Medicine and Health Sciences Commons^™

Cv: Rebecca Cozzi (Physical Therapy), Rebecca Cozzi

Rehabilitation and Health Sciences Department Faculty Curricula Vitae

No abstract provided.

Cv: Rebecca Cozzi (Physical Therapy), Rebecca Cozzi

Rehabilitation Sciences Department Curricula Vitae

No abstract provided.

Cv: Robert Sweet (Physical Therapy), Robert Sweet

Rehabilitation Sciences Department Curricula Vitae

No abstract provided.

Vasoactive Drug Use In Children With Community Acquired Septic Shock In Australia And New Zealand, Elliot Long, Stephen Hearps, Amanda Williams, Ben Gelbart, Warwick Butt, Thomas Rozen, Sarah Mcnab, Meredith Borland, Simon Erickson, Shefali Jani, Marino Festa, Eunicia Tan, Natalie Phillips, Sainath Raman, Amit Kochar, Subodh Ganu, Simon Craig, Anna Lithgow, Arjun Rao, Emma Whyte, Stuart Dalziel, Shane George, Fran Balamuth, Scott Weiss, Nathan Kuppermann, Franz Babl

Department of Medicine Faculty Papers

BACKGROUND: Vasoactive agents are a critical supportive therapy for children with sepsis. We describe the choice and use patterns of vasoactive agents in children with sepsis.

METHODS: Prospective observational study conducted in 11 hospitals in Australia and New Zealand through the Paediatric Research in Emergency Departments International Collaborative (PREDICT) Network from April 2021 to December 2023. Children aged 0-< 18 years with suspected sepsis were included. Children admitted to hospital and treated with parenteral antibiotics and either 1) a provisional diagnosis of sepsis, and/or 2) treatment for suspected sepsis (fluid bolus to treat poor perfusion). The frequency and sequence of use of vasoactive agents, and contributors to the choice of initial vasoactive were collected.

FINDINGS: 6232 children with suspected sepsis were included; median age of 2.1 years (IQR 0.3-7.1 years), in-hospital mortality of 60 (1.0%), in whom a subset of 306 (4.9%) met Phoenix sepsis criteria. Vasoactive agents were used in 179 (2.9%) children overall …

Cv: Maria Josefina Natividad (Medical Assistant, Pharmacy Technican), Maria Josefina Natividad

Health Sciences Department Curricula Vitae

No abstract provided.

Diagnosis Of Platelet Dysfunction In Children: Clinical Predictors And Test Methods, Bhavya S. Doshi, Eric N. Thompson, Walter Faig, Abigail Wax, Amrom E. Obstfeld, Michele P. Lambert

Student Papers, Posters & Projects

Evaluation for platelet function disorders (PFD) in children is complicated by their limited exposure to hemostatic challenges, large volumes needed for light transmission aggregometry (LTA) testing, and limited data on the performance characteristics of whole-blood methods such as whole-blood impedance lumiaggregometry (WBILA). The objective of this study was to determine the clinical variables associated with the diagnosis of a PFD. A single-center, retrospective, cohort study of children evaluated for PFD was conducted. Medical charts were abstracted for demographics, medications, testing indications, bleeding sites and severity, and laboratory results. Univariate odds ratios (OR) and multivariable modeling were conducted for association of …

Effectiveness Of Acupressure At Different Ear Acupoints On Insomnia: A Secondary Analysis Of A Randomized Controlled Trial, Jingyu Zhang, Giulia Castelli, Aomei Shen, Junxin Li, Jennifer Kawi, Hulin Wu, Paul Christo, Claudia M Campbell, Johannes Thrul, Constance M Johnson, Nada Lukkahatai

Faculty, Staff and Student Publications

Introduction: Insomnia is highly prevalent among older adults with chronic low back pain (cLBP), contributing to a cycle of heightened pain sensitivity, impaired physical function, and reduced quality of life. Auricular Point Acupressure (APA), a nonpharmacologic intervention for pain, has shown emerging evidence of improving sleep. We compared the effectiveness of targeted APA (T-APA) versus non-targeted APA (NT-APA) on insomnia in older adults with cLBP.

