Biomedical Informatics Commons^™

Unveiling Gene Interactions In Alzheimer's Disease By Integrating Genetic And Epigenetic Data With A Network-Based Approach, Keith L Sanders, Astrid M Manuel, Andi Liu, Boyan Leng, Xiangning Chen, Zhongming Zhao

Faculty, Staff and Student Publications

Alzheimer’s Disease (AD) is a complex disease and the leading cause of dementia in older people. We aimed to uncover aspects of AD’s pathogenesis that may contribute to drug repurposing efforts by integrating DNA methylation and genetic data. Implementing the network-based tool, a dense module search of genome-wide association studies (dmGWAS), we integrated a large-scale GWAS dataset with DNA methylation data to identify gene network modules associated with AD. Our analysis yielded 286 significant gene network modules. Notably, the foremost module included the BIN1 gene, showing the largest GWAS signal, and the GNAS gene, the most significantly hypermethylated. We conducted …

Digital Health Technologies For High-Risk Pregnancy Management: Three Case Studies Using Digilego Framework, Sahiti Myneni, Alexandra Zingg, Tavleen Singh, Angela Ross, Amy Franklin, Deevakar Rogith, Jerrie Refuerzo

Faculty, Staff and Student Publications

OBJECTIVE: High-risk pregnancy (HRP) conditions such as gestational diabetes mellitus (GDM), hypertension (HTN), and peripartum depression (PPD) affect maternal and neonatal health. Patient engagement is critical for effective HRP management (HRPM). While digital technologies and analytics hold promise, emerging research indicates limited and suboptimal support offered by the highly prevalent pregnancy digital solutions within the commercial marketplace. In this article, we describe our efforts to develop a portfolio of digital products leveraging advances in social computing, data science, and digital health.

METHODS: We describe three studies that leverage core methods from

RESULTS: Scalable social computing models using deep learning classifiers …

Identification Of Novel F2-Isoprostane Metabolites By Specific Udp-Glucuronosyltransferases, Ginger L Milne, Marina S Nogueira, Benlian Gao, Stephanie C Sanchez, Warda Amin, Sarah Thomas, Camille Oger, Jean-Marie Galano, Harvey J Murff, Gong Yang, Thierry Durand

Faculty, Staff and Student Publications

UDP-glucuronosyltransferases (UGTs) catalyze the conjugation of glucuronic acid with endogenous and exogenous lipophilic small molecules to facilitate their inactivation and excretion from the body. This represents approximately 35 % of all phase II metabolic transformations. Fatty acids and their oxidized eicosanoid derivatives can be metabolized by UGTs. F2-isoprostanes (F2-IsoPs) are eicosanoids formed from the free radical oxidation of arachidonic acid. These molecules are potent vasoconstrictors and are widely used as biomarkers of endogenous oxidative damage. An increasing body of evidence demonstrates the efficacy of measuring the β-oxidation metabolites of F2-IsoPs rather than the unmetabolized F2-IsoPs to quantify oxidative damage in …

Social And Behavior Factors Of Alzheimer's Disease And Related Dementias: A National Study In The Us, David Ciciora, Elizabeth Vásquez, Edward Valachovic, Lifang Hou, Yinan Zheng, Hua Xu, Xiaoqian Jiang, Kun Huang, Kelley Pettee Gabriel, Hong-Wen Deng, Mary P Gallant, Kai Zhang

Faculty, Staff and Student Publications

Introduction: Considerable research has linked many risk factors to Alzheimer's Disease and Related Dementias (ADRD). Without a clear etiology of ADRD, it is advantageous to rank the known risk factors by their importance and determine if disparities exist. Statistical-based ranking can provide insight into which risk factors should be further evaluated.

