Medical Specialties Commons^™

Expert-Centered Evaluation Of Deep Learning Algorithms For Brain Tumor Segmentation, Katharina V Hoebel, Christopher P Bridge, Sara Ahmed, Oluwatosin Akintola, Caroline Chung, Raymond Y Huang, Jason M Johnson, Albert Kim, K Ina Ly, Ken Chang, Jay Patel, Marco Pinho, Tracy T Batchelor, Bruce R Rosen, Elizabeth R Gerstner, Jayashree Kalpathy-Cramer

Faculty, Staff and Student Publications

Purpose To present results from a literature survey on practices in deep learning segmentation algorithm evaluation and perform a study on expert quality perception of brain tumor segmentation. Materials and Methods A total of 180 articles reporting on brain tumor segmentation algorithms were surveyed for the reported quality evaluation. Additionally, ratings of segmentation quality on a four-point scale were collected from medical professionals for 60 brain tumor segmentation cases. Results Of the surveyed articles, Dice score, sensitivity, and Hausdorff distance were the most popular metrics to report segmentation performance. Notably, only 2.8% of the articles included clinical experts' evaluation of …

Survivorship, Outcomes, And Risk Factors For Conversion To Total Hip Arthroplasty After Revision Hip Arthroscopic Surgery In Obese Patients: Results At A Minimum 5-Year Follow-Up, Peng Li, Jie Luo, Zilong Zheng, Lu Meng, Anqi Zhang, Wei Cao, Xiaomei Gong

Faculty, Staff and Student Publications

OBJECTIVE: A high number of Non-Small Cell Lung Cancer (NSCLC) patients with brain metastasis who have not had surgery often have a negative outlook. Radiotherapy remains a most common and effective method. Nomograms were developed to forecast the cancer-specific survival (CSS) and overall survival (OS) in NSCLC individuals with nonoperative brain metastases who underwent radiotherapy.

METHODS: Information was gathered from the Surveillance, Epidemiology, and End Results (SEER) database about patients diagnosed with NSCLC who had brain metastases not suitable for surgery. Nomograms were created and tested using multivariate Cox regression models to forecast CSS and OS at intervals of 1, …

Prediction The Dose Distributions Of Prostate Cancer Patients Using Deep Learning, Pumipat Chaikamthorn

Chulalongkorn University Theses and Dissertations (Chula ETD)

Volumetric Modulated Arc Therapy (VMAT) is one of the advanced modalities in recent radiotherapy. It uses the inverse treatment planning system for optimization and dose calculation. However, this approach is a trial-and-error process, which takes a long time. An accurate deep-learning model that can predict the dose would solve this issue. This approach can save more treatment planning time, by guiding the planners to the optimum dose while maintaining the plan quality. The 40 previously treated prostate cancer plans were collected the volumetric information of PTV and OARs, overlapping volume, and the dosimetric information. The regression deep learning model, which …

Optimal Dual-Time-Point Dynamic 68ga-Psma-11 Pet/Ct Protocols For Parametric Imaging Generation In Prostate Cancer Patients, Paphawarin Burasothikul

Chulalongkorn University Theses and Dissertations (Chula ETD)

Globally, prostate cancer is the second most common cancer for men. Prostate cancer patients presenting metastasis exhibit a poor prognosis, consequently leading to diminished survival rates. Thus, 68Ga-PSMA-11 PET/CT examination plays a critical role in prostate cancer diagnosis. Parametric imaging techniques offer the potential to improve the accuracy of quantification analysis in PET/CT diagnosis, but their effectiveness is constrained by lengthy acquisition protocols. This study developed optimal dual-time-point (DTP) parametric imaging using shortened dynamic 68Ga-PSMA-11 PET/CT scans in prostate cancer patients and investigated the feasibility of parametric images in terms of image quality by comparing them with a routine standardized …

