Digital Commons Network^™

Cvam: Cna Profile Inference Of The Spatial Transcriptome Based On The Vgae And Hmm, Jian Ma, Jingjing Guo, Zhiwei Fan, Weiling Zhao, Xiaobo Zhou

Faculty, Staff and Student Publications

Tumors are often polyclonal due to copy number alteration (CNA) events. Through the CNA profile, we can understand the tumor heterogeneity and consistency. CNA information is usually obtained through DNA sequencing. However, many existing studies have shown a positive correlation between the gene expression and gene copy number identified from DNA sequencing. With the development of spatial transcriptome technologies, it is urgent to develop new tools to identify genomic variation from the spatial transcriptome. Therefore, in this study, we developed CVAM, a tool to infer the CNA profile from spatial transcriptome data. Compared with existing tools, CVAM integrates the spatial …

Resolution Of Cisplatin-Induced Fatigue Does Not Require Endogenous Interleukin-10 In Male Mice, Kiersten Scott, Nabila Boukelmoune, Cullen Taniguchi, A Phillip West, Cobi J Heijnen, Robert Dantzer

Faculty, Staff and Student Publications

Based on previous results showing a pivotal role of endogenous interleukin-10 (IL-10) in the recovery from cisplatin-induced peripheral neuropathy, the present experiments were carried out to determine whether this cytokine plays any role in the recovery from cisplatin-induced fatigue in male mice. Fatigue was measured by decreased voluntary wheel running in mice trained to run in a wheel in response to cisplatin. Mice were treated with a monoclonal neutralizing antibody (IL-10na) administered intranasally during the recovery period to neutralize endogenous IL-10. In the first experiment, mice were treated with cisplatin (2.83 mg/kg/day) for five days and IL-10na (12 μg/day for …

Mapping The Functional Interactions At The Tumor-Immune Checkpoint Interface, Behnaz Bozorgui, Elisabeth K Kong, Augustin Luna, Anil Korkut

Faculty, Staff and Student Publications

The interactions between tumor intrinsic processes and immune checkpoints can mediate immune evasion by cancer cells and responses to immunotherapy. It is, however, challenging to identify functional interactions due to the prohibitively complex molecular landscape of the tumor-immune interfaces. We address this challenge with a statistical analysis framework, immuno-oncology gene interaction maps (ImogiMap). ImogiMap quantifies and statistically validates tumor-immune checkpoint interactions based on their co-associations with immune-associated phenotypes. The outcome is a catalog of tumor-immune checkpoint interaction maps for diverse immune-associated phenotypes. Applications of ImogiMap recapitulate the interaction of SERPINB9 and immune checkpoints with interferon gamma (IFNγ) expression. Our analyses …

Resolution Of Cisplatin-Induced Fatigue Does Not Require Endogenous Interleukin-10 In Male Miceb, Kiersten Scott, Nabila Boukelmoune, Cullen Taniguchi, A Phillip West, Cobi J Heijnen, Robert Dantzer

Faculty, Staff and Student Publications

Based on previous results showing a pivotal role of endogenous interleukin-10 (IL-10) in the recovery from cisplatin-induced peripheral neuropathy, the present experiments were carried out to determine whether this cytokine plays any role in the recovery from cisplatin-induced fatigue in male mice. Fatigue was measured by decreased voluntary wheel running in mice trained to run in a wheel in response to cisplatin. Mice were treated with a monoclonal neutralizing antibody (IL-10na) administered intranasally during the recovery period to neutralize endogenous IL-10. In the first experiment, mice were treated with cisplatin (2.83 mg/kg/day) for five days and IL-10na (12 μg/day for …

Bridging Clinic And Wildlife Care With Ai-Powered Pan-Species Computational Pathology, Khalid Abduljabbar, Simon P Castillo, Katherine Hughes, Hannah Davidson, Amy M Boddy, Lisa M Abegglen, Lucia Minoli, Selina Iussich, Elizabeth P Murchison, Trevor A Graham, Simon Spiro, Carlo C Maley, Luca Aresu, Chiara Palmieri, Yinyin Yuan

