Biomedical Informatics Commons^™

Improvements In Appropriate Placement Of Dental Sealants After Implementation Of A Clinical Decision Support System, Joanna Mullins, Ryan Brandon, Nicholas Skourtes, Elsbeth Kalenderian, Muhammad Walji

Faculty, Staff and Student Publications

BACKGROUND: Dental sealants are effective for the prevention of caries in children at elevated risk levels, and increasing the proportion of children and adolescents who have dental sealants on 1 or more molars is a Healthy People 2030 objective. Electronic health record (EHR)-based clinical decision support systems (CDSSs) have the ability to improve patient care. A dental quality measure related to dental sealant placement for children at elevated risk of caries was targeted for improvement using a CDSS.

METHODS: A validated dental quality measure was adapted to assess a patient's need for dental sealant placement. A CDSS was implemented to …

The Intrinsic Substrate Specificity Of The Human Tyrosine Kinome, Tomer M Yaron-Barir, Brian A Joughin, Emily M Huntsman, Alexander Kerelsky, Daniel M Cizin, Benjamin M Cohen, Amit Regev, Junho Song, Neil Vasan, Ting-Yu Lin, Jose M Orozco, Christina Schoenherr, Cari Sagum, Mark T Bedford, R Max Wynn, Shih-Chia Tso, David T Chuang, Lei Li, Shawn S-C Li, Pau Creixell, Konstantin Krismer, Mina Takegami, Harin Lee, Bin Zhang, Jingyi Lu, Ian Cossentino, Sean D Landry, Mohamed Uduman, John Blenis, Olivier Elemento, Margaret C Frame, Peter V Hornbeck, Lewis C Cantley, Benjamin E Turk, Michael B Yaffe, Jared L Johnson

Faculty, Staff and Student Publications

Phosphorylation of proteins on tyrosine (Tyr) residues evolved in metazoan organisms as a mechanism of coordinating tissue growth1. Multicellular eukaryotes typically have more than 50 distinct protein Tyr kinases that catalyse the phosphorylation of thousands of Tyr residues throughout the proteome1-3. How a given Tyr kinase can phosphorylate a specific subset of proteins at unique Tyr sites is only partially understood4-7. Here we used combinatorial peptide arrays to profile the substrate sequence specificity of all human Tyr kinases. Globally, the Tyr kinases demonstrate considerable diversity in optimal patterns of residues surrounding the site of phosphorylation, revealing the functional organization of …

Bacteria Synergized With Pd-1 Blockade Enhance Positive Feedback Loop Of Cancer Cells-M1 Macrophages-T Cells In Glioma, Qi Chen, Yuyi Zheng, Xiaojie Chen, Yuan Xing, Jiajie Zhang, Xinyi Yan, Qi Zhang, Di Wu, Zhong Chen

Faculty, Staff and Student Publications

Cancer immunotherapy is an attractive strategy because it stimulates immune cells to target malignant cells by regulating the intrinsic activity of the immune system. However, due to lacking many immunologic markers, it remains difficult to treat glioma, a representative "cold" tumor. Herein, to wake the "hot" tumor immunity of glioma, Porphyromonas gingivalis (Pg) is customized with a coating to create an immunogenic tumor microenvironment and further prove the effect in combination with the immune checkpoint agent anti-PD-1, exhibiting elevated therapeutic efficacy. This is accomplished not by enhancing the delivery of PD-1 blockade to enhance the effect of immunotherapy, but by …

Enhanced Ctla-4 Blockade Anti-Tumor Immunity With Apg-157 Combination In A Murine Head And Neck Cancer, Daniel Sanghoon Shin, Saroj Basak, Mysore S Veena, Begoña Comin-Anduix, Arjun Bhattacharya, Tien S Dong, Albert Ko, Philip Han, Jonathan Jacobs, Neda A Moatamed, Luis Avila, Matteo Pellegrini, Marilene Wang, Eri S Srivatsan

Faculty, Staff and Student Publications

BACKGROUND: A phase I clinical study for patients with locally advanced H&N cancer with a new class of botanical drug APG-157 provided hints of potential synergy with immunotherapy. We sought to evaluate the efficacy of the combination of APG-157 and immune checkpoint inhibitors.