Methods: This secondary analysis used data from a parent RCT, including 99 adults aged 60 or older with cLBP and clinical insomnia (Insomnia Severity Index [ISI]>7). Participants received four weeks of T-APA or NT-APA. …

Radiogenomic Profiling Of Prostate Tumors Prior To External Beam Radiotherapy Converges On A Transcriptomic Signature Of Tgf-Β Activity Driving Tumor Recurrence, Anson T. Ku, Uma Shankavaram, Shana Y. Trostel, Hong Zhang, Sumeyra Kartal, Houssein A. Sater, Stephanie A. Harmon, Nicole V. Carrabba, Yang Liu, Hyunnam Ryu, James A. Proudfoot, Boon Hao Hong, Bradford J. Wood, Peter A. Pinto, Peter L. Choyke, Mack Roach, Howard M. Sandler, Stephanie L. Pugh, Kenneth L. Zeitzer, Lucas C. Mendez, Nirav S. Kapadia, William A. Hall, Anand B. Desai, Radka S. Stoyanova, Alan Pollack, Elai Davicioni, Melvin L. K. Chua, Baris Turkbey, Adam G. Sowalsky, Deborah E. Citrin

Einstein Health Papers

PURPOSE: Clinical risk grouping based on PSA, tumor grade, and disease extent guides treatment intensity for localized prostate cancer. However, many patients with intermediate- or high-risk disease treated with external beam radiotherapy (EBRT) and androgen deprivation therapy (ADT) still develop biochemical recurrence (BCR). Early identification of patients at high risk for BCR could enable personalized treatment strategies.

EXPERIMENTAL DESIGN: We prospectively enrolled 29 patients with intermediate- or high-risk prostate cancer undergoing EBRT and ADT. Pretreatment biopsies (n = 60) underwent whole-transcriptome microarray and whole-exome sequencing. Patients received multiparametric MRI at baseline and 6 months after treatment, with a median follow-up …

Genomic Ascertainment Of Chek2 -Related Cancer Predisposition, Sunyoung Kim, Jung Kim, Mark Ramos, Jeremy Haley, Diane Smelser, H. Shanker Rao, Uyenlinh L. Mirshahi, Katherine L. Nathanson, Barry I. Graubard, Hormuzd A. Katki, David Carey, Douglas R. Stewart

School of Graduate Studies Faculty Publications

Importance: There is clear evidence that deleterious germline variants in CHEK2 increase risk for breast and prostate cancers; there is limited or conflicting evidence for other cancers. Objective: To quantify the prevalence of as well as cancer risk and survival associated with CHEK2 germline pathogenic and likely pathogenic variants using genomic ascertainment. Design, Setting, and Participants: This case-control study used 2 electronic health record-linked and exome-sequenced biobanks: UK Biobank (n = 469765) and Geisinger MyCode (adults only; n = 167050). Variants were classified according to American College of Medical Genetics and Genomics and the Association for Molecular Pathology criteria. Cases …

Extracellular Matrix-Mycaf Signatures Correlate With Resistance To Neoadjuvant Apd-L1 Immune Checkpoint Inhibition With Durvalumab + Metformin In Hpv+ Hnscc, Pablo Llerena, Hani Samarah, Kathryn Nunes, Zhao Lin, Kelly Bridgham, Sruti Tekumalla, Amiti Jain, Larry A. Harshyne, Sanket Kumar Shukla, Ioannis Vathiotis, Madalina Tuluc, Stacey Gargano, John R. Eisenbrey, Scott W Keith, David Cognetti, Voichita Bar-Ad, Adam J. Luginbuhl, Rita S. Axelrod, Rajanikanth Vadigepalli, Hushan Yang, Diana Whitaker-Menezes, Megan Roche, My G. Mahoney, Athanassios Argiris, Charalambos C. Solomides, Jennifer Johnson, Md, Mouadh Barbirou, Amanda Miller, Andrew P. South, Ramkrishna Mitra, Alban J Linnenbach, Ubaldo E. Martinez-Outshoorn, Joseph Curry