Methods: This observational, population-based study assessed 50 county-level measures and estimates related to ADRD in 3,155 counties in the U.S. using data from 2010 to 2021. Statistical analysis was performed in 2022-2023. The machine learning method, eXtreme Gradient Boosting, was utilized to rank the importance of these variables by …

Icos Costimulation In Combination With Ctla-4 Blockade Remodels Tumor-Associated Macrophages Toward An Antitumor Phenotype, Naveen Sharma, Xiaozhou Fan, Oluwatomisin T Atolagbe, Zhongqi Ge, Kelly N Dao, Padmanee Sharma, James P Allison

Faculty, Staff and Student Publications

We have previously demonstrated synergy between ICOS costimulation (IVAX; ICOSL-transduced B16-F10 cellular vaccine) and CTLA-4 blockade in antitumor therapy. In this study, we employed CyTOF and single-cell RNA sequencing and observed significant remodeling of the lymphoid and myeloid compartments in combination therapy. Compared with anti-CTLA-4 monotherapy, the combination therapy enriched Th1 CD4 T cells, effector CD8 T cells, and M1-like antitumor proinflammatory macrophages. These macrophages were critical to the therapeutic efficacy of anti-CTLA-4 combined with IVAX or anti-PD-1. Macrophage depletion with clodronate reduced the tumor-infiltrating effector CD4 and CD8 T cells, impairing their antitumor functions. Furthermore, the recruitment and polarization …

Deep Learning To Predict Rapid Progression Of Alzheimer's Disease From Pooled Clinical Trials: A Retrospective Study, Xiaotian Ma, Madison Shyer, Kristofer Harris, Dulin Wang, Yu-Chun Hsu, Christine Farrell, Nathan Goodwin, Sahar Anjum, Avram S Bukhbinder, Sarah Dean, Tanveer Khan, David Hunter, Paul E Schulz, Xiaoqian Jiang, Yejin Kim

Faculty, Staff and Student Publications

The rate of progression of Alzheimer's disease (AD) differs dramatically between patients. Identifying the most is critical because when their numbers differ between treated and control groups, it distorts the outcome, making it impossible to tell whether the treatment was beneficial. Much recent effort, then, has gone into identifying RPs. We pooled de-identified placebo-arm data of three randomized controlled trials (RCTs), EXPEDITION, EXPEDITION 2, and EXPEDITION 3, provided by Eli Lilly and Company. After processing, the data included 1603 mild-to-moderate AD patients with 80 weeks of longitudinal observations on neurocognitive health, brain volumes, and amyloid-beta (Aβ) levels. RPs were defined …

In Vitro Activity Of Cefepime/Taniborbactam And Comparator Agents Against Gram-Negative Bacterial Bloodstream Pathogens Recovered From Patients With Cancer, Bahgat Gerges, Joel Rosenblatt, Y-Lan Truong, Ying Jiang, Samuel A Shelburne, Anne-Marie Chaftari, Ray Hachem, Issam Raad

Faculty, Staff and Student Publications

BACKGROUND: Taniborbactam is a β-lactamase inhibitor that, when combined with cefepime, may offer a potential treatment option for patients with serious and resistant Gram-negative bacterial (GNB) pathogens.

OBJECTIVES: This study evaluated

METHODS: A total of 270 GNB pathogens (2019-23) isolated from patients with cancer were tested against cefepime/taniborbactam and comparator agents commonly used for these patients. CLSI-approved broth microdilution methods were used. MIC

RESULTS: Cefepime/taniborbactam showed highly potent activity against tested Enterobacterales, including isolates producing ESBLs and carbapenem-resistant Enterobacterales. At a provisional breakpoint of ≤16/4 mg/L, cefepime/taniborbactam inhibited most tested species of GNB pathogens, with overall 98.9% susceptibility, which was …

Cancer Statistics In Korea: Incidence, Mortality, Survival, And Prevalence In 2021, Eun Hye Park, Kyu-Won Jung, Nam Ju Park, Mee Joo Kang, E Hwa Yun, Hye-Jin Kim, Jeong-Eun Kim, Hyun-Joo Kong, Jeong-Soo Im, Hong Gwan Seo

Faculty, Staff and Student Publications

PURPOSE: The current study provides national cancer statistics and their secular trends in Korea, including incidence, mortality, survival, and prevalence in 2021.