METHODS: CCL23, UM-SCC1 (human), and SCCVII (HPV-), MEER (HPV+) (murine) H&N cancer cell lines were utilized for in vitro and in vivo studies. We measured tumor growth by treating the mice with APG-157, anti-PD-1, and anti-CTLA-4 antibody combinations (8 groups). The tumor microenvironments were assessed by multi-color flow cytometry, immunohistochemistry, and RNA-seq analysis. Fecal microbiome was analyzed …

Leveraging Logical Definitions And Lexical Features To Detect Missing Is-A Relations In Biomedical Terminologies, Rashmie Abeysinghe, Fengbo Zheng, Jay Shi, Samden D Lhatoo, Licong Cui

Faculty, Staff and Student Publications

Biomedical terminologies play a vital role in managing biomedical data. Missing IS-A relations in a biomedical terminology could be detrimental to its downstream usages. In this paper, we investigate an approach combining logical definitions and lexical features to discover missing IS-A relations in two biomedical terminologies: SNOMED CT and the National Cancer Institute (NCI) thesaurus. The method is applied to unrelated concept-pairs within non-lattice subgraphs: graph fragments within a terminology likely to contain various inconsistencies. Our approach first compares whether the logical definition of a concept is more general than that of the other concept. Then, we check whether the …

Mechanical Venous Thrombectomy For Deep Venous Thrombosis In Cancer Patients: A Single-Center Retrospective Study, Riya M Patel, Koustav Pal, Syed Hadi Ahmed, Joshua D Kuban, Milan Patel, Ketan Shah, Peiman Habibollahi, Zeyad Metwalli, Varshana Gurusamy, Sanjay Gupta, Cristhiam M Rojas-Hernandez, Vahid Afshar-Kharghan, Michael H Kroll, Rahul A Sheth

Faculty, Staff and Student Publications

PURPOSE: Venous thromboembolism (VTE) is a major contributor to the mortality of cancer patients. Mechanical thrombectomy (MT) is an endovascular technique that physically removes a thrombus without thrombolytics. The purpose of this study was to evaluate safety, efficacy, and clinical outcomes following MT for lower extremity DVT in cancer patients.

METHODS: This single-center, retrospective study evaluated outcomes following MT of lower extremity DVT in cancer patients from November 2019 to May 2023. The primary outcome measure was clinical success, defined as a decrease in Villalta score by at least 2 points following the intervention. Secondary outcomes included repeat intervention-free survival …

Montelukast As A Repurposable Additive Drug For Standard-Efficacy Multiple Sclerosis Treatment: Emulating Clinical Trials With Retrospective Administrative Health Claims Data, Astrid M Manuel, Assaf Gottlieb, Leorah Freeman, Zhongming Zhao

Faculty, Staff and Student Publications

BACKGROUND: Effective and safe treatment options for multiple sclerosis (MS) are still needed. Montelukast, a leukotriene receptor antagonist (LTRA) currently indicated for asthma or allergic rhinitis, may provide an additional therapeutic approach.

OBJECTIVE: The study aimed to evaluate the effects of montelukast on the relapses of people with MS (pwMS).

METHODS: In this retrospective case-control study, two independent longitudinal claims datasets were used to emulate randomized clinical trials (RCTs). We identified pwMS aged 18-65 years, on MS disease-modifying therapies concomitantly, in de-identified claims from Optum's Clinformatics

RESULTS: pwMS treated with montelukast demonstrated a statistically significant 23.6% reduction in relapses compared …

Serial Cytoreductive Surgery And Survival Outcomes In Recurrent Adult-Type Ovarian Granulosa Cell Tumors, Jeffrey A How, Alejandra Flores Legarreta, Katelyn F Handley, Bryan Fellman, Katherine I Foster, Deanna Glassman, Veena K Vuttaradhi, Allison L Brodsky, Barrett Lawson, Michael Frumovitz, Shannon N Westin, Lois M Ramondetta, David M Gershenson, Anil K Sood, R Tyler Hillman

Faculty, Staff and Student Publications

BACKGROUND: Few studies have evaluated the role of cytoreductive surgery in patients with recurrent adult granulosa cell tumors of the ovary. Despite a multitude of treatment modalities in the recurrent setting, the optimal management strategy is not known. Cytoreductive surgery offers an attractive option for disease confined to the abdomen/pelvis. However, few studies have evaluated the role of surgery compared with systemic therapy alone following the first recurrence and subsequent disease progressions.