Faculty, Staff and Student Publications

Cancers occur across species. Understanding what is consistent and varies across species can provide new insights into cancer initiation and evolution, with significant implications for animal welfare and wildlife conservation. We build a pan-species cancer digital pathology atlas (panspecies.ai) and conduct a pan-species study of computational comparative pathology using a supervised convolutional neural network algorithm trained on human samples. The artificial intelligence algorithm achieves high accuracy in measuring immune response through single-cell classification for two transmissible cancers (canine transmissible venereal tumour, 0.94; Tasmanian devil facial tumour disease, 0.88). In 18 other vertebrate species (mammalia = 11, reptilia = 4, aves …

Point-Of-Care Ultrasound In Airway Evaluation And Management: A Comprehensive Review, Judy Lin, Ryan Bellinger, Andrew Shedd, Jon Wolfshohl, Jennifer Walker, Jack Healy, Jimmy Taylor, Kevin Chao, Yi-Hsuan Yen, Ching-Fang Tiffany Tzeng, Eric H Chou

Faculty, Staff and Student Publications

Airway management is a common and critical procedure in acute settings, such as the Emergency Department (ED) or Intensive Care Unit (ICU) of hospitals. Many of the traditional physical examination methods have limitations in airway assessment. Point-of-care ultrasound (POCUS) has emerged as a promising tool for airway management due to its familiarity, accessibility, safety, and non-invasive nature. It can assist physicians in identifying relevant anatomy of the upper airway with objective measurements of airway parameters, and it can guide airway interventions with dynamic real-time images. To date, ultrasound has been considered highly accurate for assessment of the difficult airway, confirmation …

Spatiotemporally Distributed Frontotemporal Networks For Sentence Reading, Oscar Woolnough, Cristian Donos, Elliot Murphy, Patrick S Rollo, Zachary J Roccaforte, Stanislas Dehaene, Nitin Tandon

Faculty, Staff and Student Publications

Reading a sentence entails integrating the meanings of individual words to infer more complex, higher-order meaning. This highly rapid and complex human behavior is known to engage the inferior frontal gyrus (IFG) and middle temporal gyrus (MTG) in the language-dominant hemisphere, yet whether there are distinct contributions of these regions to sentence reading is still unclear. To probe these neural spatiotemporal dynamics, we used direct intracranial recordings to measure neural activity while reading sentences, meaning-deficient Jabberwocky sentences, and lists of words or pseudowords. We isolated two functionally and spatiotemporally distinct frontotemporal networks, each sensitive to distinct aspects of word and …

Armo: Automated And Reliable Multi-Objective Model For Lymph Node Metastasis Prediction In Head And Neck Cancer, Zhiguo Zhou, Liyuan Chen, Michael Dohopolski, David Sher, Jing Wang

Faculty, Staff and Student Publications

Objective:

Accurate diagnosis of lymph node metastasis (LNM) is critical in treatment management for patients with head & neck cancer. Positron emission tomography (PET) and computed tomography (CT) are routinely used for identifying LNM status. However, for small or less fluorodeoxyglucose (FDG) avid nodes, there are always uncertainties in LNM diagnosis. We are aiming to develop a reliable prediction model is for identifying LNM.

Approach:

In this study, a new automated and reliable multi-objective learning model (ARMO) is proposed. In ARMO, a multi-objective model is introduced to obtain balanced sensitivity and specificity. Meanwhile, confidence is calibrated by introducing individual reliability, …

Combined Inhibition Of Bcl-2 And Mcl-1 Overcomes Bax Deficiency-Mediated Resistance Of Tp53-Mutant Acute Myeloid Leukemia To Individual Bh3 Mimetics, Bing Z Carter, Po Yee Mak, Wenjing Tao, Edward Ayoub, Lauren B Ostermann, Xuelin Huang, Sanam Loghavi, Steffen Boettcher, Yuki Nishida, Vivian Ruvolo, Paul E Hughes, Phuong K Morrow, Torsten Haferlach, Steven Kornblau, Muharrem Muftuoglu, Michael Andreeff