MATERIALS AND METHODS: Incidence, survival, and prevalence rates of cancer were calculated using the Korea National Cancer Incidence Database, from 1999 to 2021, with survival follow-up until December 31, 2022. Deaths from cancer were assessed using causes-of-death data obtained from Statistics Korea.

RESULTS: The number of new cancer diagnoses in 2021 increased by 27,002 cases (10.8%) compared to 2020. In 2021, newly diagnosed cancer cases and deaths from cancer were reported as 277,523 (age-standardized rate [ASR], 289.3 per …

Prediction Of Cancer Incidence And Mortality In Korea, 2024, Kyu-Won Jung, Mee Joo Kang, Eun Hye Park, E Hwa Yun, Hye-Jin Kim, Jeong-Eun Kim, Hyun-Joo Kong, Jeong-Soo Im, Hong Gwan Seo

Faculty, Staff and Student Publications

PURPOSE: This study aimed to report the projected cancer incidence and mortality for the year 2024 to estimate Korea's current cancer burden.

MATERIALS AND METHODS: Cancer incidence data from 1999 to 2021 were obtained from the Korea National Cancer Incidence Database, and cancer mortality data from 1993 to 2022 were acquired from Statistics Korea. Cancer incidence and mortality were projected by fitting a linear regression model to observed age-specific cancer rates against their respective years and multiplying the projected age-specific rates by the anticipated age-specific population for 2024. A joinpoint regression model was used to determine the year in which …

E-Cadherin Loss Drives Diffuse-Type Gastric Tumorigenesis Via Ezh2-Mediated Reprogramming, Gengyi Zou, Yuanjian Huang, Shengzhe Zhang, Kyung-Pil Ko, Bongjun Kim, Jie Zhang, Vishwa Venkatesan, Melissa P Pizzi, Yibo Fan, Sohee Jun, Na Niu, Huamin Wang, Shumei Song, Jaffer A Ajani, Jae-Il Park

Faculty, Staff and Student Publications

Diffuse-type gastric adenocarcinoma (DGAC) is a deadly cancer often diagnosed late and resistant to treatment. While hereditary DGAC is linked to CDH1 mutations, the role of CDH1/E-cadherin inactivation in sporadic DGAC tumorigenesis remains elusive. We discovered CDH1 inactivation in a subset of DGAC patient tumors. Analyzing single-cell transcriptomes in malignant ascites, we identified two DGAC subtypes: DGAC1 (CDH1 loss) and DGAC2 (lacking immune response). DGAC1 displayed distinct molecular signatures, activated DGAC-related pathways, and an abundance of exhausted T cells in ascites. Genetically engineered murine gastric organoids showed that Cdh1 knock-out (KO), KrasG12D, Trp53 KO (EKP) accelerates tumorigenesis with immune evasion …

Protective Effects Of The Postbiotic Lactobacillus Plantarum Md35 On Bone Loss In An Ovariectomized Mice Model, Ju-Yeong Myeong, Hye-Yeon Jung, Hyo-Seok Chae, Hyang Hyun Cho, Don-Kyu Kim, You-Jee Jang, Jae-Il Park

Faculty, Staff and Student Publications

Postmenopausal osteoporosis is caused by estrogen deficiency, which impairs bone homeostasis, resulting in increased osteoclastic resorption without a corresponding increase in osteoblastic activity. Postbiotics have several therapeutic properties, including anti-obesity, anti-diabetic, anti-inflammatory, and anti-osteoporotic effects. However, the beneficial effects of the postbiotic MD35 of Lactobacillus plantarum on bone have not been studied. In this study, we demonstrated that the postbiotic L. plantarum MD35, isolated from young radish water kimchi, influences osteoclast differentiation in mouse bone marrow-derived macrophage (BMM) culture. In addition, it was effective protecting against estrogen deficiency-induced bone loss in ovariectomized (OVX) mice, an animal model of postmenopausal osteoporosis. …