OBJECTIVE: This study aimed to determine the impact of secondary, tertiary, and quaternary cytoreductive surgery on survival outcomes in recurrent adult granulosa cell tumors of the ovary.

STUDY …

Mr-Guided Stereotactic Radiation Therapy For Head And Neck Cancers, He Wang, Jinzhong Yang, Anna Lee, Jack Phan, Tze Yee Lim, Clifton D Fuller, Eun Young Han, Dong Joo Rhee, Travis Salzillo, Yao Zhao, Nitish Chopra, Mary Pham, Pam Castillo, Angela Sobremonte, Amy C Moreno, Jay P Reddy, David Rosenthal, Adam S Garden, Xin Wang

Faculty, Staff and Student Publications

PURPOSE: MR-guided radiotherapy (MRgRT) has the advantage of utilizing high soft tissue contrast imaging to track daily changes in target and critical organs throughout the entire radiation treatment course. Head and neck (HN) stereotactic body radiation therapy (SBRT) has been increasingly used to treat localized lesions within a shorter timeframe. The purpose of this study is to examine the dosimetric difference between the step-and-shot intensity modulated radiation therapy (IMRT) plans on Elekta Unity and our clinical volumetric modulated arc therapy (VMAT) plans on Varian TrueBeam for HN SBRT.

METHOD: Fourteen patients treated on TrueBeam sTx with VMAT treatment plans were …

Modeling Acute Myocardial Infarction And Cardiac Fibrosis Using Human Induced Pluripotent Stem Cell-Derived Multi-Cellular Heart Organoids, Myeongjin Song, Da Bin Choi, Jeong Suk Im, Ye Na Song, Ji Hyun Kim, Hanbyeol Lee, Jieun An, Ami Kim, Hwan Choi, Joon-Chul Kim, Choongseong Han, Young Keul Jeon, Sung Joon Kim, Dong-Hun Woo

Faculty, Staff and Student Publications

Heart disease involves irreversible myocardial injury that leads to high morbidity and mortality rates. Numerous cell-based cardiac in vitro models have been proposed as complementary approaches to non-clinical animal research. However, most of these approaches struggle to accurately replicate adult human heart conditions, such as myocardial infarction and ventricular remodeling pathology. The intricate interplay between various cell types within the adult heart, including cardiomyocytes, fibroblasts, and endothelial cells, contributes to the complexity of most heart diseases. Consequently, the mechanisms behind heart disease induction cannot be attributed to a single-cell type. Thus, the use of multi-cellular models becomes essential for creating …

Mapping Recommendations Towards An Asian Code Against Cancer (Acac) As Part Of The World Code Against Cancer Framework: An Asian National Cancer Centers Alliance (Ancca) Initiative, Sok King Ong, Sarah K Abe, Gillian Li Gek Phua, Harindra Jayasekara, Kayo Togawa, Laureline Gatellier, Jeongseon Kim, Yawei Zhang, Siti Zuhrini Kahan, Siti Norbayah Yusof, Jong Soo Han, C S Pramesh, Manju Sengar, Abhishek Shankar, Clarito Cairo, Suleeporn Sangrajran, Erdenekhuu Nansalmaa, Tseveen Badamsuren, Tashi Dendup, Kinley Tshering, Jie He, R Soeko Werdi Nindito D, Azmi Ritana, Jeong Soo Im, Eun Young Park, Giang Nguyen Huong, Tran Thi Thanh Huong, Mohammed Biglari, Aasim Yusuf, Kishore Kumar Pradhananga, Champadeng Vongdala, Muhammad Taufiq Bin Jaafar, Nor Saleha Ibrahim Tamin, Yi Yi Myint, Kyaw Kan Kaung, Md Shafiur Rahman, Eshani Fernando, Beauta Rath, Babu Sukumaran, William Yk Hwang, Carolina Espina, Joachim Schüz, Manami Inoue, Tomohiro Matsuda

