Abdul R Shour, Amog Jayarangaiah, Ronald Anguzu, David Puthoff, Adedayo Onitilo
{"title":"Minority Health Social Vulnerability and Its Association with Cancer Incidence: A Nationwide Ecological Investigation.","authors":"Abdul R Shour, Amog Jayarangaiah, Ronald Anguzu, David Puthoff, Adedayo Onitilo","doi":"10.3121/cmr.2024.1856","DOIUrl":"10.3121/cmr.2024.1856","url":null,"abstract":"<p><p><b>Background:</b> Cancer is a major public health concern in the United States, especially among minority populations. Area-level social determinants of health (SDOH) influence cancer outcomes, but the impact of the Minority Health Social Vulnerability Index (MHSVI) on cancer incidence at the county level is less understood.<b>Methods:</b> We analyzed ecological data from the Agency for Health Care Research and Quality for 3,232 counties in 2019. Exposures included MHSVI themes: socioeconomic, household composition, minority status/language, housing/transportation, healthcare infrastructure/access, and medical vulnerability (continuous). Overall MHSVI was categorized into low (.01/.25), moderate (.26/.74), and high (.75/1) percentiles. The outcome was the total number of cancer cases (continuous). Covariates included US regions and rural-urban regions. Unadjusted and adjusted negative binomial regressions with population weighting were performed using STATA/MPv.17; <i>P</i> values ≤0.05 were considered statistically significant.<b>Results:</b> A total of 3,232 counties were analyzed, with an average of 2,817.9 (SD:7,733.5) cancer cases, ranging from 16 to 201,547. All variables were significantly associated with cancer cases in unadjusted analyses. Adjusted analysis showed increased cancer incidence in moderate (IRR:0.94, 95%CI:0.92-0.96, <i>P</i><0.001) and high (IRR:0.86, 95%CI:0.84-0.88, <i>P</i><0.001) MHSVI areas compared to low MHSVI areas. Regional differences were observed, with increased cancer incidence in the Northeast (IRR:1.18, 95%CI:1.15-1.22, <i>P</i><0.001), South (IRR:1.03, 95% CI:1.01-1.05, <i>P</i><0.001), and West (IRR:0.92, 95%CI:0.90-0.94, <i>P</i><0.001) compared to the Midwest. Rural areas had a slight increase in cancer incidence compared to urban areas (IRR:1.03, 95%CI:1.01-1.04, <i>P</i><0.001).<b>Conclusions:</b> Our study highlights the significant association between MHSVI and cancer incidence at the county level. Regional and rural-urban differences were evident, emphasizing the need for targeted interventions addressing SDOH to reduce cancer disparities.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 4","pages":"173-179"},"PeriodicalIF":1.2,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11849966/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143494226","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Comprehensive Imaging Insights into Post-Cholecystectomy Complications for Enhanced Clinical Practice.","authors":"Edith Tenorio-Flores, Irma-Gabriela Sanchez-Rodriguez, Maria-Del-Carmen Garcia-Blanco, Leslie-Marisol González-Hermosillo, Melissa Garcia-Lezama, Ernesto Roldan-Valadez","doi":"10.3121/cmr.2025.1985","DOIUrl":"10.3121/cmr.2025.1985","url":null,"abstract":"<p><p><b>Objectives:</b> To provide a comprehensive review of post-cholecystectomy complications, including their classification, diagnostic approaches, and clinical management, with a focus on imaging modalities and their role in improving patient outcomes.<b>Design:</b> This review integrates current evidence from relevant studies and clinical guidelines to categorize and describe early and late complications after cholecystectomy. Imaging findings, management strategies, and multidisciplinary considerations are emphasized.<b>Setting:</b> Data were synthesized from peer-reviewed literature and case studies involving post-cholecystectomy patients in diverse clinical settings.<b>Participants:</b> Patients undergoing laparoscopic or open cholecystectomy and subsequently presenting with complications such as bile duct injuries, bile leaks, vascular injuries, or stone-related conditions.<b>Methods:</b> A systematic approach was employed to identify common and rare complications. Each complication was categorized by anatomical location, timing of presentation, and severity. The diagnostic utility of imaging modalities, including ultrasound, computed tomography, magnetic resonance imaging, and endoscopic retrograde cholangiopancreatography was critically evaluated.