Para-Infectious Brain Injury In Covid-19 Persists At Follow-Up Despite Attenuated Cytokine And Autoantibody Responses, Benedict D Michael, Cordelia Dunai, Edward J Needham, Kukatharmini Tharmaratnam, Robyn Williams, Yun Huang, Sarah A Boardman, Jordan J Clark, Parul Sharma, Krishanthi Subramaniam, Greta K Wood, Ceryce Collie, Richard Digby, Alexander Ren, Emma Norton, Maya Leibowitz, Soraya Ebrahimi, Andrew Fower, Hannah Fox, Esteban Tato, Mark A Ellul, Geraint Sunderland, Marie Held, Claire Hetherington, Franklyn N Egbe, Alish Palmos, Kathy Stirrups, Alexander Grundmann, Anne-Cecile Chiollaz, Jean-Charles Sanchez, James P Stewart, Michael Griffiths, Tom Solomon, Gerome Breen, Alasdair J Coles, Nathalie Kingston, John R Bradley, Patrick F Chinnery, Jonathan Cavanagh, Sarosh R Irani, Angela Vincent, J Kenneth Baillie, Peter J Openshaw, Malcolm G Semple, Covid-Cns Consortium, Isaric4c Investigators, Leonie S Taams, David K Menon

Faculty, Staff and Student Publications

To understand neurological complications of COVID-19 better both acutely and for recovery, we measured markers of brain injury, inflammatory mediators, and autoantibodies in 203 hospitalised participants; 111 with acute sera (1-11 days post-admission) and 92 convalescent sera (56 with COVID-19-associated neurological diagnoses). Here we show that compared to 60 uninfected controls, tTau, GFAP, NfL, and UCH-L1 are increased with COVID-19 infection at acute timepoints and NfL and GFAP are significantly higher in participants with neurological complications. Inflammatory mediators (IL-6, IL-12p40, HGF, M-CSF, CCL2, and IL-1RA) are associated with both altered consciousness and markers of brain injury. Autoantibodies are more common …

Accuracy Of Swept Source Biometry Device In Detecting Macular Diseases Compared With Swept Source Oct, Sidra Zafar, Taha Muneer Ahmed, Rashid Baig, Irfan Jeeva, Rehman Siddiqui

Department of Ophthalmology & Visual Sciences

Objective: To assess the diagnostic accuracy of the IOLMaster 700 foveal scans to detect foveal pathology compared with a standard swept-source optical coherence tomography (SS-OCT) device.
Results: One hundred seventy eye scans of 95 patients were included in the final analyses. Ninety-nine (58.2%) scans were classified as abnormal by SS-OCT. Mean sensitivity of the biometry device was 67.5% (range: 51-84%) and mean specificity was 69.5% (range: 44-95%). Intra-class correlation coefficients were 0.912 and 0.835, for reader 1 and 2, respectively. Area under the curve for receiver operating curve was 0.726. Foveal scans of the IOLMaster 700 can provide clinically useful …

The Role Of Point-Of-Care Ultrasound In The Assessment Of Pelvic Urine Leakage And Diagnosis Of Urinoma, Asra Moradkhani, Mona Zangi, Mobin Azami, Mohammad Ghasemi-Rad, Abdolghader Pakniyat

Faculty, Staff and Students Publications

BACKGROUND: Urinoma, a rare condition resulting from urine leakage due to trauma to the kidney, bladder, or urethra, is typically diagnosed using enhanced computed tomography urogram with delayed imaging. This report presents two cases of urinoma likely caused by overdistention of the renal pelvis following excessive fluid intake and the presence of a ureteral stone.