Department of Otolaryngology - Head and Neck Surgery Faculty Papers

PURPOSE: Immune checkpoint inhibitors (ICI) have demonstrated clinical benefit in head and neck squamous cell carcinoma (HNSCC); however, single-agent efficacy is limited, leaving significant unmet needs. Metformin may synergize with ICIs, offering promise to improve response rates. We leveraged multiomic data from a randomized, presurgical neoadjuvant trial (NCT03618654) evaluating a single infusion of the anti-PD-L1 ICI durvalumab with or without daily, standard dose metformin in previously untreated, nondiabetic patients with HNSCC to understand predictors of response and the effect of combination therapy.

PATIENTS AND METHODS: Clinical, pathologic, and correlative data were analyzed to investigate response and resistance mechanisms. We present …

Objective Vs. Perceived Maternal Smartphone Use And Observed Mother-Infant Interaction Quality, Alison K. Ventura, Lara N. Wolfers, Sarah M. Coyne, Rachel Pfafman, Sabrina Uva, Karla I. Ceja Almontes, Aniruddha S. Shinde, Adam M. Galovan, Brandon Mcdaniel

Health Services and Informatics Research

Introduction:

Prior research links maternal smartphone use to reduced sensitivity and responsiveness to infant cues, but emerging evidence suggests that mothers' perceptions of their smartphone use - such as feelings of empowerment or distress - may also shape the quality of mother-infant interactions. This study examined how both objective and perceived smartphone use related to mother-infant interaction quality in naturalistic settings.

Method:

Participants were 147 mother-infant dyads from a longitudinal study of smartphone use and infant development. When infants were 2 months old, mothers completed 5 days of ecological momentary assessment (EMA), reporting time spent with their infant, perceived smartphone-related …

Effect Of Implementing Safety Nursing Measures For Maintaining Fluid And Electrolyte Balance Among Critically Ill Patients With Acute Pancreatitis, Marwa Abdo

Nursing

Acute pancreatitis is a severe inflammatory condition that affects the pancreas and causes multiple organ failure. High rates of morbidity and mortality are caused by acute pancreatitis. Early fluid resuscitation, within the first 48 hrs., remains the hallmark for acute pancreatitis management. It lowers the incidence of pancreatic necrosis. Therefore, the foundation of treating acute pancreatitis in its early stages is safe fluid resuscitation. Aim: This study aims to evaluate the effect of implementing safety nursing measures for maintaining fluid and electrolyte balance among patients. Study design: A quasi-experimental research design was utilized in this study. Setting: This study was …

Impact Of Postoperative Intraocular Pressure Spikes On Outcomes Following Goniotomy: A Comparative Study Of Surgical Techniques, Wesam S. Shalaby, Steven L. Chang, Julia Yu, Teresa Horan, Sagar Shah, Shahin Hallaj, Marlene Moster, Reza Razeghinejad, Daniel Lee, Michael Pro, Aakriti Shukla, Ping Huang, Jonathan S. Myers, Tina Xia, Dilru Amarasekera

Wills Eye Hospital Papers

AIM AND BACKGROUND:To compare postoperative intraocular pressure (IOP) spikes and 1-year surgical success among goniotomy procedures: Kahook Dual Blade (KDB), OMNI, bent ab interno needle goniotomy (BANG), and gonioscopy-assisted transluminal trabeculotomy (GATT).

MATERIALS AND METHODS: This single-center, retrospective chart review included glaucoma patients ≥18 years, who underwent goniotomy from January 2021 to December 2022 with ≥3 months of follow-up. Primary outcomes were IOP spikes (≥10 mm Hg increase within 3 months) and 12-month surgical success (≥20% IOP and/or ≥1 medication reduction without further surgery). Secondary outcomes included IOP and medication changes.