<b>Results:</b> Post-cholecystectomy complications significantly impact morbidity. Early complications include bile duct injuries, bile leaks, vascular injuries, and infectious processes. Late complications, such as bile duct strictures, retained stones, and Mirizzi syndrome are associated with higher diagnostic complexity. Imaging modalities play a crucial role in early detection and management, with magnetic resonance cholangiopancreatography and endoscopic retrograde cholangiopancreatography offering superior diagnostic and therapeutic potential.<b>Conclusion:</b> Post-cholecystectomy complications require timely recognition and multidisciplinary management. Imaging studies are indispensable for accurate diagnosis and treatment planning. This review highlights key complications and their imaging characteristics, aiding clinicians in optimizing patient outcomes.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 4","pages":"206-214"},"PeriodicalIF":1.2,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11849967/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143494220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Matthew Postolowski, Omair Shakil, Lintu Ramachandran, Chethan Venkatasubb Rao
{"title":"Reversible Cerebral Vasoconstriction Syndrome Secondary to Escitalopram.","authors":"Matthew Postolowski, Omair Shakil, Lintu Ramachandran, Chethan Venkatasubb Rao","doi":"10.3121/cmr.2025.1864","DOIUrl":"10.3121/cmr.2025.1864","url":null,"abstract":"<p><p>Reversible cerebral vasoconstriction syndrome (RCVS) is a relatively rare and underdiagnosed neurological condition that has similar clinical presentation to other neurological emergencies. Antidepressants such as selective serotonin reuptake inhibitors can be a secondary cause of RCVS. We present the case of a healthy young woman, with long term escitalopram use, who presented with bilateral neurological deficits and was found to have RCVS, whose symptoms improved remarkably after intra-arterial calcium channel blocker treatment. We discuss risk factors, theorized mechanisms, presentation, diagnostic tools, and management of RCVS. Our case should serve as a corollary for physicians to consider RCVS as a differential diagnosis for thunderclap headache, especially in patients with selective serotonin reuptake inhibitor use.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 4","pages":"222-226"},"PeriodicalIF":1.2,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11849965/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143494231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alyssa Chow, Imran Haider, Alexandra Athanaselos, Matthew Patel
{"title":"In-Hospital Management of Acute Trigeminal Neuralgia Pain Crises.","authors":"Alyssa Chow, Imran Haider, Alexandra Athanaselos, Matthew Patel","doi":"10.3121/cmr.2024.1945","DOIUrl":"10.3121/cmr.2024.1945","url":null,"abstract":"<p><p>Trigeminal neuralgia is the most common form of craniofacial neuropathic pain with an incidence of 4 to 29 per 100,000 people per year. Acute trigeminal neuralgia pain crises are characterized by increased pain frequency and severity and can impact oral intake and sleep, as well as mood. The diagnosis of acute trigeminal neuralgia is clinical and supported by magnetic resonance imaging demonstrating morphological changes in the trigeminal neurovascular bundle on the ipsilateral side of the pain. Patients often present to the hospital seeking relief from acute exacerbations, making it essential for physicians to understand the management of an acute pain crisis, which differs from the chronic management, especially as there may be limited neurology or pain specialist support after hours. The need for improved knowledge of the treatment of acute trigeminal neuralgia is evidenced by opioids being the most prescribed analgesia despite little efficacy in treating it, a lack of evidence supporting their use and concerning side-effects. This article summarizes the evidence behind pharmacological therapy with fosphenytoin, phenytoin, and lidocaine as rescue medications in acute trigeminal neuralgia through the case of a male patient, age 58 years, who experienced complete resolution of pain following administration of phenytoin.