Faculty, Staff and Student Publications

This paper outlines the process undertaken by Asian National Cancer Centers Alliance (ANCCA) members in working towards an Asian Code Against Cancer (ACAC). The process involves: (i) identification of the criteria for selecting the existing set of national recommendations for ACAC (ii) compilation of existing national codes or recommendations on cancer prevention (iii) reviewing the scientific evidence on cancer risk factors in Asia and (iv) establishment of one or more ACAC under the World Code Against Cancer Framework. A matrix of national codes or key recommendations against cancer in ANCCA member countries is presented. These include taking actions to prevent …

Effect Of Delayed Cell Infusion In Patients With Large B-Cell Lymphoma Treated With Chimeric Antigen Receptor T-Cell Therapy, Andrew P Jallouk, Naishu Kui, Ryan Sun, Jason R Westin, Raphael E Steiner, Ranjit Nair, Loretta J Nastoupil, Luis E Fayad, Ajlan Al Zaki, Misha Hawkins, Sherry Adkins, Mansoor Noorani, Kaberi Das, Jared Henderson, Elizabeth J Shpall, Partow Kebriaei, Jeremy Ramdial, Christopher R Flowers, Sattva S Neelapu, Sairah Ahmed, Paolo Strati

Faculty, Staff and Student Publications

Complications occurring after lymphodepleting chemotherapy (LDC) may delay chimeric antigen receptor (CAR) T-cell infusion. The effect of these delays on clinical outcomes is unclear. We performed a retrospective analysis of 240 patients with relapsed/refractory large B-cell lymphoma treated with standard-of-care axicabtagene ciloleucel (axi-cel) and identified 40 patients (16.7%) who had delay in axi-cel infusion. Of these, 85% had delay due to infection. At time of LDC initiation, patients with delayed infusion had lower absolute neutrophil count (P=0.006), lower platelets (P=0.004), lower hemoglobin (P5 days (4.6 vs. 8.2 months; P=0.036), but not 1 day (5.7 vs. 8.2 months; P=0.238). Following propensity …

Ai-Marrvel - A Knowledge-Driven Ai System For Diagnosing Mendelian Disorders, Dongxue Mao, Chaozhong Liu, Linhua Wang, Rami Ai-Ouran, Cole Deisseroth, Sasidhar Pasupuleti, Seon Young Kim, Lucian Li, Jill A Rosenfeld, Linyan Meng, Lindsay C Burrage, Michael F Wangler, Shinya Yamamoto, Undiagnosed Diseases Network, Michael Santana, Victor Perez, Priyank Shukla, Christine M Eng, Brendan Lee, Bo Yuan, Fan Xia, Hugo J Bellen, Pengfei Liu, Zhandong Liu

Faculty, Staff and Students Publications

BACKGROUND: Diagnosing genetic disorders requires extensive manual curation and interpretation of candidate variants, a labor-intensive task even for trained geneticists. Although artificial intelligence (AI) shows promise in aiding these diagnoses, existing AI tools have only achieved moderate success for primary diagnosis.

METHODS: AI-MARRVEL (AIM) uses a random-forest machine-learning classifier trained on over 3.5 million variants from thousands of diagnosed cases. AIM additionally incorporates expert-engineered features into training to recapitulate the intricate decision-making processes in molecular diagnosis. The online version of AIM is available at https://ai.marrvel.org. To evaluate AIM, we benchmarked it with diagnosed patients from three independent cohorts.

RESULTS: AIM …

Utilizing Spatial Transcriptomics To Compare Gene Expression In Volumetric Muscle Loss Injury Recovery, Colton Gattis

Biomedical Engineering Undergraduate Honors Theses

Volumetric Muscle Loss (VML) injuries are known to disrupt the normal regenerative process via fibrosis leading to an extensive permanent loss of muscle function. The specific causation of this disruption remains to be defined; however, with new developments in transcriptomics, genetic trends can be identified across regions of tissue over time. This study follows VML injuries within the tibialis anterior of a mouse model for fifteen days after initial injury to attempt to identify expected transitions in healing. Genetic presence began to become more diversified as recovery progressed from four to fifteen days post injury with spatial clusters becoming globalized …

Translating Motivational Interviewing For The Hpv Vaccine Into A Computable Ontology Model For Automated Ai Conversational Interaction, Nicole Moore, Muhammad Amith, Ana C Neumann, Jane Hamilton, Lu Tang, Lara S Savas, Cui Tao