RESULTS: Among 247 eyes (107 KDB, 63 OMNI, 77 …

Transdiagnostic Links Of Reward Processing In Obsessive-Compulsive Disorder And Depression, Kevin M Wagner, Matti Cervin, Jessica S C Cheng, Jasmine Arriaga, Vanessa Zavala Cruz, Dayan Berrones, Josselyn S Muñoz, Renee M Frederick, Jacey L Anderberg, Belinda E Núñez Bracho, Victor R Adorno, Leonardo F Fontenelle, Andrew D Wiese, Latin American Trans-Ancestry Initiative For Ocd Genomics (Latino), Brazilian Obsessive-Compulsive Spectrum Disorder Working Group (Gttoc), James J Crowley, Eric A Storch

Faculty, Staff and Students Publications

Objectives: Transdiagnostic models aim to uncover shared mechanisms across mental disorders. Reward responsiveness (the ability to experience pleasure from rewarding stimuli) is a plausible, yet underexplored, transdiagnostic mechanism linking obsessive-compulsive disorder (OCD) and depression. This study used network analysis to (1) examine how key reward responsiveness domains are interlinked in individuals with OCD and (2) explore how each domain is uniquely associated with OCD and depression.

Methods: A total of 1345 individuals with a history of OCD symptoms (ages 18-88, 71 % women) from Latino communities in the United States (including Puerto Rico) and nine Latin American countries completed validated …

Transient Neuromonitoring Changes And Delayed Vertebrobasilar Infarction Following Anterior Cervical Discectomy And Fusion: Illustrative Case, Jacob M. Chaisson, Jack A. Leoni, Ellery A. Hayden, Gabriel C. Tender, Amit K. Bhandutia

School of Medicine Faculty Publications

BACKGROUND: Anterior cervical discectomy and fusion (ACDF) is a common spinal procedure with a well-established safety profile. While direct vertebral artery injury is rare and typically recognized intraoperatively, delayed posterior circulation stroke is an even less common but major complication. In patients with risk factors for vascular disease, vascular stress from surgical manipulation may predispose them to thromboembolic events that are not immediately apparent. Transient intraoperative neuromonitoring (IONM) changes may represent early, underrecognized indicators of such vascular compromise. OBSERVATIONS: The authors present the case of a 61-year-old male who underwent elective three-level ACDF for degenerative cervical myelopathy. During cage placement, …

Low-Dimensional Signatures Of Neuronal Activity Associated With Long-Term Operant Conditioning In Aplysia, Sara Vanaki, Nicholas O Gonzalez, Curtis L Neveu, Yuto Momohara, Behnaam Aazhang, John H Byrne

Faculty, Staff and Student Publications

Operant conditioning is a form of learning in which a behavior is reinforced by reward. Operant conditioning has multiple temporal domains, ranging from short-term, lasting a few minutes, to long-term, persisting for at least 24 h. The extent to which short- and long-term operant conditioning memories rely on shared or separate neural mechanisms is poorly understood. Voltage-sensitive dye (VSD) imaging has been used previously to record the activity of a large number of neurons simultaneously in the buccal ganglion to measure changes in neuronal activity during short-term operant conditioning. We examined neuronal activity using VSD 24 h after operant conditioning …

Targeting Kinesin Family Member 20a Sensitizes Stem-Like Triple-Negative Breast Cancer Cells To Standard Chemotherapy, Yayoi Adachi, Weilong Chen, Cheng Zhang, Tao Wang, Nina Gildor, Rachel Shi, Haoyong Fu, Masashi Takeda, Qian Liang, Fangzhou Zhao, Hongyi Liu, Jun Fang, Jin Zhou, Hongwei Yao, Lianxin Hu, Shina Li, Lei Guo, Lin Xu, Ling Xie, Xian Chen, Chengheng Liao, Qing Zhang