Faculty, Staff and Student Publications

TP53-mutant acute myeloid leukemia (AML) respond poorly to currently available treatments, including venetoclax-based drug combinations and pose a major therapeutic challenge. Analyses of RNA sequencing and reverse phase protein array datasets revealed significantly lower BAX RNA and protein levels in TP53-mutant compared to TP53-wild-type (WT) AML, a finding confirmed in isogenic CRISPR-generated TP53-knockout and -mutant AML. The response to either BCL-2 (venetoclax) or MCL-1 (AMG176) inhibition was BAX-dependent and much reduced in TP53-mutant compared to TP53-WT cells, while the combination of two BH3 mimetics effectively activated BAX, circumventing survival mechanisms in cells treated with either BH3 mimetic, and synergistically induced …

Increased Breast And Colorectal Cancer Risk In Type 2 Diabetes: Awareness Among Adults With And Without Diabetes And Information Provision On Diabetes Websites, Laura Ashley, Kathryn A Robb, Daryl B O'Connor, Rebecca Platt, Mollie Price, Olivia Robinson, Elizabeth Travis, Lorraine Lipscombe, Ramzi Ajjan, Rebecca Birch

Faculty, Staff and Student Publications

BACKGROUND: People with type 2 diabetes mellitus (T2DM) have a higher risk of developing breast and bowel cancers but are less likely to participate in cancer screening.

PURPOSE: Two interlinked studies examined public awareness of the fact that T2DM increases breast and bowel cancer risk, and provision of this information on diabetes websites.

METHODS: Study-1: phase-1 surveyed awareness of T2DM-increased cancer risk in a nationally-representative British sample aged 50-74 (N = 1,458) and compared respondents with and without T2DM (n = 125 vs. n = 1,305); phase-2 surveyed an additional exclusively T2DM sample (N = 319). Study-2: High-ranking diabetes websites …

Cross-Dataset Single-Cell Analysis Identifies Temporal Alterations In Cell Populations Of Primary Pancreatic Tumor And Liver Metastasis, Daowei Yang, Rohan Moniruzzaman, Hua Wang, Huamin Wang, Yang Chen

Faculty, Staff and Student Publications

Pancreatic ductal adenocarcinoma (PDAC) has a unique tumor microenvironment composed of various cell populations such as cancer cells, cancer-associated fibroblasts (CAFs), immune cells, and endothelial cells. Recently, single-cell RNA-sequencing analysis (scRNA-seq) has systemically revealed the genomic profiles of these cell populations in PDAC. However, the direct comparison of cell population composition and genomic profile between primary tumors (at both early- and late-stage) and metastatic tumors of PDAC is still lacking. In this study, we combined and analyzed recent scRNA-seq datasets of transgenic KPC mouse models with autochthonous PDAC and matched liver metastasis, revealing the unique tumor ecosystem and cell composition …

Machine Learning-Based Routine Laboratory Tests Predict One-Year Cognitive And Functional Decline In A Population Aged 75+ Years, Karina Braga Gomes, Ramon Gonçalves Pereira, Alexandre Alberto Braga, Henrique Cerqueira Guimarães, Elisa De Paula França Resende, Antônio Lúcio Teixeira, Maira Tonidandel Barbosa, Wagner Meira Junior, Maria Das Graças Carvalho, Paulo Caramelli

Faculty, Staff and Student Publications

BACKGROUND: Cognitive and functional decline are common problems in older adults, especially in those 75+ years old. Currently, there is no specific plasma biomarker able to predict this decline in healthy old-age people. Machine learning (ML) is a subarea of artificial intelligence (AI), which can be used to predict outcomes Aim: This study aimed to evaluate routine laboratory variables able to predict cognitive and functional impairment, using ML algorithms, in a cohort aged 75+ years, in a one-year follow-up study.