Faculty, Staff and Student Publications

Human papillomavirus (HPV) vaccinations are lower than expected. To protect the onset of head and neck cancers, innovative strategies to improve the rates are needed. Artificial intelligence may offer some solutions, specifically conversational agents to perform counseling methods. We present our efforts in developing a dialogue model for automating motivational interviewing (MI) to encourage HPV vaccination. We developed a formalized dialogue model for MI using an existing ontology-based framework to manifest a computable representation using OWL2. New utterance classifications were identified along with the ontology that encodes the dialogue model. Our work is available on GitHub under the GPL v.3. …

Acute Pain Prediction In Oral Cavity And Oropharyngeal Cancer Patients Receiving Radiation Therapy, Vivian Salama

Dissertations and Theses (Open Access)

Oral-Cavity and oropharyngeal cancers (OC/OPC) are types of head and neck cancers that are increasing in incidence domestically. Radiation therapy (RT) is crucial in OC/OPC management. Pain is a common and challenging symptom for most patients during therapy, as nearly all patients undergoing locoregional RT in OC/OPC require analgesia for acute iatrogenic pain. Moreover, about 45% of long-term survivors report chronic pain, with more than 10% exhibiting severe chronic pain. Pain control is challenging due to the multifactorial clinical, molecular, and cellular etiology of cancer/therapy pain, as well as variation in pain assessment and the non-uniform management of pain between …

The Prognostic Value Of Mek Pathway-Associated Estrogen Receptor Signaling Activity For Female Cancers, Chun Wai Ng, Yvonne T M Tsang, David M Gershenson, Kwong-Kwok Wong

Faculty, Staff and Student Publications

Background: Other than for breast cancer, endocrine therapy has not been highly effective for gynecologic cancers. Endocrine therapy resistance in estrogen receptor positive gynecologic cancers is still poorly understood. In this retrospective study, we examined the estrogen receptor (ER) signaling pathway activities of breast, ovarian, endometrial, and cervical cancers to identify those that may predict endocrine therapy responsiveness.

Methods: Clinical and genomic data of women with breast and gynecological cancers were downloaded from cBioPortal for Cancer Genomics. Estrogen receptor alpha (ESR1) expression level and sample-level pathway enrichment scores (EERES) were calculated to classify patients into four groups (low/high ESR1 and …

Culturally Competent Education And Human Papillomavirus Self-Sampling Achieves Healthy People 2030 Cervical Screening Target Among Low-Income Non-Hispanic Black And Hispanic Women, Surendra S Shastri, Lorna H Mcneill, Sanjay Shete

Faculty, Staff and Student Publications

Purpose: Disparities in cervical cancer screening, incidence, and mortality exist in the United States. Cervical cancer incidence and mortality rates in Texas are 20% and 32% higher, respectively, than national averages. Within Texas, these rates are significantly higher among non-Hispanic (NH) Black and Hispanic women. Cervical cancer screening uptake is lower among NH Black and Hispanic women (72.9% and 75.9%, respectively) compared with White women (85.5%) in Texas.

Methods: During March-August 2023, we conducted a pilot study that offered culturally competent education and human papillomavirus (HPV) self-sampling kits to women in two public housing projects in Houston, TX, that have …

Fungi In Cancer, Jessica Galloway-Peña, Iliyan D Iliev, Florencia Mcallister

Faculty, Staff and Student Publications

Both the gut and the tumour microbiome are now established as crucial regulators of cancer phenotypes and have been implicated in cancer initiation, progression and therapy response. Although the role of bacteria in these processes is beginning to be unravelled, the relevance of fungi is only just emerging. In this Viewpoint, we asked experts to discuss the current knowledge on the mycobiome–cancer connection and share their opinion on how to best solve open questions.