Faculty, Staff and Student Publications

Triple-negative breast cancer (TNBC), being both aggressive and highly lethal, poses a major clinical challenge in terms of treatment. Its heterogeneity and lack of hormone receptors or HER2 expression further restrict the availability of targeted therapy. Breast cancer stem cells (BCSCs), known to fuel TNBC malignancy, are now being exploited as a vulnerability for TNBC treatment. Here, we dissected the transcriptome of BCSCs and identified kinesin family member 20A (KIF20A) as a key regulator of BCSC survival and TNBC tumorigenesis. Genetic depletion or pharmacological inhibition of KIF20A impairs BCSC viability and tumor initiation and development in vitro and in vivo. …

Itpr1 Autoantibody-Associated Autoimmunity As A Cause Of Newly Emerging Cognitive Decline Mimicking Alzheimer's Disease: Case Report And Brief Review Of The Literature, Nicolas Kunath, Hermod Arne Bollandsås Ramfjord, Elisabeth Volden Kvisvik, Marton Konyves-Kolonics, Gøril Rolfseng Grøntvedt, Irina I Serysheva, Lars Komorowski, Brigitte Wildemann, Sven Jarius

Faculty, Staff and Student Publications

Background: Since its first description in 2014, anti-inositol 1,4,5-trisphosphate receptor type 1 (ITPR1, also termed IP3R1) autoimmunity has been recognized as causing a clinically heterogeneous spectrum of symptoms. While first described in patients with autoimmune cerebellar ataxia, this facultative paraneoplastic disease has been associated also with peripheral neuropathy, dysautonomia, sleep disorders, neuropsychiatric/psychotic symptoms, and cognitive decline.

Methods: Retrospective case study.

Results: We report the case of a 58-year-old patient who was admitted with acute confusion, rapidly progressive cognitive decline, and hallucinations. A history of mild cognitive impairment over several years and low cerebrospinal fluid (CSF) amyloid beta-42 and elevated CSF …

Protocol For Isolation Of Lipid Droplets And Mitochondria From Acute Myeloid Leukemia Cells For Lipidomic Analysis, Ran Zhao, Liang Zhang, Shuxin Dong, Kazuharu Kamachi, Saurabh Kumar Gupta, Hiroki Akiyama, Jalen Nguyen, G Lavender Hackman, Michael Andreeff, Alessia Lodi, Jo Ishizawa

Faculty, Staff and Student Publications

Lipid droplets (LDs) are dynamic organelles critical for lipid and energy homeostasis. LD dysregulation is implicated in various diseases, including acute myeloid leukemia (AML), which exhibits aberrant lipid metabolism and chemoresistance. Here, we describe an effective protocol for the co-isolation of LDs and mitochondria from lipid-deficient cell types, e.g., AML cells. We detail procedures for the isolation, quality verification, and results from mass spectrometry-based lipidomic analysis. This protocol enables the functional study of organellar lipidomic regulation in AML.

Development Of Broadly Protective Vaccines Against New World Arenaviruses, Brian B. Gowen

Funded Research Records

No abstract provided.

Loss Of Mfap5 And Its Effect On Skin Homeostasis And Wound Healing, Chen Han, Heidi Yuan, Timothy J Koh, Lin Chen, Robert P Mecham, Luisa A Dipietro

2020-Current year OA Pubs

MFAP5, also known as microfibrillar-associated glycoprotein-2 (MAGP2), may influence parameters of skin wound healing related to scar formation. To further elucidate its role in skin wound healing, we assessed skin wound repair in Mfap5

Mrna Vaccines Encoding Variant Forms Of Sm-Tsp-2 Confer Protective Immunity Against Schistosoma Mansoni, Athos Silva De Oliveira, Sevan Alwan, Philip T Loverde, Ramiz Shaheed, Pranav Mandyam, Rakesh Adhikari, Peter Hotez, Maria Elena Bottazzi, Jeroen Pollet