METHOD: One hundred and thirty-two older adults aged 75+ years were selected through a community-health public program or from long-term-care …

Redox And Nucleophilic Reactions Of Naphthoquinones With Small Thiols And Their Effects On Oxidization Of H2s To Inorganic And Organic Hydropolysulfides And Thiosulfate, Kenneth R Olson, Kasey J Clear, Yan Gao, Zhilin Ma, Nathaniel M Cieplik, Alyssa R Fiume, Dominic J Gaziano, Stephen M Kasko, Jennifer Luu, Ella Pfaff, Anthony Travlos, Cecilia Velander, Katherine J Wilson, Elizabeth D Edwards, Karl D Straub, Gang Wu

Faculty, Staff and Student Publications

Naphthoquinone (1,4-NQ) and its derivatives (NQs, juglone, plumbagin, 2-methoxy-1,4-NQ, and menadione) have a variety of therapeutic applications, many of which are attributed to redox cycling and the production of reactive oxygen species (ROS). We previously demonstrated that NQs also oxidize hydrogen sulfide (H2S) to reactive sulfur species (RSS), potentially conveying identical benefits. Here we use RSS-specific fluorophores, mass spectroscopy, EPR and UV-Vis spectrometry, and oxygen-sensitive optodes to examine the effects of thiols and thiol-NQ adducts on H2S-NQ reactions. In the presence of glutathione (GSH) and cysteine (Cys), 1,4-NQ oxidizes H2S to both inorganic and organic hydroper-/hydropolysulfides (R2Sn, R=H, Cys, GSH; …

A Multi-Site Randomized Trial Of A Clinical Decision Support Intervention To Improve Problem List Completeness, Adam Wright, Richard Schreiber, David W Bates, Skye Aaron, Angela Ai, Raja Arul Cholan, Akshay Desai, Miguel Divo, David A Dorr, Thu-Trang Hickman, Salman Hussain, Shari Just, Brian Koh, Stuart Lipsitz, Dustin Mcevoy, Trent Rosenbloom, Elise Russo, David Yut-Chee Ting, Asli Weitkamp, Dean F Sittig

Faculty, Staff and Student Publications

OBJECTIVE: To improve problem list documentation and care quality.

MATERIALS AND METHODS: We developed algorithms to infer clinical problems a patient has that are not recorded on the coded problem list using structured data in the electronic health record (EHR) for 12 clinically significant heart, lung, and blood diseases. We also developed a clinical decision support (CDS) intervention which suggests adding missing problems to the problem list. We evaluated the intervention at 4 diverse healthcare systems using 3 different EHRs in a randomized trial using 3 predetermined outcome measures: alert acceptance, problem addition, and National Committee for Quality Assurance Healthcare …

Modeling Collective Cell Behavior In Cancer: Perspectives From An Interdisciplinary Conversation, Frederick R Adler, Alexander R A Anderson, Abhinav Bhushan, Paul Bogdan, Jose Javier Bravo-Cordero, Amy Brock, Yun Chen, Edna Cukierman, Kathleen E Delgiorno, Gerald V Denis, Meghan C Ferrall-Fairbanks, Zev Jordan Gartner, Ronald N Germain, Deborah M Gordon, Ginger Hunter, Mohit Kumar Jolly, Loukia Georgiou Karacosta, Karthikeyan Mythreye, Parag Katira, Rajan P Kulkarni, Matthew L Kutys, Arthur D Lander, Ashley M Laughney, Herbert Levine, Emil Lou, Pedro R Lowenstein, Kristyn S Masters, Dana Pe'er, Shelly R Peyton, Manu O Platt, Jeremy E Purvis, Gerald Quon, Jennifer K Richer, Nicole C Riddle, Analiz Rodriguez, Joshua C Snyder, Gregory Lee Szeto, Claire J Tomlin, Itai Yanai, Ioannis K Zervantonakis, Hannah Dueck

Faculty, Staff and Student Publications

Collective cell behavior contributes to all stages of cancer progression. Understanding how collective behavior emerges through cell-cell interactions and decision-making will advance our understanding of cancer biology and provide new therapeutic approaches. Here, we summarize an interdisciplinary discussion on multicellular behavior in cancer, draw lessons from other scientific disciplines, and identify future directions.