Impact Of Revised International Staging System 2 Risk Stratification On Outcomes Of Patients With Multiple Myeloma Receiving Autologous Haematopoietic Stem Cell Transplantation, Kamal Alzahrani, Oren Pasvolsky, Zhongya Wang, Denái R Milton, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Elisabet E Manasanch, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard Champlin, Muzaffar H Qazilbash

Faculty, Staff and Student Publications

The second revision of the International Staging System (R2-ISS) is a simple tool to risk-stratify newly diagnosed multiple myeloma (NDMM) patients. Here, we completed a retrospective analysis to evaluate the utility of R2-ISS in NDMM patients who underwent up-front autologous haematopoietic stem cell transplantation (auto-HCT). A total of 1291 patients were included, with a median age of 62 years (range 29-83). The distribution of R2-ISS stages was: 123 (10%) stage I, 471 (36%) stage II, 566 (44%) stage III and 131 (10%) stage IV. With a median follow-up of 42.2 months (range 0.3-181.0), the median PFS was 73.0, 65.2, 44.0 …

Impact Of Pretransplant Minimal Residual Disease In Patients With Multiple Myeloma And A Very Good Partial Response Or Better Receiving Autologous Hematopoietic Stem Cell Transplantation, Oren Pasvolsky, Sarah Pasyar, Roland L Bassett, Hina N Khan, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard E Champlin, Muzaffar H Qazilbash

Faculty, Staff and Student Publications

Background: The prognostic significance of minimal residual disease (MRD) status before autologous hematopoietic stem cell transplantation (autoHCT) in patients with multiple myeloma (MM) has not been clearly elucidated.

Methods: Retrospective single-center study of adult MM patients who achieved ≥very good partial response (VGPR) after induction therapy from 2015 to 2021 received upfront autoHCT and had available pretransplant MRD status by next-generation flow cytometry. The cohort was divided into pretransplant MRD-negative (MRDneg) and MRD-positive (MRDpos) groups.

Results: A total of 733 patients were included in our analysis; 425 were MRDneg and 308 MRDpos at autoHCT. In the MRDpos group, more patients …

Safety And Long-Term Survival Results Of The Addition Of Inotuzumab Ozogamicin To The Conditioning Regimen Of Allogeneic Stem Cell Transplantation: A Single-Center Phase 1,2 Trial, Issa F Khouri, Kamal Alzahrani, Hagop Kantarjian, Denái R Milton, Alison M Gulbis, Koji Sasaki, Nitin Jain, Nicholas J Short, Tapan Kadia, May Daher, Hind Rafei, Jin S Im, David Marin, Amanda L Olson, Uday Popat, Muzaffar Qazilbash, Jeremy Ramdial, Gabriela Rondon, Samer Srour, Partow Kebriaei, Elizabeth Shpall, Richard Champlin, Elias J Jabbour

Faculty, Staff and Student Publications

Here we report on the first prospective study evaluating the safety and long-term survival when an escalating dose of inotuzumab ozogamicin (INO) (0.6, 1.2, or 1.8 mg/m2 on day 13) was added to one alkylator-containing conditioning regimen in patients with relapsed CD22 (+) lymphoid malignancies who were candidates for hematopoietic stem cell transplantation (HSCT). Twenty-six patients were enrolled. Six (23%) of these patients entered the phase 1 study: four were treated at an INO dose of 0.6 mg/m2 and two at dose of 1.2 mg/m2. None of these patients experienced dose-limiting toxicities. The remaining 20 (77%) patients entered the phase …

Model Tuning Or Prompt Tuning? A Study Of Large Language Models For Clinical Concept And Relation Extraction, Cheng Peng, Xi Yang, Kaleb E Smith, Zehao Yu, Aokun Chen, Jiang Bian, Yonghui Wu

Faculty, Staff and Student Publications

Objective: To develop soft prompt-based learning architecture for large language models (LLMs), examine prompt-tuning using frozen/unfrozen LLMs, and assess their abilities in transfer learning and few-shot learning.

Methods: We developed a soft prompt-based learning architecture and compared 4 strategies including (1) fine-tuning without prompts; (2) hard-prompting with unfrozen LLMs; (3) soft-prompting with unfrozen LLMs; and (4) soft-prompting with frozen LLMs. We evaluated GatorTron, a clinical LLM with up to 8.9 billion parameters, and compared GatorTron with 4 existing transformer models for clinical concept and relation extraction on 2 benchmark datasets for adverse drug events and social determinants of health (SDoH). …

Dpar: Decoupled Graph Neural Networks With Node-Level Differential Privacy, Qiuchen Zhang, Hong Kyu Lee, Jing Ma, Jian Lou, Carl Yang, Li Xiong