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 4","pages":"215-221"},"PeriodicalIF":1.2,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11849969/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143494223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Prevalence of Acute Renal Failure, Para-Clinical Outcomes, and Mortality in COVID-19 Patients.","authors":"Nasrin Milani, Najmeh Majidi, Maryam Hami, Farzaneh Sharifipour, Zahra Ramatinejad, Fatemeh Rahmatinejad, Zahra Abbasi Shaye, Mona Kabiri","doi":"10.3121/cmr.2024.1955","DOIUrl":"10.3121/cmr.2024.1955","url":null,"abstract":"<p><p><b>Objectives:</b> Although acute respiratory syndrome is the main manifestation of COVID-19 disease, one of the characteristics of the disease is acute kidney injury (AKI). This study aimed to assess the prevalence of kidney dysfunction and para-clinical outcomes in hospitalized COVID-19 patients and its relationship with mortality.<b>Methods:</b> This cross-sectional analytical study was carried out on 715 patients aged older than 16-years with a diagnosis of COVID-19 admitted to the tertiary teaching Imam Reza Hospital, Mashhad, Iran from February 2020 to February 2021. During hospitalization, these patients were evaluated for AKI based on the Kidney Disease Improving Global Outcomes classification and mortality. Demographic variables and laboratory data were extracted from the hospital information systems electronic database. The significant risk factors for the incidence of AKI were analyzed using SPSS software in the present study.<b>Results:</b> The mortality rate of the included patients was 18.9%, which expired during hospitalization. Mortality was higher among patients with stage 1-2 AKI (34.1%) and stage 3 AKI (44.9%) compared to patients without AKI (8.7%). Individuals in different stages of AKI were significantly older relative to the non-AKI patients; hence, aging could be considered as the predictor of AKI. Leukocytosis, lactate dehydrogenase (LDH), and blood urea nitrogen (BUN) were indicated as significant risk factors for the incidence of AKI.<b>Conclusions:</b> It was found that the prevalence of AKI was 37.2% in hospitalized COVID-19 patients, and there was an association between mortality and the incidence of AKI.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 4","pages":"188-196"},"PeriodicalIF":1.2,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11849971/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143494229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Elizabeth Ethington, Ellen Melrose, Erik J Stratman
{"title":"The Relative Timing, Outcomes, and Economic Impact of Anti-Nuclear Antibody (ANA) and Extractable Nuclear Antigen (ENA) Laboratory Ordering.","authors":"Elizabeth Ethington, Ellen Melrose, Erik J Stratman","doi":"10.3121/cmr.2024.1937","DOIUrl":"10.3121/cmr.2024.1937","url":null,"abstract":"<p><p><b>Objective:</b> To determine the rates of simultaneous antinuclear antibodies (ANA) screening and extractable nuclear antigen (ENA) testing that do not follow recommendations.<b>Design, Setting, and Participants:</b> Retrospective cohort study of adult patients (≥18 years) with a HEp-2 ANA or ENA ordered in the Marshfield Clinic Health System.<b>Main Outcome(s) and Measure(s):</b> Counts of patients having simultaneous ANA and ENA laboratory testing or ENA testing without ANA screening. Relevant ENA positivity in ANA negative patients. Secondary measures included relative timing of ANA and ENA ordering, potential cost savings of unnecessary testing, and provider ordering characteristics including specialty and provider type.<b>Results:</b> Of 58,627 cohort patients, 39,155 (66.8%) were women, and the mean (SD) age at first laboratory testing was 48.7 (19.0) years. The negative ANA with positive ENA rate was 2%. Further stratification identified only 23 diagnosed autoimmune connective tissue diseases (AI-CTDs) in this 2%, with a resulting negative ANA with relevant positive ENA rate of 0.37%. Simultaneous ANA and ENA testing occurred in 8.3% of patients, and an ENA only was ordered in 24.2% of patients. The simultaneous or non-sequential ordering of ANA and ENA testing resulted in significant health care costs of $2,293,251.80 over 20,112 unique patients.