CASE PRESENTATION: We present two cases of 36-year-old and 38-year-old patients who presented with flank pain. point-of-care ultrasound (POCUS) played a pivotal role in identifying perinephric fluid in Morrison's space and the splenorenal space, respectively. These ultrasound findings guided further investigations, leading to definitive diagnoses …

The Effect Of Non-Immersive Virtual Reality Radiographic Positioning Simulation On First-Year Radiography Students' Image Evaluation Of Routine Positioning Errors, Ellie M. Miller

Theses & Dissertations

Optimal radiographic image quality is critical because it affects the accuracy of the radiologist’s interpretation. Radiologic technologists are obligated to obtain diagnostic images while minimizing patient radiation. However, repeated images due to technologist error have increased in recent years. This study aimed to evaluate the effectiveness of non-immersive virtual reality (VR) simulation on first-year students’ image evaluation of common positioning errors on routine knee and lumbar spine protocols. Research questions were 1) Does guided instruction using non-immersive radiographic positioning simulation software lead to improved image evaluation scores? 2) How well do participants describe evaluation of positioning errors after guided instruction …

Self-Calibrated Subspace Reconstruction For Multidimensional Mr Fingerprinting For Simultaneous Relaxation And Diffusion Quantification, Jessie E.P. Sun, Ken Sakaie, Mark A. Griswold

Faculty Scholarship

Purpose: To propose a new reconstruction method for multidimensional MR fingerprinting (mdMRF) to address shading artifacts caused by physiological motion-induced measurement errors without navigating or gating. Methods: The proposed method comprises two procedures: self-calibration and subspace reconstruction. The first procedure (self-calibration) applies temporally local matrix completion to reconstruct low-resolution images from a subset of under-sampled data extracted from the k-space center. The second procedure (subspace reconstruction) utilizes temporally global subspace reconstruction with pre-estimated temporal subspace from low-resolution images to reconstruct aliasing-free, high-resolution, and time-resolved images. After reconstruction, a customized outlier detection algorithm was employed to automatically detect and remove images …

Deployment And Assessment Of A Deep Learning Model For Real-Time Detection Of Anal Precancer With High Frame Rate High-Resolution Microendoscopy, David Brenes, Alex Kortum, Jackson Coole, Jennifer Carns, Richard Schwarz, Imran Vohra, Rebecca Richards-Kortum, Yuxin Liu, Zhenjian Cai, Keith Sigel, Sharmila Anandasabapathy, Michael Gaisa, Elizabeth Chiao

Faculty, Staff and Students Publications

Anal cancer incidence is significantly higher in people living with HIV as HIV increases the oncogenic potential of human papillomavirus. The incidence of anal cancer in the United States has recently increased, with diagnosis and treatment hampered by high loss-to-follow-up rates. Novel methods for the automated, real-time diagnosis of AIN 2+ could enable "see and treat" strategies, reducing loss-to-follow-up rates. A previous retrospective study demonstrated that the accuracy of a high-resolution microendoscope (HRME) coupled with a deep learning model was comparable to expert clinical impression for diagnosis of AIN 2+ (sensitivity 0.92 [P = 0.68] and specificity 0.60 [P = …

Feasibility, Enablers And Challenges Of Using Timeliness Metrics For Household Contact Tracing And Tb Preventive Therapy In Pakistan, Bushra Jamil, Divya Nair, Pruthu Thekkur, Neelofar Laeeq, Anum Adil, Mohammed Khogali, Rony Zachariah, Selma Dar Berger, Srinath Satyanarayana, Ajay M V Kumar

Department of Medicine

Introduction: Screening household contacts of TB patients and providing TB preventive therapy (TPT) is a key intervention to end the TB epidemic. Global and timely implementation of TPT in household contacts, however, is dismal. We adapted the 7-1-7 timeliness metric designed to evaluate and respond to infectious disease outbreaks or pandemics, and assessed the feasibility, enablers and challenges of implementing this metric for screening and management of household contacts of index patients with bacteriologically-confirmed pulmonary TB in Karachi city, Pakistan.
Methods: We conducted an explanatory mixed methods study with a quantitative component (cohort design) followed by a qualitative component (descriptive …

Ablation Of Accessory Pathway From Right Atrial Appendage To Anatomic Left Ventricle In L-Transposition Of The Great Arteries, Shree Lata Radhakrishnan, Robert O. Drutel, Cody M. Williams, Raman Danrad, Kelly K. Gajewski, Paul A. Lelorier

School of Medicine Faculty Publications

No abstract provided.