Faculty, Staff and Students Publications

This study explored the development and evaluation of mRNA vaccine candidates targeting Schistosoma mansoni tetraspanin-2 (Sm-TSP-2). We designed constructs encoding either full-length Sm-TSP-2, or its large extracellular loop (EC2) domain in secretory, membrane-anchored, or cytosolic forms. In a murine model, the secreted and membrane-anchored versions of Sm-TSP-2-EC2 induced the highest antigen-specific antibody titers. These two construct designs, along with full-length Sm-TSP-2 mRNA, also significantly reduced adult worm and egg burden compared to controls. The membrane-anchored Sm-TSP-2-EC2 mRNA was the most effective, lowering worm and egg burdens by 66.7% and 66.9%, respectively. Protective responses induced by the mRNA vaccines were comparable …

Facts And Hopes Of Chimeric Antigen Receptor-Redirected Nk T Cells, Amy N Courtney, Xin Zhou, Gengwen Tian, Ying Wang, Leonid S Metelitsa, Gianpietro Dotti

Faculty, Staff and Students Publications

Chimeric antigen receptor (CAR)-engineered invariant NK T cells (CAR-NKT) are a novel cell platform for cancer immunotherapy. Unlike conventional T cells, NKTs are characterized by innate antitumor properties, minimal alloreactivity, and a unique ability to modulate the tumor microenvironment. This article provides a comprehensive overview of preclinical and early clinical studies evaluating CAR-NKTs in both autologous and allogeneic clinical settings. We discuss the contributions of CAR signaling domains, cytokine coexpression, and other functional measures that correlate with CAR-NKT persistence, function, and metabolic fitness. We also discuss the critical role of immunocompetent animal models in elucidating the interactions of CAR-NKTs with …

Mitochondrial Complex Ii Orchestrates Divergent Effects In Cd4+ And Cd8+ T Cells, Keisuke Seike, Shih-Chun A Chu, Yuichi Sumii, Takashi Ikeda, Meng-Chih Wu, Laure Maneix, Dongchang Zhao, Yaping Sun, Marcin Cieslik, Pavan Reddy

Faculty, Staff and Students Publications

Mitochondrial metabolism orchestrates T cell functions, yet the role of specific mitochondrial components in distinct T cell subsets remains poorly understood. Here, we explored the role of mitochondrial complex II (MC II), the only complex from the electron transport chain (ETC) that plays a role in both ETC and metabolism, in regulating T cell functions. Surprisingly, MC II exerts divergent effects on CD4+ and CD8+ T cell activation and function. Using T cell-specific MC II subunit, succinate dehydrogenase A-deficient (SDHA-deficient) mice, we integrated single-cell RNA-seq and metabolic profiling, with in vitro and in vivo T cell functional assays to illuminate …

A Long Non-Coding Rna Leat1 Mediates The Hormone Responsiveness Of Efnb2 During Male Urogenital Development, Deidre Mattiske, Pascal Bernard, Paul E Gradie, Richard R Behringer, Paul A Overbeek, Rachel J O'Neill, Tiffany Phillips, Melanie Stewart, Neil Youngson, Gerard Tarulli, Andrew J Pask

Faculty, Staff and Students Publications

The novel long non-coding RNA (lncRNA) Leat1 is extraordinarily conserved in both its location (syntenic with EfnB2, an essential gene in anogenital patterning) and sequence. Here we show that Leat1 is upregulated following the production of testosterone from the developing testis in mice and interacts with EfnB2, positively regulating its expression. Leat1 expression is suppressed by estrogen, which in turn suppresses the expression of EfnB2. Moreover, the loss of Leat1 leads to reduced EfnB2, resulting in a severe hypospadias phenotype. The human LEAT1 gene is also co-expressed with EFNB2 in the developing human penis, suggesting a conserved function for this …

Spinach (Spinacia Oleracea L) Flavonoids Are Hydrolyzed During Digestion And Their Bioaccessibility Is Under Stronger Genetic Control Than Raw Material Content, Michael P Dzakovich, Alvin L Tak, Elaine A Le, Rachel P Dang, Benjamin W Redan, Geoffrey A Dubrow