Clinical Efficacy Of Blood Derivatives On Wound Healing: A Systematic Review And Network Meta-Analysis, Yanhong Wu, Guang Peng, Yuzhi Wang, Jianwu Chen, Bin Zhang, Jianbing Tang, Biao Cheng

Faculty, Staff and Student Publications

This study aims to evaluate the clinical effects of different blood derivatives on wound healing using network meta-analysis. PubMed, Embase, OVID, Web of Science, SCOPUS and Cochrane Central were searched to obtain studies about blood derivatives on wound healing until October 2023. R 4.2.0 and Stata 15.0 softwares were used for data analysis. Forty-four studies comprising 5164 patients were included. The results of network meta-analysis showed that the healing area from high to low was GF + ORCCB, ORCCB, GF, PRF, Unnas paste dressing, APG, PRP injection, PRP, PRP + thrombin gel, PPP, HPL, CT. The healing time from low …

Cranio-Cervical Abnormalities In Moderate-To-Severe Osteogenesis Imperfecta – Genotypic And Phenotypic Determinants, Juliana Marulanda, Jean-Marc Retrouvey, Brendan Lee, V Reid Sutton, Frank Rauch, Michelle Briner

Faculty, Staff and Students Publications

INTRODUCTION: Cranio-cervical anomalies are significant complications of osteogenesis imperfecta (OI), a rare bone fragility disorder that is usually caused by mutations in collagen type I encoding genes.

OBJECTIVE: To assess cranio-cervical anomalies and associated clinical findings in patients with moderate-to-severe OI using 3D cone beam computed tomography (CBCT) scans.

METHODS: Cross-sectional analysis of CBCT scans in 52 individuals with OI (age 10-37 years; 32 females) and 40 healthy controls (age 10-32 years; 26 females). Individuals with a diagnosis of OI type III (severe, n = 11), type IV (moderate, n = 33) and non-collagen OI (n = 8) were recruited …

Systemic Neutrophil Gelatinase-Associated Lipocalin Alterations In Chronic Pancreatitis: A Multicenter, Cross-Sectional Study, Kristyn Gumpper-Fedus, Kaylin Chasser, Valentina Pita-Grisanti, Molly Torok, Timothy Pfau, Thomas A Mace, Rachel M Cole, Martha A Belury, Stacey Culp, Phil A Hart, Somashekar G Krishna, Luis F Lara, Mitchell L Ramsey, William Fisher, Evan L Fogel, Chris E Forsmark, Liang Li, Stephen Pandol, Walter G Park, Jose Serrano, Stephen K Van Den Eeden, Santhi Swaroop Vege, Dhiraj Yadav, Darwin L Conwell, Zobeida Cruz-Monserrate, Consortium For The Study Of Chronic Pancreatitis, Diabetes, And Pancreatic Cancer (Cpdpc)

Faculty, Staff and Student Publications

Introduction: Chronic pancreatitis (CP) is a progressive fibroinflammatory disorder lacking therapies and biomarkers. Neutrophil gelatinase-associated lipocalin (NGAL) is a proinflammatory cytokine elevated during inflammation that binds fatty acids (FAs) such as linoleic acid. We hypothesized that systemic NGAL could serve as a biomarker for CP and, with FAs, provide insights into inflammatory and metabolic alterations.