<b>Conclusions and Relevance:</b> A significant percentage of providers do not follow recommendations to sequentially order ANA and ENA testing on patients with suspected AI-CTDs. Significant saving in health care spending without failure to diagnose AI-CTDs can be achieved if ANA testing is performed first, followed by ENA testing when suspecting AI-CTDs in patients.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 3","pages":"123-126"},"PeriodicalIF":1.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11495665/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142510314","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Extensive Invasive Sinusitis Secondary to <i>Streptococcus Intermedius</i> Infection.","authors":"McKenna Morrow, Mari Ogino, Alay Shah, John Ning","doi":"10.3121/cmr.2024.1935","DOIUrl":"10.3121/cmr.2024.1935","url":null,"abstract":"<p><p>Invasive sinusitis is a rare complication of sinusitis. We present the case of a woman, age 72 years, who presented with acute encephalopathy in the setting of sepsis found to have extensive invasive sinusitis with intracranial extension secondary to <i>Streptococcus intermedius</i>, managed with intravenous antibiotics alone. <i>S. intermedius</i> is a rare cause of acute bacterial sinusitis, associated with infections of relatively greater severity and risk of intracranial spread, often requiring a combination of intravenous antibiotics and surgical debridement for source control. Successful treatment of invasive sinusitis with medical management alone may be achievable if surgical intervention is contraindicated. However, the probability of meaningful recovery without surgical source control is rare and is associated with greater morbidity and mortality. Therefore, factors contributing to the success of medical management alone should be investigated.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 3","pages":"160-164"},"PeriodicalIF":1.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11495661/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142510311","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Djatnika Setiabudi, Buti Azfiani Azhali, Muhammad Akbar Tirtosudiro, Monika Hasna Ramadhan, Muhamad Rinaldhi, Heda Melinda Nataprawira
{"title":"Long COVID or Post-Acute Sequelae of COVID-19 (PASC) in Children and Adolescents.","authors":"Djatnika Setiabudi, Buti Azfiani Azhali, Muhammad Akbar Tirtosudiro, Monika Hasna Ramadhan, Muhamad Rinaldhi, Heda Melinda Nataprawira","doi":"10.3121/cmr.2024.1858","DOIUrl":"10.3121/cmr.2024.1858","url":null,"abstract":"<p><p><b>Introduction:</b> Few studies of children with long COVID (post-COVID-19 condition) or post-acute sequelae of SARS CoV-2 (PASC) have been reported. Those terms describe symptoms that persist for weeks or months or as new symptoms that develop after SARS-CoV-2 infection. This condition might be found to various degrees in the severity of COVID-19. This study aimed to describe long COVID in confirmed SARS-CoV-2-infected children.<b>Design:</b> An observational cross-sectional study.<b>Setting:</b> Tertiary care hospital between January and November 2021.<b>Participants:</b> Children, age 5-17 years, with virologically confirmed COVID?19.<b>Methods:</b> This study was conducted by completing an electronic form after informed consent was obtained. The subject's characteristics and parent's or guardian's phone numbers were retrieved from the pediatric COVID-19 registry. Parents were contacted to complete a structured electronic questionnaire about the long COVID symptoms noticed in their children. Descriptive statistics were displayed in percentages and median.<b>Results:</b> Parent contact numbers were documented in 125/135 children who fulfilled the study criteria. There were 61 parents (48.8%) who gave consent, while the rest either did not respond or refused. There were 16 children reported as deceased primarily due to chronic renal disease and leukemia. Of the 45 children enrolled, the median (IQR) age was 11 years (5.3-17.6); 51.1% were female; and 75.6% had comorbidities. Two-thirds developed long COVID symptoms, most frequently in the age 5-9 years group, and mostly fatigue (45.2%), decreased appetite (38.7%), and muscle aches (32.3%). All patients with moderate to severe and more than half asymptomatic to mild COVID-19 developed long COVID.<b>Conclusion:</b> Most children had long COVID symptoms similar to adults despite being otherwise asymptomatic or having mild COVID-19.