of Clinical Medicine

Background: Pathological gambling is a non–substance-related addictive disorder, characterized by persistent preoccupation with gambling, impaired control, and continuation despite negative consequences. It is associated with financial losses, social and occupational dysfunction, and psychiatric comorbidities, including affective and substance use disorders. Although international prevalence estimates range from 1–2%, research in India remains limited, particularly with the rise of online gambling.

Methods: We report a case series of three individuals presenting to a tertiary-care psychiatry outpatient department with pathological gambling. Clinical assessments included detailed psychiatric evaluation, mental status examination, and psychometric assessments using the Hamilton Anxiety Rating Scale (HAM-A), Beck Depression Inventory …

Chronobiology Of Meal Timing In Early-Stage Hypertension: Effects On Renal And Vascular Function, Natalie J. Bohmke

Theses and Dissertations

Introduction: Previous research determined that a Western-style meal acts as a stressor to the kidney and contributed to impaired blood pressure and vascular function. Despite an understanding of acute postprandial physiology in humans, studies have not investigated the impact of the time of day of meal consumption on physiology. Methods: Ten participants with elevated or stage-one hypertension underwent a randomized crossover trial with a controlled feeding intervention of a Western-style meal in the morning or the evening. Participants completed a run-in day to standardize diet followed by the experimental day. On day 2, participants completed ambulatory blood pressure, core temperature, …

Established Colonization Of Sneathia Vaginalis In A Mouse Model, Kailyn E. Turcios-Gonzalez

Theses and Dissertations

Sneathia vaginalis (Sv) is a gram-negative anaerobic bacterium associated with adverse reproductive outcomes. Sv can traverse the fetal membrane and damage epithelial cells in vitro by producing a pore-forming cytotoxin, cytopathogenic toxin A (CptA). To further understand the transition of Sv from normal flora to a pathogen, an animal in vivo model needs to be created to observe the preliminary ascending infection before we begin to study the effects on pregnancy. Experimentation was conducted to optimize mouse breed, bacteria administration methods, and other variables that arise when working in vivo. The C57BL/6 mouse strain displayed the most consistent …

Dual Suppression Of Glossina Pallidipes Using Entomopathogenic Fungal-Based Biopesticides And Sterile Insect Technique, Fidelis L.O. Ombura, Adly M.M. Abd-Alla, Komivi S. Akutse, Steven Runo, Paul O. Mireji, Rosemary Bateta, Joseck E. Otiwi, Inusa J. Ajene, Fathiya M. Khamis

All Peer-Reviewed Publications

Tsetse flies and trypanosomosis significantly impact bovine production and human health in sub-Saharan Africa, exacerbating underdevelopment, malnutrition, and poverty. Despite various control strategies, long-term success has been limited. This study evaluates the combined use of entomopathogenic fungi (EPF) and the sterile insect technique (SIT) to combat tsetse flies. Eleven EPF isolates were tested against teneral males of Glossina pallidipes, focusing on mortality rates, radial growth, and impacts on fly fitness. Temperature effects on conidial growth, sporulation, and spore yield of SIT-compatible/tolerant strains were also assessed. The fungal isolates significantly influenced mortality rates in both unirradiated and irradiated (SIT-treated) males (p <  0.0001). Metarhizium anisopliae strains ICIPE 20, ICIPE 32, ICIPE 41, ICIPE 62, ICIPE 78, and Beauveria bassiana ICIPE 603 showed higher SIT compatibility/tolerance with LT50 values of 11–30 days, compared to other more virulent isolates with LT50 values of 4–9 days. Temperature significantly affected the radial growth of SIT-compatible EPF strains (p <  0.0001), with M. anisopliae ICIPE 78 exhibiting the fastest conidia growth at 25°C. Spore yield varied significantly across temperatures (15–40°C), and the thermal range for conidia germination of SIT-compatible strains was 8.1–45.4°C, with an optimal range of 26.7–31.1°C. Moreover, infected unirradiated females and irradiated males (donors) successfully transmitted conidia to untreated flies (receivers) without significant differences in survival rates (p = 0.6438) and no observed sex dimorphism. Our findings highlight the potential of combining EPF and SIT as a novel dual approach that could effectively and synergistically suppress tsetse fly populations.

Tissue-Specific Localization Of Tick-Borne Pathogens In Ticks Collected From Camels In Kenya: Insights Into Vector Competence, Rua Khogali, Armanda Bastos, Joel L. Bargul, Dennis Getange, James Kabii, Daniel Masiga, Jandouwe Villinger

All Peer-Reviewed Publications

Background: Tick-borne pathogen (TBP) surveillance studies often use whole-tick homogenates when inferring tick-pathogen associations. However, localized TBP infections within tick tissues (saliva, hemolymph, salivary glands, and midgut) can inform pathogen transmission mechanisms and are key to disentangling pathogen detection from vector competence. Methods: We screened 278 camel blood samples and 504 tick tissue samples derived from 126 camel ticks sampled in two Kenyan counties (Laikipia and Marsabit) for Anaplasma, Ehrlichia, Coxiella, Rickettsia, Theileria, and Babesia by PCR-HRM analysis. Results: Candidatus Anaplasma camelii infections were common in camels (91%), but absent in all samples from Rhipicephalus pulchellus, Amblyomma gemma, Hyalomma dromedarii, …

A Comparative In Vitro Investigation Of Rainbow Trout Vig-3 And Human Isg15, Kristof Jenik, Sarah J. Poynter, Shanee Herrington-Krause, Kayla Samms, Nichole Sanchez Diaz, Stephanie J. Dewitte-Orr, Tania Rodriguez-Ramos, Brian Dixon, Adebisi Sanyaolu, Tamiru Alkie, Bryce M. Warner, Nikesh Tailor, Shawna Semple

Theses and Dissertations (Comprehensive)

The aquaculture industry is a big part of the global economy, supplying food and supporting many livelihoods, yet it faces formidable challenges from diverse aquatic pathogens, especially viruses. Effective antiviral treatments are lacking for both humans and economically significant farmed fish like rainbow trout (Oncorhynchus mykiss). When viruses invade host cells, pattern recognition receptors detect viral components, initiating intracellular signaling and type I interferon (IFN-I) production. IFN-I triggers interferon-stimulated genes (ISGs) that establish an antiviral state in infected and nearby cells, curbing viral spread. In rainbow trout, a particularly understudied ISG is viral hemorrhagic septicemia virus (VHSV)-induced gene 3 (vig-3), …

Enhancing Heart Disease Prediction With Reinforcement Learning And Data Augmentation, Gayathri R., Sangeetha S. K. B., Sandeep Kumar Mathivanan, Hariharan Rajadurai, Benjula Anbu Malar Mb, Saurav Mallik, Hong Qin

Computer Science Faculty Publications

The study presents a novel method to improve the prediction accuracy of cardiac disease by combining data augmentation techniques with reinforcement learning. The complex nature of cardiac data frequently presents challenges for traditional machine learning models, which results in subpar performance. In response, our fusion methodology improves predictive capabilities by augmenting data and utilizing reinforcement learning's skill at sequential decision-making. Our method predicts cardiac disease with an astounding 94 % accuracy rate, which is an outstanding result. This significant improvement outperforms existing techniques and shows a deeper comprehension of intricate data relationships. The amalgamation of reinforcement learning and data augmentation …