Methods: NGAL was measured by immunoassay, and FA composition was measured by gas chromatography in plasma (n = 171) from a multicenter study, including controls (n = 50), acute and recurrent acute pancreatitis (AP/RAP) (n = 71), and CP (n = 50). Peripheral blood mononuclear …

The Design Of A Quality Improvement Dashboard For Monitoring Spinal Cord And Column Injuries, Zahra Azadmanjir, Mohsen Sadeghi-Naini, Mohammad Dashtkoohi, Maziar Moradi-Lakeh, Jalil Arabkheradmand, James Harrop, Vafa Rahimi-Movaghar

Department of Neurosurgery Faculty Papers

Background: Interactive dashboards are a powerful tool for dynamic visualization and monitoring of patient performance and serve as a useful to for optimal decision-making. The National Spinal Column and Cord Injury Registry of Iran (NSCIR-IR) was designed to efficiently display and broadcast important patient care data. This has been achieved through an electronic dashboard display (graph and visual displays), rather than traditional static paper reports (text). Objectives: The objective of this study was to design and develop an electronic visual dashboard as a display system to monitor the quality of care in the NSCIR-IR collaborating centers. Methods: The indicators chosen …

Premastectomy Radiotherapy And Immediate Breast Reconstruction: A Randomized Clinical Trial, Mark V Schaverien, Puneet Singh, Benjamin D Smith, Wei Qiao, Catherine L Akay, Elizabeth S Bloom, Mariana Chavez-Macgregor, Carrie K Chu, Mark W Clemens, Jessica S Colen, Richard A Ehlers, Rosa F Hwang, Melissa M Joyner, Rene D Largo, Alexander F Mericli, Melissa P Mitchell, John W Shuck, Nina Tamirisa, Debasish Tripathy, Mark T Villa, Wendy A Woodward, Rensi Zacharia, Henry M Kuerer, Karen E Hoffman

Faculty, Staff and Student Publications

Importance: Premastectomy radiotherapy (PreMRT) is a new treatment sequence to avoid the adverse effects of radiotherapy on the final breast reconstruction while achieving the benefits of immediate breast reconstruction (IMBR).

Objective: To evaluate outcomes among patients who received PreMRT and regional nodal irradiation (RNI) followed by mastectomy and IMBR.

Design, setting, and participants: This was a phase 2 single-center randomized clinical trial conducted between August 3, 2018, and August 2, 2022, evaluating the feasibility and safety of PreMRT and RNI (including internal mammary lymph nodes). Patients with cT0-T3, N0-N3b breast cancer and a recommendation for radiotherapy were eligible.

Intervention: This …

Final Report Of The Phase Ii Next/Cns-Gct-4 Trial: Gempox Followed By Marrow-Ablative Chemotherapy For Recurrent Intracranial Germ Cell Tumors, Margaret Shatara, Megan Blue, Joseph Stanek, Yin A Liu, Daniel M Prevedello, Pierre Giglio, Vinay K Puduvalli, Sharon L Gardner, Jeffrey C Allen, Kenneth K Wong, Marvin D Nelson, Floyd H Gilles, Roberta H Adams, Jasmine Pauly, Katrina O'Halloran, Ashley S Margol, Girish Dhall, Jonathan L Finlay

Faculty, Staff and Student Publications

Background: Patients with relapsed intracranial germinoma can achieve durable remission with standard chemotherapy regimens and/or reirradiation; however, innovative therapies are required for patients with relapsed and/or refractory intracranial nongerminomatous germ cell tumors (NGGCTs) due to their poor prognosis. Improved outcomes have been reported using reinduction chemotherapy to achieve minimal residual disease, followed by marrow-ablative chemotherapy (HDCx) with autologous hematopoietic progenitor cell rescue (AuHPCR). We conducted a phase II trial evaluating the response and toxicity of a 3-drug combination developed for recurrent intracranial germ cell tumors consisting of gemcitabine, paclitaxel, and oxaliplatin (GemPOx).