Faculty, Staff and Student Publications

Graph Neural Networks (GNNs) have achieved great success in learning with graph-structured data. Privacy concerns have also been raised for the trained models which could expose the sensitive information of graphs including both node features and the structure information. In this paper, we aim to achieve node-level differential privacy (DP) for training GNNs so that a node and its edges are protected. Node DP is inherently difficult for GNNs because all direct and multi-hop neighbors participate in the calculation of gradients for each node via layer-wise message passing and there is no bound on how many direct and multi-hop neighbors …

Antihypertensive Medications And Risk Of Melanoma And Keratinocyte Carcinomas: A Systematic Review And Meta-Analysis, Olivia G Cohen, Matthew Taylor, Cassandra Mohr, Kevin T Nead, Candice L Hinkston, Sharon H Giordano, Sinead M Langan, David J Margolis, Mackenzie R Wehner

Faculty, Staff and Student Publications

Some antihypertensive medications are photosensitizing. The implications for skin cancer risk remain unclear because results from prior studies are inconsistent and as new evidence is published. We performed a systematic review and meta-analysis to evaluate the association between antihypertensives and common skin cancers (cutaneous squamous cell carcinoma, basal cell carcinoma, and melanoma) and to evaluate dose-response relationships. Forty-four articles met inclusion criteria, and 42 could be meta analyzed. Increased risks were seen for basal cell carcinoma with calcium channel blockers (relative risk [RR] = 1.17, 95% confidence interval [CI] = 1.11-1.22), diuretics (RR = 1.06, 95% CI = 1.03-1.10), and …

A Radiotherapy Community Data-Driven Approach To Determine Which Complexity Metrics Best Predict The Impact Of Atypical Tps Beam Modeling On Clinical Dose Calculation Accuracy, Fre'etta Mae Dayo Brooks, Mallory Carson Glenn, Victor Hernandez, Jordi Saez, Hunter Mehrens, Julianne Marie Pollard-Larkin, Rebecca Maureen Howell, Christine Burns Peterson, Christopher Lee Nelson, Catharine Helen Clark, Stephen Frasier Kry

Faculty, Staff and Student Publications

PURPOSE: To quantify the impact of treatment planning system beam model parameters, based on the actual spread in radiotherapy community data, on clinical treatment plans and determine which complexity metrics best describe the impact beam modeling errors have on dose accuracy.

METHODS: Ten beam modeling parameters for a Varian accelerator were modified in RayStation to match radiotherapy community data at the 2.5, 25, 50, 75, and 97.5 percentile levels. These modifications were evaluated on 25 patient cases, including prostate, non-small cell lung, H&N, brain, and mesothelioma, generating 1,000 plan perturbations. Differences in the mean planned dose to clinical target volumes …

Programming A Ferroptosis-To-Apoptosis Transition Landscape Revealed Ferroptosis Biomarkers And Repressors For Cancer Therapy, Yaron Vinik, Avi Maimon, Vinay Dubey, Harsha Raj, Ifat Abramovitch, Sergey Malitsky, Maxim Itkin, Avi Ma'ayan, Frank Westermann, Eyal Gottlieb, Eytan Ruppin, Sima Lev

Faculty, Staff and Student Publications

Ferroptosis and apoptosis are key cell-death pathways implicated in several human diseases including cancer. Ferroptosis is driven by iron-dependent lipid peroxidation and currently has no characteristic biomarkers or gene signatures. Here a continuous phenotypic gradient between ferroptosis and apoptosis coupled to transcriptomic and metabolomic landscapes is established. The gradual ferroptosis-to-apoptosis transcriptomic landscape is used to generate a unique, unbiased transcriptomic predictor, the Gradient Gene Set (GGS), which classified ferroptosis and apoptosis with high accuracy. Further GGS optimization using multiple ferroptotic and apoptotic datasets revealed highly specific ferroptosis biomarkers, which are robustly validated in vitro and in vivo. A subset of …

Noninferiority Of Hypofractionated Vs Conventional Postprostatectomy Radiotherapy For Genitourinary And Gastrointestinal Symptoms: The Nrg-Gu003 Phase 3 Randomized Clinical Trial, Mark K Buyyounouski, Stephanie L Pugh, Ronald C Chen, Mark J Mann, Rajat J Kudchadker, Andre A Konski, Omar Y Mian, Jeff M Michalski, Eric Vigneault, Richard K Valicenti, Maroie Barkati, Colleen A F Lawton, Louis Potters, Drew C Monitto, Jeffrey A Kittel, Thomas M Schroeder, Raquibul Hannan, Casey E Duncan, Joseph P Rodgers, Felix Feng, Howard M Sandler

Faculty, Staff and Student Publications

Importance: No prior trial has compared hypofractionated postprostatectomy radiotherapy (HYPORT) to conventionally fractionated postprostatectomy (COPORT) in patients primarily treated with prostatectomy.