Children’s Nutrition Research Center Staff Publications

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Methylation-Based Signature To Distinguish Indolent And Aggressive Prostate Cancer, Muheng Liao, Jace Webster, Amy Ly, Emily Rozycki, Christopher A Maher

2020-Current year OA Pubs

Prostate cancer management faces significant challenges in distinguishing indolent from aggressive disease, particularly since most patients are intermediate-risk and therefore hinders the ability to recommend standardized treatment recommendations. Moreover, current prognostic tools including Gleason scoring and tumor staging demonstrate limited accuracy for predicting disease progression and tumor recurrence. DNA methylation serves as a stable epigenetic modification that directly regulates gene expression, making it an ideal biomarker for cancer prognosis. Therefore, this study leveraged whole-genome enzymatic methylation sequencing on 120 patients to develop a novel prognostic signature for aggressive prostate cancer progression. We analyzed 20,849 differentially methylated regions (DMRs) and employed …

Structural Basis For Genome-Wide Site-Specific Dna Recognition By Nuclear Factor Ia, Ci Zhu, Ding Xiao, Zhipu Luo, Jie Zhang, Shuang Liu, Yueyu Wang, Xi Chen, Hejin Xiao, Xiaofeng Li, Juyu Tang, Xianyang Fang, Jie Shen, He Song

2020-Current year OA Pubs

Nuclear Factor IA, a member of the long-studied Nuclear Factor I family of DNA-binding proteins, plays pivotal roles in development and metabolism. Dysregulation or loss of Nuclear Factor IA is associated with severe neurological defects in humans and disruptions in fatty acid metabolism linked to conditions such as osteoarthritis. Despite extensive study, the DNA recognition mechanism of Nuclear Factor I family proteins remains unresolved. Previous studies have proposed that these proteins dimerize via their DNA-binding domains to bind TGGCA-containing dyad sequences. In this study, we demonstrate that both full-length Nuclear Factor IA and its isolated DNA-binding domain are monomeric in …

Superior Transplant Recipient Outcome Prediction And Pathology Assessment Using Rapid Deep Learning Applied To Procurement Kidney Biopsies, Joseph P Gaut, Jon N Marsh, Ling Chen, Fan Zhang, Xiaobing Yu, Parker Wilson, Ta-Chiang Liu, S Joshua Swamidass

2020-Current year OA Pubs

Evaluating the suitability of deceased organ donor kidneys relies on clinical, laboratory, and biopsy data. Pathologist quantitation of glomerulosclerosis is a critical histologic parameter used in the decision to transplant. This is an arduous task with modest reproducibility and inconsistent correlation with graft outcomes. Prior work shows that deep learning methods automate glomerulosclerosis quantitation with performance superior to on-call pathologists. Extending beyond this prior work, in this study we find that deep learning glomerulosclerosis quantitation better correlates with graft outcomes. A customized and updated deep learning model was used to analyze 691 procurement biopsies of transplanted kidneys with an average …

Biophysical Simulation Enables Segmentation And Nervous System Atlas Mapping For Image First Spatial Omics, Lina Mohammed Ali, Aldrin Kay Yuen Yim, Emanuel Gerbi, Thien Nguyen, Nicholas Tu, Faith Ikede, Remi Sampaleanu, Diana Grigore, Jason Waligorski, Colin Kremitzki, Liya Yuan, Wendy Dong, Robi Mitra, Jeffrey Milbrandt, William Buchser

2020-Current year OA Pubs

Spatial omics (SO) produces high-definition mapping of subcellular molecules within tissue samples. Mapping transcripts to anatomical regions requires segmentation, but this remains challenging in tissue cross-sections with tubular structures like axons in peripheral nerve or spinal cord. Neural networks could address misidentification but are hindered by the need for extensive human annotations. We present SiDoLa-NS (Simulate, Don't Label-Nervous System), an image-driven (top-down) approach to SO analysis in the nervous system. We utilize biophysical properties of tissue architectures to design synthetic images of tissue samples, eliminating reliance on manual annotation and enabling scalable training data generation. With synthetic samples, we trained …