Microstructural Alterations Of Major Thalamic Nuclei In The Chronic Pediatric Spinal Cord Injured Population, K. Kang, K. Fleming, A. Sathe, J. Muller, J. Harrop, D. Middleton, J. Heller, A. Sharan, F. Mohamed, L. Krisa, M. Alizadeh

Department of Radiology Faculty Papers

BACKGROUND: The brain undergoes reorganization following spinal cord injury (SCI), but little is known about how the thalamus is affected in pediatric SCIs.

PURPOSE: To characterize microstructural alterations in the thalamus after SCI with diffusion tensor imaging (DTI) metrics.

METHODS: 18 pediatric participants with chronic SCI (8-20 years) were stratified using the American Spinal Injury Association Impairment Scale (AIS) into groups: A, B, and C/D. DTI of the brain used a 3 T Siemens Verio MRI using the parameters: 20 directions, number of averages = 3, b = 1000 s/mm

DATA ANALYSIS: DTI metrics were acquired by superimposing the AAL3 …

Exosome Shedding Is Concordant With Objective Treatment Response Rate And Stratifies Time To Progression In Treatment Naïve, Non-Resectable Hepatocellular Carcinoma, Kelley G. Núñez, Dorota Wyczechowska, Mina Hibino, Tyler Sandow, Juan Gimenez, Ali R. Koksal, Yucel Aydin, Srikanta Dash, Ari J. Cohen, Paul T. Thevenot

School of Medicine Faculty Publications

Translational strategies to characterize and monitor extracellular vesicles such as exosome (EX) shedding and the clinical impact of this data within hepatocellular carcinoma (HCC) remains unclear. In this study, EX shedding was assessed in early-stage HCC and evaluated as a stratification factor for time to progression (TTP) following first-cycle liver-directed therapy (LDT). Plasma EXs were isolated from HCC patients undergoing LDT using ultracentrifugation. Purified EXs were stained using markers CD9 and CD63 and quantified using an ImageStreamX flow cytometer. Circulating EXs expressing CD9 were isolated at 10-fold higher levels compared to CD63. The intensity of CD9+ EX shedding following LDT …

Allergic Bronchopulmonary Aspergillosis: Radiological And Microbiological Profile Of Patients Presented In An Outpatient Pulmonary Clinic In A Developing Country, Nousheen Iqbal, Muhammad Irfan, Mustafa Bin Ali Zubairi, Maaha Ayub, Safia Awan, Kauser Jabeen, Ali Bin Sarwar Zubairi

Section of Pulmonary & Critical Care

There is limited data available about allergic bronchopulmonary aspergillosis (ABPA) in Pakistan. The aim of the study was to describe the radiological and microbiological profile of ABPA patients presenting to the outpatient pulmonary clinic of a tertiary care hospital in Karachi, Pakistan. A retrospective study was conducted on ABPA patients who presented to the pulmonary outpatient clinic at Aga Khan University Hospital, Karachi, Pakistan, from January 2017 to December 2019. Data was collected on microbiology and radiology features on predesigned proforma. A total of 7759 asthmatic patients presented at the outpatient pulmonology clinic during the study period. Of the 245 …

Exploring The Uncommon: A Case Report On Localized Peritonitis Caused By Ingested Toothpick, Narmeen Asif, Salva Shariq, Abdul Rehman Alvi

Department of Surgery Docs

Introduction: Bowel perforation is a serious emergency. Occasionally, sharp objects like toothpicks can get stuck in narrow parts of the small intestine, potentially resulting in impaction, obstruction, or perforation.
Presentation of case: A 20-year-old male arrived at our hospital's emergency department with sudden, severe abdominal pain persisting for 24 h. On examination, his abdomen showed tenderness, and bowel sounds were reduced. Contrast-enhanced computed tomography (CECT) indicated possible small intestine inflammation due to a foreign object and a diagnostic laparoscopy revealed a hyperemic terminal ileum.
Discussion: This case involves ileal perforation from an unnoticed toothpick ingestion. Detecting foreign object perforations is …

The Effect Of Cotton Dust Exposure As A Longterm Impact On Lung Function Changes: A Short Narrative Review, Naureen Akber Ali, Noshaba Akber, Adeel Khoja

School of Nursing & Midwifery

No abstract provided.