Objective: To determine if HYPORT is noninferior to COPORT for patient-reported genitourinary (GU) and gastrointestinal (GI) symptoms at 2 years.

Design, setting, and participants: In this phase 3 randomized clinical trial, patients with a detectable prostate-specific antigen (PSA; ≥0.1 ng/mL) postprostatectomy with pT2/3pNX/0 disease or an undetectable PSA (< 0.1 ng/mL) with either pT3 disease or pT2 disease with a positive surgical margin were recruited from 93 academic, community-based, and tertiary medical sites in the US and Canada. Between June 2017 and July 2018, a total of 296 patients were randomized. Data were analyzed in December 2020, with additional analyses occurring after as needed.

Intervention: Patients were randomized to receive 62.5 Gy in 25 fractions (HYPORT) or 66.6 Gy in 37 fractions (COPORT).

Main outcomes and measures: The coprimary end points were the 2-year …

A Randomized Trial Of Two Remote Health Care Delivery Models On The Uptake Of Genetic Testing And Impact On Patient-Reported Psychological Outcomes In Families With Pancreatic Cancer: The Genetic Education, Risk Assessment, And Testing (Generate) Study, Nicolette J Rodriguez, C Sloane Furniss, Matthew B Yurgelun, Chinedu Ukaegbu, Pamela E Constantinou, Ileana Fortes, Alyson Caruso, Alison N Schwartz, Jill E Stopfer, Meghan Underhill-Blazey, Barbara Kenner, Scott H Nelson, Sydney Okumura, Alicia Y Zhou, Tara B Coffin, Hajime Uno, Miki Horiguchi, Allyson J Ocean, Florencia Mcallister, Andrew M Lowy, Alison P Klein, Lisa Madlensky, Gloria M Petersen, Judy E Garber, Scott M Lippman, Michael G Goggins, Anirban Maitra, Sapna Syngal

Faculty, Staff and Student Publications

Background & aims: Genetic testing uptake for cancer susceptibility in family members of patients with cancer is suboptimal. Among relatives of patients with pancreatic ductal adenocarcinoma (PDAC), The GENetic Education, Risk Assessment, and TEsting (GENERATE) study evaluated 2 online genetic education/testing delivery models and their impact on patient-reported psychological outcomes.

Methods: Eligible participants had ≥1 first-degree relative with PDAC, or ≥1 first-/second-degree relative with PDAC with a known pathogenic germline variant in 1 of 13 PDAC predisposition genes. Participants were randomized by family, between May 8, 2019, and June 1, 2021. Arm 1 participants underwent a remote interactive telemedicine session …

Somatic Gene Mutation Patterns And Burden Influence Outcomes With Enasidenib In Relapsed/Refractory Idh2-Mutated Aml, Alberto Risueño, Wendy L See, Iryna Bluemmert, Stéphane De Botton, Courtney D Dinardo, Amir T Fathi, Andre C Schuh, Pau Montesinos, Paresh Vyas, Thomas Prebet, Anita Gandhi, Maroof Hasan

Faculty, Staff and Student Publications

Limited treatment options are available for patients with relapsed/refractory acute myeloid leukemia (R/R AML). We recently reported results from the phase 3 IDHENTIFY trial (NCT02577406) showing improved response rates and event-free survival with enasidenib monotherapy compared with conventional care regimens (CCR) in heavily pretreated, older patients with late-stage R/R AML bearing IDH2 mutations. Here we investigated the prognostic impact of mutational burden and different co-mutation patterns at study entry within the predominant IDH2 variant subclasses, IDH2-R140 and IDH2-R172. The prognostic relevance of these variants is well documented in newly diagnosed AML, but data are lacking in R/R AML. In this …