Methods: A total of 9 patients with confirmed …

The Tudor-Knot Domain Of Kat5 Regulates Nucleosomal Substrate Acetylation, Fan Xuan, Hongwen Xuan, Mengying Huang, Wei He, Han Xu, Xiaobing Shi, Hong Wen

Faculty, Staff and Student Publications

The lysine acetyltransferase KAT5 is a pivotal enzyme responsible for catalyzing histone H4 acetylation in cells. In addition to its indispensable HAT domain, KAT5 also encompasses a conserved Tudor-knot domain at its N-terminus. However, the function of this domain remains elusive, with conflicting findings regarding its role as a histone reader. In our study, we have employed a CRISPR tiling array approach and unveiled the Tudor-knot motif as an essential domain for cell survival. The Tudor-knot domain does not bind to histone tails and is not required for KAT5's chromatin occupancy. However, its absence leads to a global reduction in …

Identifying Cancer Subtypes Based On Embryonic And Hematopoietic Stem Cell Signatures In Pan-Cancer, Jiali Lei, Jiangti Luo, Qian Liu, Xiaosheng Wang

Faculty, Staff and Student Publications

Purpose: Cancer cells with stem cell-like properties may contribute to cancer development and therapy resistance. The advancement of multi-omics technology has sparked interest in exploring cancer stemness from a multi-omics perspective. However, there is a limited number of studies that have attempted to subtype cancer by combining different types of stem cell signatures.

Methods: In this study, 10,323 cancer specimens from 33 TCGA cancer types were clustered based on the enrichment scores of six stemness gene sets, representing two types of stem cell backgrounds: embryonic stem cells (ESCs) and hematopoietic stem cells (HSCs).

Results: We identified four subtypes of pan-cancer, …

Druggable Site Near The Upper Vestibule Determines The High Affinity And P2x3 Homotrimer Selectivity Of Sivopixant/S-600918 And Its Analogue Ddtpa, Dong-Ping Wang, Meng Zhang, Ming Li, Xiao-Na Yang, Changzhu Li, Peng Cao, Michael X Zhu, Yun Tian, Ye Yu, Yun-Tao Lei

Faculty, Staff and Student Publications

Background and purpose: The P2X3 receptor, a trimeric ionotropic purinergic receptor, has emerged as a potential therapeutic target for refractory chronic cough (RCC). Nevertheless, gefapixant/AF-219, the only marketed P2X3 receptor antagonist, might lead taste disorders by modulating the human P2X2/3 (hP2X2/3) heterotrimer. Hence, in RCC drug development, compounds exhibiting strong affinity for the hP2X3 homotrimer and a weak affinity for the hP2X2/3 heterotrimer hold promise. An example of such a molecule is sivopixant/S-600918, a clinical Phase II RCC candidate with a reduced incidence of taste disturbance compared to gefapixant. Sivopixant and its analogue, (3-(4-([3-chloro-4-isopropoxyphenyl]amino)-3-(4-methylbenzyl)-2,6-dioxo-3,6-dihydro-1,3,5-triazin-1(2H)-yl)propanoic acid (DDTPA), exhibit both high affinity …

Flexible Bayesian Product Mixture Models For Vector Autoregressions, Suprateek Kundu, Joshua Lukemire

Faculty, Staff and Student Publications

Bayesian non-parametric methods based on Dirichlet process mixtures have seen tremendous success in various domains and are appealing in being able to borrow information by clustering samples that share identical parameters. However, such methods can face hurdles in heterogeneous settings where objects are expected to cluster only along a subset of axes or where clusters of samples share only a subset of identical parameters. We overcome such limitations by developing a novel class of product of Dirichlet process location-scale mixtures that enables independent clustering at multiple scales, which results in varying levels of information sharing across samples. First, we develop …

Fear Antiviral Response Pathway Is Independent Of Interferons And Countered By Poxvirus Proteins, Emily A Rex, Dahee Seo, Sruthi Chappidi, Chelsea Pinkham, Sabrynna Brito Oliveira, Aaron Embry, David Heisler, Yang Liu, Moiz Munir, Karolin Luger, Neal M Alto, Flávio Guimarães Da Fonseca, Robert Orchard, Dustin C Hancks, Don B Gammon