Characterizing Hypertension Specialist Care In Canada: A National Survey, Samantha Lui, Lisa Dubrofsky, Nadia A Khan, Sheldon W Tobe, Jessica Huynh, Laura Kuyper, Anna Mathew, Syed Amin, Ernesto L Schiffrin, Paula Harvey, Alexander A Leung, Marcel Ruzicka, Birinder Mangat, David Reid, John Floras, Jesse Bittman, Lauren Garbutt, Branko Braam, Rita Suri, Fady Hannah-Shmouni, Ally Prebtani, Sebastien Savard, Thomas E Macmillan, Terrence D Ruddy, Michel Vallee, Apoorva Bollu, Alexander Logan, Raj Padwal, Jennifer Ringrose

Faculty, Staff and Student Publications

BACKGROUND: The hypertension specialist often receives referrals of patients with young-onset, severe, difficult-to-control hypertension, patients with hypertensive emergencies, and patients with secondary causes of hypertension. Specialist hypertension care compliments primary care for these complex patients and contributes to an overall hypertension control strategy. The objective of this study was to characterize hypertension centres and the practice patterns of Canadian hypertension specialists.

METHODS: Adult hypertension specialists across Canada were surveyed to describe hypertension centres and specialist practice in Canada, including the following: the patient population managed by hypertension specialists; details on how care is provided; practice pattern variations; and differences in …

Morphological And Metabolic Criteria Of Covid-19 Vaccine Associated Axillary Nodes On 18-Fluorodeouxyglucose Pet/Ct Imaging In Breast Cancer Patients, Nosheen Fatima, Unaiza Zaman, Areeba Zaman, Sidra Zaman, Rabia Tehseen, Maseeh Uz Zaman

Department of Radiology

Background: In the current era vaccine-associated lymphadenopathy (VAL) is not an uncommon presentation on 18F-FDG PET/CT examinations in patients inoculated with Coronavirus disease 2019 (COVID-19) vaccination. In this study, we are presenting data of VAL on 18F-FDG PET/CT regarding its prevalence, temporal response to vaccination and imaging characteristics of VAL.
Methods: Seventy-eight (78) consecutive vaccinated breast cancer (BC) patients who had 18FDG PET/CT were retrospectively analyzed. All patients had COVID-19 vaccine shots in contralateral arms and none in breast cancer site axilla (BSA). In 35 patients 18FDG avid nodes were found in vaccine site axilla (VSA). In 25 patients 18FDG …

Labrad : Vol 48, Issue 2 - December 2023, Aga Khan University Hospital, Karachi

LABRAD - Departments of Pathology & Laboratory Medicine and Radiology Archives

• Editorial
• Articles
• Navigating Lab Excellence in LARAD
• Lab Resilience in a Changing Climate: Sustainable Strategies for Future-Proof Clinical Laboratories
• Professional Insights from a Pioneer in Autoimmune Disease Testing: The Future of Antinuclear/Anticellular Antibody Testing
• Insights into CCHF and Other Viral Hemorrhagic Fevers
• Bombay Blood Group
• Role and Application of Cytogenetics in Multiple Myeloma
• Low-grade Nasopharyngeal Papillary Adenocarcinoma in a Deceivingly "blue" Biopsy
• Transplant Immunology – Diagnostics
• The Best of the Past
• Farewell Chronicles: Celebrating Dr Anila Rashid's Journey
• The Best of the Past
• Farewell Chronicles: Celebrating Dr Anila Rashid's Journey
• Polaroid
• Chemical Pathology
• Radiology
• Hematology
• Histopathology
• Microbiology
• Molecular Pathology
• Tests …

Commentary: The Power Of A Patch: Utilizing Exosome Therapy To Treat Heart Disease, Michael Tyler Guinn, Todd K Rosengart

Faculty, Staff and Students Publications

No abstract provided.