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 3","pages":"131-137"},"PeriodicalIF":1.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11495663/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142510312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Obstructive Shock in Acute Vena Cava Filter Thrombosis: A Rare Presentation.","authors":"Kirran Bakhshi, Sashi Inkollu, Rohit Sharma","doi":"10.3121/cmr.2024.1921","DOIUrl":"10.3121/cmr.2024.1921","url":null,"abstract":"<p><p>Inferior vena cava (IVC) filters are commonly placed to prevent the development or worsening of pulmonary emboli. They are also inherently thrombogenic. Here we discuss a case of acute IVC filter thrombosis with the unusual presentation of obstructive shock resulting in death. A man, age 70 years, underwent laminectomy for multilevel spinal stenosis. An IVC filter was placed preoperatively for acute calf deep vein thrombosis (DVT). On postoperative day 4 he developed tachycardia, hypotension, and signs of lower extremity arterial insufficiency. No lower extremity swelling was noted. Imaging showed complete IVC occlusion caudal to the IVC filter with extension to bilateral iliofemoral veins. Arterial flow was preserved. Therapeutic heparinization was initiated and urgent percutaneous thrombectomy was performed. However, the patient developed multi-organ failure and died shortly thereafter. This report describes an uncommon etiology of obstructive shock and highlights a potentially life-threatening thrombotic complication associated with IVC filters that clinicians should be vigilant about.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 3","pages":"156-159"},"PeriodicalIF":1.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11495662/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142516719","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Diagnostic Accuracy of AI Algorithms in Aortic Stenosis Screening: A Systematic Review and Meta-Analysis.","authors":"Apurva Popat, Babita Saini, Mitkumar Patel, Niran Seby, Sagar Patel, Samyuktha Harikrishnan, Hilloni Shah, Prutha Pathak, Anushka Dekhne, Udvas Sen, Sweta Yadav, Param Sharma, Shereif Rezkalla","doi":"10.3121/cmr.2024.1934","DOIUrl":"10.3121/cmr.2024.1934","url":null,"abstract":"<p><p><b>Background:</b> Aortic stenosis (AS) is frequently identified at an advanced stage after clinical symptoms appear. The aim of this systematic review and meta-analysis is to evaluate the diagnostic accuracy of artificial intelligence (AI) algorithms for AS screening.<b>Methods:</b> We conducted a thorough search of six databases. Several evaluation parameters, such as sensitivity, specificity, diagnostic odds ratio (DOR), negative likelihood ratio (NLR), positive likelihood ratio (PLR), and area under the curve (AUC) value were employed in the diagnostic meta-analysis of AI-based algorithms for AS screening. The AI algorithms utilized diverse data sources including electrocardiograms (ECG), chest radiographs, auscultation audio files, electronic stethoscope recordings, and cardio-mechanical signals from non-invasive wearable inertial sensors.<b>Results:</b> Of the 295 articles identified, 10 studies met the inclusion criteria. The pooled estimates for AI-based algorithms in diagnosing AS were as follows: sensitivity 0.83 (95% CI: 0.81-0.85), specificity 0.81 (95% CI: 0.79-0.84), PLR 4.78 (95% CI: 3.12-7.32), NLR 0.20 (95% CI: 0.13-0.28), and DOR 27.11 (95% CI: 14.40-51.05). The AUC value was 0.909 (95% CI: 0.889-0.929), indicating outstanding diagnostic accuracy. Subgroup and meta-regression analyses showed that continent, type of AS, data source, and type of AI-based method constituted sources of heterogeneity. Furthermore, we demonstrated proof of publication bias for DOR values analyzed using Egger's regression test (<i>P</i> = 0.002) and a funnel plot.<b>Conclusion:</b> Deep learning approaches represent highly sensitive, feasible, and scalable strategies to identify patients with moderate or severe AS.</p>","PeriodicalId":47429,"journal":{"name":"Clinical Medicine & Research","volume":"22 3","pages":"145-155"},"PeriodicalIF":1.2,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11495659/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142510310","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}