Faculty, Staff and Student Publications

The human facilitates chromatin transcription (FACT) complex is a chromatin remodeller composed of human suppressor of Ty 16 homologue (hSpt16) and structure-specific recognition protein-1 subunits that regulates cellular gene expression. Whether FACT regulates host responses to infection remained unclear. We identify a FACT-mediated, interferon-independent, antiviral pathway that restricts poxvirus replication. Cell culture and bioinformatics approaches suggest that early viral gene expression triggers nuclear accumulation of SUMOylated hSpt16 subunits required for the expression of E26 transformation-specific sequence-1 (ETS-1)-a transcription factor that activates virus restriction programs. However, biochemical studies show that poxvirus-encoded A51R proteins block ETS-1 expression by outcompeting structure-specific recognition protein-1 …

Cytokine Release By Microglia Exposed To Neurologic Injury Is Amplified By Lipopolysaccharide, Michael C Scott, Olivia Leblanc, Harper Day, Candice Haase, Scott D Olson, Charles S Cox

Faculty, Staff and Student Publications

Introduction: Traumatic brain injury (TBI) is a leading cause of death and morbidity in the trauma population. Microglia drive the secondary neuroinflammatory response after TBI. We sought to determine if the microglial response to neurologic injury was exacerbated by a second stimulus after exposure to neurologic injury.

Methods: Sprague-Dawley rats (age 2-3 wk) were divided into injured and noninjured groups. Injured rats underwent a controlled cortical impact injury; noninjured rats remained naïve to any injury and served as the control group. Primary rat microglia were isolated and applied to in vitro cultures. After incubation for 24 h, the microglia were …

Delta Radiomic Features Predict Resection Margin Status And Overall Survival In Neoadjuvant-Treated Pancreatic Cancer Patients, Kai Wang, John D Karalis, Ahmed Elamir, Alessandro Bifolco, Megan Wachsmann, Giovanni Capretti, Paola Spaggiari, Sebastian Enrico, Kishore Balasubramanian, Nafeesah Fatimah, Giada Pontecorvi, Martina Nebbia, Adam Yopp, Ravi Kaza, Ivan Pedrosa, Herbert Zeh, Patricio Polanco, Alessandro Zerbi, Jing Wang, Todd Aguilera, Matteo Ligorio

Faculty, Staff and Student Publications

Background: Neoadjuvant therapy (NAT) emerged as the standard of care for patients with pancreatic ductal adenocarcinoma (PDAC) who undergo surgery; however, surgery is morbid, and tools to predict resection margin status (RMS) and prognosis in the preoperative setting are needed. Radiomic models, specifically delta radiomic features (DRFs), may provide insight into treatment dynamics to improve preoperative predictions.

Methods: We retrospectively collected clinical, pathological, and surgical data (patients with resectable, borderline, locally advanced, and metastatic disease), and pre/post-NAT contrast-enhanced computed tomography (CT) scans from PDAC patients at the University of Texas Southwestern Medical Center (UTSW; discovery) and Humanitas Hospital (validation cohort). …

Artificial Intelligence-Powered Pharmacovigilance: A Review Of Machine And Deep Learning In Clinical Text-Based Adverse Drug Event Detection For Benchmark Datasets, Yiming Li, Wei Tao, Zehan Li, Zenan Sun, Fang Li, Susan Fenton, Hua Xu, Cui Tao

Faculty, Staff and Student Publications

Objective: The primary objective of this review is to investigate the effectiveness of machine learning and deep learning methodologies in the context of extracting adverse drug events (ADEs) from clinical benchmark datasets. We conduct an in-depth analysis, aiming to compare the merits and drawbacks of both machine learning and deep learning techniques, particularly within the framework of named-entity recognition (NER) and relation classification (RC) tasks related to ADE extraction. Additionally, our focus extends to the examination of specific features and their impact on the overall performance of these methodologies. In a broader perspective, our research extends to ADE extraction from …