Editor's Choice - Trends In Management And Outcomes Of Type B Aortic Dissection: A Report From The International Registry Of Aortic Dissection, Santi Trimarchi, Tom G Gleason, Derek R Brinster, Jean Bismuth, Eduardo Bossone, Thoralf M Sundt, Daniel G Montgomery, Chih-Wen Pai, Daniele Bissacco, Hector W L De Beaufort, Joseph E Bavaria, Firas Mussa, Raffi Bekeredjian, Marc Schermerhorn, Davide Pacini, Truls Myrmel, Maral Ouzounian, Amit Korach, Edward P Chen, Joseph S Coselli, Kim A Eagle, Himanshu J Patel

Faculty, Staff and Students Publications

Objective: To describe the trends in management and outcomes of patients with acute type B aortic dissection in the International Registry of Acute Aortic Dissection.

Methods: From 1996 - 2022, 3 908 patients were divided into similar sized quartiles (T1, T2, T3, and T4). In hospital outcomes were analysed for each quartile. Survival rates following admission were compared using Kaplan-Meier analyses with Mantel-Cox Log rank tests.

Results: Endovascular treatment increased from 19.1% in T1 to 37.2% in T4 (ptrend < .001). Correspondingly, medical therapy decreased from 65.7% in T1 to 54.0% in T4 (ptrend < .001), and open surgery from 14.8% in T1 to 7.0% in T4 (ptrend < .001). In hospital mortality decreased in the overall cohort from 10.7% in T1 to 6.1% in T4 (ptrend < .001), as well as in medically, endovascularly and surgically treated patients (ptrend = .017, .033, and .011, respectively). Overall post-admission survival at three years increased (T1: 74.8% vs. T4: 77.3%; p = .006).

Conclusion: Considerable changes in the management of acute type B aortic dissection were observed over time, with a significant increase in …

The Intersection Of Community Socioeconomic Factors With Gender On Outcomes After Thoracic Aortic Surgery, Ourania Preventza, Elizabeth Akpan-Smart, Katherine K Simpson, Lorraine D Cornwell, Hiruni Amarasekara, Susan Y Green, Subhasis Chatterjee, Scott A Lemaire, Joseph S Coselli

Faculty, Staff and Students Publications

Objective: We evaluated the relationship among community socioeconomic factors (poverty, income, and education), gender, and outcomes in patients who underwent ascending aortic, root, and arch surgery.

Methods: For 2634 consecutive patients, we associated patients' ZIP codes with community socioeconomic factors. The composite adverse outcome comprised death, persistent neurological injury, and renal failure necessitating dialysis at discharge. Multivariable analysis and Kaplan-Meier survival curves were used. Men and women from the full cohort and from the elective patients were propensity matched.

Results: Median follow-up was 3.6 years (interquartile range, 1.2-9.3). Men lived in areas characterized by less poverty (P = .03), higher …

Prostate Safety Events During Testosterone Replacement Therapy In Men With Hypogonadism: A Randomized Clinical Trial, Shalender Bhasin, Thomas G Travison, Karol M Pencina, Michael O'Leary, Glenn R Cunningham, A Michael Lincoff, Steven E Nissen, M Scott Lucia, Mark A Preston, Mohit Khera, Nader Khan, Michael C Snabes, Xue Li, Catherine M Tangen, Kevin A Buhr, Ian M Thompson

Faculty, Staff and Students Publications

IMPORTANCE: The effect of testosterone replacement therapy (TRT) on the risk of prostate cancer and other adverse prostate events is unknown.

OBJECTIVE: To compare the effect of TRT vs placebo on the incidences of high-grade prostate cancers (Gleason score ≥4 + 3), any prostate cancer, acute urinary retention, invasive prostate procedures, and pharmacologic treatment for lower urinary tract symptoms in men with hypogonadism.