Loss-Of-Function Variants In Mycbp2 Cause Neurobehavioural Phenotypes And Corpus Callosum Defects, Lama Alabdi, Muriel Desbois, Domniţa-Valeria Rusnac, Raashda A Sulaiman, Jill A Rosenfeld, Seema Lalani, David R Murdock, Lindsay C Burrage, Ping Yee Billie Au, Shelley Towner, William G Wilson, Lawrence Wong, Theresa Brunet, Gertrud Strobl-Wildemann, Jennifer E Burton, George Hoganson, Kirsty Mcwalter, Amber Begtrup, Yuri A Zarate, Elyse L Christensen, Karla J Opperman, Andrew C Giles, Rana Helaby, Artur Kania, Ning Zheng, Brock Grill, Fowzan S Alkuraya

Faculty, Staff and Student Publications

The corpus callosum is a bundle of axon fibres that connects the two hemispheres of the brain. Neurodevelopmental disorders that feature dysgenesis of the corpus callosum as a core phenotype offer a valuable window into pathology derived from abnormal axon development. Here, we describe a cohort of eight patients with a neurodevelopmental disorder characterized by a range of deficits including corpus callosum abnormalities, developmental delay, intellectual disability, epilepsy and autistic features. Each patient harboured a distinct de novo variant in MYCBP2, a gene encoding an atypical really interesting new gene (RING) ubiquitin ligase and signalling hub with evolutionarily conserved functions …

The "Great Debate" At Melanoma Bridge 2022, Naples, December 1st-3rd, 2022, Paolo A Ascierto, Christian Blank, Alexander M Eggermont, Claus Garbe, Jeffrey E Gershenwald, Omid Hamid, Axel Hauschild, Jason J Luke, Janice M Mehnert, Jeffrey A Sosman, Hussein A Tawbi, Mario Mandalà, Alessandro Testori, Corrado Caracò, Iman Osman, Igor Puzanov

Faculty, Staff and Student Publications

The Great Debate session at the 2022 Melanoma Bridge congress (December 1-3) featured counterpoint views from leading experts on five contemporary topics of debate in the management of melanoma. The debates considered the choice of anti-lymphocyte-activation gene (LAG)-3 therapy or ipilimumab in combination with anti-programmed death (PD)-1 therapy, whether anti-PD-1 monotherapy is still acceptable as a comparator arm in clinical trials, whether adjuvant treatment of melanoma is still a useful treatment option, the role of adjuvant therapy in stage II melanoma, what role surgery will continue to have in the treatment of melanoma. As is customary in the Melanoma Bridge …

Brain Connectivity Signature Extractions From Tms Invoked Eegs, Deepa Gupta, Xiaoming Du, Ann Summerfelt, L Elliot Hong, Fow-Sen Choa

Faculty, Staff and Student Publications

(1) Background: The correlations between brain connectivity abnormality and psychiatric disorders have been continuously investigated and progressively recognized. Brain connectivity signatures are becoming exceedingly useful for identifying patients, monitoring mental health disorders, and treatment. By using electroencephalography (EEG)-based cortical source localization along with energy landscape analysis techniques, we can statistically analyze transcranial magnetic stimulation (TMS)-invoked EEG signals, for obtaining connectivity among different brain regions at a high spatiotemporal resolution. (2) Methods: In this study, we analyze EEG-based source localized alpha wave activity in response to TMS administered to three locations, namely, the left motor cortex (49 subjects), left prefrontal cortex …

Zoster-Associated Prothrombotic Plasma Exosomes And Increased Stroke Risk, Andrew N Bubak, Christina Coughlan, Janelle Posey, Anthony J Saviola, Christy S Niemeyer, Serena W R Lewis, Sara Bustos Lopez, Adriana Solano, Stephen K Tyring, Cassidy Delaney, Keith B Neeves, Ravi Mahalingam, Kirk C Hansen, Maria A Nagel