Recurrent Lymphoid And Myeloid Relapses Due To Treatment Cessations Reveal Natural History Of Ph-Positive B-All And Pose A Diagnostic Challenge, Shimin Hu, Elias J Jabbour, Collin Y Hu, Guilin Tang, Wei Wang, L Jeffrey Medeiros, Carlos Bueso-Ramos

Faculty, Staff and Student Publications

No abstract provided.

Bone Marrow-Restricted Aberrant Myeloperoxidase Expression In B-Acute Lymphoblastic Leukemia: A Diagnostic Dilemma And Mimicry Of Mixed Phenotype Acute Leukemia, Wei J Wang, Brandon T Gehris, Daniel Rivera, Sibel Ak, David Feng, Wei Wang, Zhihong Hu

Faculty, Staff and Student Publications

Myeloperoxidase (MPO) is the most specific marker of the myeloid lineage, essential for diagnosing acute myeloid leukemia and mixed phenotype acute leukemia with myeloid components. In this regard, we present a unique case of B-acute lymphoblastic leukemia (B-ALL) with isolated MPO expression in bone marrow blasts detected by flow cytometry and immunohistochemistry, while peripheral blood blasts were negative for MPO expression. In this report, our discussion encompasses diagnostic pitfalls from a laboratory testing perspective in similar cases and includes a literature review. Furthermore, we emphasize the necessity of conducting a comprehensive analysis for the accurate diagnosis of MPO-positive B-ALL cases.

Diagnostic Utility Of Immunohistochemistry In Detection Of Npm1 Mutations In Acute Myeloid Leukemia With A Patchy Distribution, Qing Wei, Sa A Wang, Sanam Loghavi, Hong Fang, L Jeffrey Medeiros, Wei Wang

Faculty, Staff and Student Publications

Nucleophosmin 1 (NPM1) mutations occur in approximately one‐third cases of adult de novo acute myeloid leukemia (AML). Identification of NPM1 mutations is important for classification, risk stratification, tailored therapy, and monitoring minimal residual disease. Mutational analysis is widely used for detecting NPM1 mutations. Immunochemistry assessing abnormal cytoplasmic localization of NPM1 protein has been used as a surrogate marker for NPM1 mutations. We present a case of AML with mutated NPM1 that was missed by sequencing analysis but detected by immunohistochemistry. This case highlights the value of immunohistochemistry in identifying NPM1 mutations in a subset of AML cases.

Alk-Positive Histiocytosis Of External Auditory Canal In A 3-Year-Old Boy, Shu-Hsien Wang, Hsuan-Ying Huang, L Jeffrey Medeiros, Kung-Chao Chang

Faculty, Staff and Student Publications

No abstract provided.

Socioeconomic Status And Chronic Health Conditions In Asian Survivors Of Adolescent And Young Adult Cancers, Amy M Berkman, Eunju Choi, Christabel K Cheung, John M Salsman, Susan K Peterson, Clark R Andersen, Qian Lu, J Andrew Livingston, Michelle A T Hildebrandt, Susan K Parsons, Michael E Roth

Faculty, Staff and Student Publications

Purpose: While there are known disparities in socioeconomic status (SES) and health outcomes among racially and ethnically minoritized adolescent and young adult (AYA; ages 15-39 years at diagnosis) cancer survivors compared with White survivors, outcomes in the Asian survivor population are understudied. To better understand the association of an AYA cancer diagnosis with SES and health outcomes within a minoritized population, the current study makes comparisons between individuals of the same race or ethnicity with and without a history of AYA cancer.

Methods: Non-Hispanic, Asian AYA cancer survivors and non-Hispanic, Asian age- and sex-matched controls were identified from self-reported data …