DESIGN, SETTING, AND PARTICIPANTS: This placebo-controlled, double-blind randomized clinical trial enrolled 5246 men (aged 45-80 years) from 316 US trial sites who had 2 testosterone concentrations less than 300 ng/dL, hypogonadal symptoms, and cardiovascular disease (CVD) or …

The Analgesic Efficacy Of Ultrasound-Guided Transversus Abdominis Plane Block Vs. Local Anesthetic Infiltration Technique In Major Gynecologic Surgery: A Randomized Controlled Trial, Samina Ismail, Akbar A. Mistry, Ali S. Siddiqui, Aliya Aziz, Nadeem Zuberi

Department of Anaesthesia

Background and aim: Transversus abdominis plane (TAP) block and local anesthetic infiltration (LAI) technique are used as part of the multimodal analgesic regimen after abdominal surgery. Postoperative opioid consumption and analgesic efficacy was compared using TAP and LAI techniques in patients undergoing gynecologic surgery in a randomized, controlled clinical trial.
Material and methods: Total of 135 patients scheduled for major gynecological surgeries were allocated into three groups: group T received bilateral TAP block with bupivacaine 0.25%; group I received LAI with 0.25% bupivacaine with epinephrine 5 μ/mL in the peritoneum and abdominal wall, and group C was control group. Anesthesia …

Disparities In Computed Tomography Utilization For Pediatric Blunt Trauma: A Systematic Review And Meta-Analysis Comparing Pediatric And Non-Pediatric Trauma Centers, Amir Hassankhani, Parya Valizadeh, Melika Amoukhteh, Payam Jannatdoust, Nikoo Saeedi, Paniz Sabeghi, Delaram J Ghadimi, Jennifer H Johnston, Ali Gholamrezanezhad

Faculty, Staff and Student Publications

Pediatric blunt trauma is a major cause of morbidity and mortality, and computed tomography (CT) imaging is vital for accurate evaluation and management. Pediatric trauma centers (PTCs) have selective CT practices, while non-PTCs may differ, resulting in potential variations in CT utilization. The objective of this study is to delineate disparities in CT utilization for pediatric blunt trauma patients between PTCs and non-PTCs. A systematic review and meta-analysis were conducted following established guidelines, searching PubMed, Scopus, and Web of Science up to March 3, 2023. All studies examining CT utilization in the management of pediatric (aged < 21 years) blunt trauma and specifying the type of trauma center(s) were included, and data were extracted and analyzed using STATA software version 17.0. An analysis of 30 studies revealed significant variations in CT scan utilization among pediatric blunt trauma patients across different types of trauma centers. PTCs exhibited lower pooled rates of abdominopelvic CT scans (35.4% vs. 44.9%, p < 0.01), cranial CT scans (36.9% vs. 42.9%, p < 0.01), chest CT scans (14.5% vs. 25.4%, p < 0.01), and cervical spine CT scans (23% vs. 45%, p < 0.01) compared to adult or mixed trauma centers (ATCs/MTCs). PTCs had a pooled rate of 54% for receiving at least one CT scan, while ATCs/MTCs had a higher rate of 69.3% (p < 0.05). The studies demonstrated considerable heterogeneity. These findings underscore the need to conduct further research to understand the reasons for the observed variations and to promote appropriate imaging usage, minimize radiation exposure, and encourage collaboration between pediatric and adult trauma centers.

Diagnostic Utility Of Multidetector Ct Scan In Penetrating Diaphragmatic Injuries: A Systematic Review And Meta-Analys, Amir Hassankhani, Melika Amoukhteh, Parya Valizadeh, Payam Jannatdoust, Liesl S Eibschutz, Lee A Myers, Ali Gholamrezanezhad

Faculty, Staff and Student Publications

Penetrating diaphragmatic injuries pose diagnostic and management challenges. Computed tomography (CT) scans are valuable for stable patients, but concern exists for missed injuries and complications in nonoperatively managed cases. The objective of this study was to explore the diagnostic utility of multidetector CT scan (MDCT) in identifying diaphragmatic injuries resulting from penetrating trauma. A systematic review and meta-analysis were conducted, following established guidelines, by searching PubMed, Scopus, Web of Science, and Embase databases up to July 6, 2023. Eligible studies reporting MDCT's diagnostic accuracy in detecting penetrating diaphragmatic injuries were included. Relevant data elements were extracted and analyzed using STATA …

Improving Radiotherapy In Immunosuppressive Microenvironments By Targeting Complement Receptor C5ar1, Callum Beach, David Maclean, Dominika Majorova, Stavros Melemenidis, Dhanya K Nambiar, Ryan K Kim, Gabriel N Valbuena, Silvia Guglietta, Carsten Krieg, Mahnaz Darvish-Damavandi, Tatsuya Suwa, Alistair Easton, Lily Vs Hillson, Ashley K Mcculloch, Ross K Mcmahon, Kathryn Pennel, Joanne Edwards, Sean M O'Cathail, Campbell S Roxburgh, Enric Domingo, Eui Jung Moon, Dadi Jiang, Yanyan Jiang, Qingyang Zhang, Albert C Koong, Trent M Woodruff, Edward E Graves, Tim Maughan, Simon Ja Buczacki, Manuel Stucki, Quynh-Thu Le, Simon J Leedham, Amato J Giaccia, Monica M Olcina

Faculty, Staff and Student Publications

An immunosuppressive microenvironment causes poor tumor T cell infiltration and is associated with reduced patient overall survival in colorectal cancer. How to improve treatment responses in these tumors is still a challenge. Using an integrated screening approach to identify cancer-specific vulnerabilities, we identified complement receptor C5aR1 as a druggable target, which when inhibited improved radiotherapy, even in tumors displaying immunosuppressive features and poor CD8+ T cell infiltration. While C5aR1 is well-known for its role in the immune compartment, we found that C5aR1 is also robustly expressed on malignant epithelial cells, highlighting potential tumor cell-specific functions. C5aR1 targeting resulted in increased …

Identifying The Optimal Deep Learning Architecture And Parameters For Automatic Beam Aperture Definition In 3d Radiotherapy, Skylar S Gay, Kelly D Kisling, Brian M Anderson, Lifei Zhang, Dong Joo Rhee, Callistus Nguyen, Tucker Netherton, Jinzhong Yang, Kristy Brock, Anuja Jhingran, Hannah Simonds, Ann Klopp, Beth M Beadle, Laurence E Court, Carlos E Cardenas

Faculty, Staff and Student Publications

PURPOSE: Two-dimensional radiotherapy is often used to treat cervical cancer in low- and middle-income countries, but treatment planning can be challenging and time-consuming. Neural networks offer the potential to greatly decrease planning time through automation, but the impact of the wide range of hyperparameters to be set during training on model accuracy has not been exhaustively investigated. In the current study, we evaluated the effect of several convolutional neural network architectures and hyperparameters on 2D radiotherapy treatment field delineation.

METHODS: Six commonly used deep learning architectures were trained to delineate four-field box apertures on digitally reconstructed radiographs for cervical cancer …

Diagnostic Utility Of Multidetector Ct Scan In Penetrating Diaphragmatic Injuries: A Systematic Review And Meta-Analysis, Amir Hassankhani, Melika Amoukhteh, Parya Valizadeh, Payam Jannatdoust, Liesl S Eibschutz, Lee A Myers, Ali Gholamrezanezhad

Faculty, Staff and Student Publications

Penetrating diaphragmatic injuries pose diagnostic and management challenges. Computed tomography (CT) scans are valuable for stable patients, but concern exists for missed injuries and complications in nonoperatively managed cases. The objective of this study was to explore the diagnostic utility of multidetector CT scan (MDCT) in identifying diaphragmatic injuries resulting from penetrating trauma. A systematic review and meta-analysis were conducted, following established guidelines, by searching PubMed, Scopus, Web of Science, and Embase databases up to July 6, 2023. Eligible studies reporting MDCT's diagnostic accuracy in detecting penetrating diaphragmatic injuries were included. Relevant data elements were extracted and analyzed using STATA …