Faculty, Staff and Student Publications

Herpes zoster (HZ; shingles) caused by varicella zoster virus reactivation increases stroke risk for up to 1 year after HZ. The underlying mechanisms are unclear, however, the development of stroke distant from the site of zoster (eg, thoracic, lumbar, sacral) that can occur months after resolution of rash points to a long-lasting, virus-induced soluble factor (or factors) that can trigger thrombosis and/or vasculitis. Herein, we investigated the content and contributions of circulating plasma exosomes from HZ and non-HZ patient samples. Compared with non-HZ exosomes, HZ exosomes (1) contained proteins conferring a prothrombotic state to recipient cells and (2) activated platelets …

Cancer Cell-Extrinsic Roles For The Androgen Receptor In Prostate Cancer, Andrew W Hahn, Bilal A Siddiqui, Javier Leo, Eleonora Dondossola, Kaitlin J Basham, Cindy K Miranti, Daniel E Frigo

Faculty, Staff and Student Publications

Given the central role of the androgen receptor (AR) in prostate cancer cell biology, AR-targeted therapies have been the backbone of prostate cancer treatment for over 50 years. New data indicate that AR is expressed in additional cell types within the tumor microenvironment. Moreover, targeting AR for the treatment of prostate cancer has established side effects such as bone complications and an increased risk of developing cardiometabolic disease, indicating broader roles for AR. With the advent of novel technologies, such as single-cell approaches and advances in preclinical modeling, AR has been identified to have clinically significant functions in other cell …

Stranger Things: New Roles And Opportunities For Androgen Receptor In Oncology Beyond Prostate Cancer, Javier Leo, Eleonora Dondossola, Kaitlin J Basham, Nathaniel R Wilson, Omar Alhalabi, Jianjun Gao, Katherine C Kurnit, Michael G White, Jennifer L Mcquade, Shannon N Westin, Elizabeth A Wellberg, Daniel E Frigo

Faculty, Staff and Student Publications

The androgen receptor (AR) is one of the oldest therapeutic targets in oncology and continues to dominate the treatment landscape for advanced prostate cancer, where nearly all treatment regimens include some form of AR modulation. In this regard, AR remains the central driver of prostate cancer cell biology. Emerging preclinical and clinical data implicate key roles for AR in additional cancer types, thereby expanding the importance of this drug target beyond prostate cancer. In this mini-review, new roles for AR in other cancer types are discussed as well as their potential for treatment with AR-targeted agents. Our understanding of these …

The Potential Regulation Of A-To-I Rna Editing On Genes In Parkinson's Disease, Sijia Wu, Qiuping Xue, Xinyu Qin, Xiaoming Wu, Pora Kim, Jacqueline Chyr, Xiaobo Zhou, Liyu Huang

Faculty, Staff and Student Publications

Parkinson's disease (PD) is characterized by dopaminergic neurodegeneration and an abnormal accumulation of α-synuclein aggregates. A number of genetic factors have been shown to increase the risk of PD. Exploring the underlying molecular mechanisms that mediate PD's transcriptomic diversity can help us understand neurodegenerative pathogenesis. In this study, we identified 9897 A-to-I RNA editing events associated with 6286 genes across 372 PD patients. Of them, 72 RNA editing events altered miRNA binding sites and this may directly affect miRNA regulations of their host genes. However, RNA editing effects on the miRNA regulation of genes are more complex. They can (1) …

Brain Deficit Patterns Of Metabolic Illnesses Overlap With Those For Major Depressive Disorder: A New Metric Of Brain Metabolic Disease, Kathryn S Hatch, Si Gao, Yizhou Ma, Alessandro Russo, Neda Jahanshad, Paul M Thompson, Bhim M Adhikari, Heather Bruce, Andrew Van Der Vaart, Aristeidis Sotiras, Mark D Kvarta, Thomas E Nichols, Lianne Schmaal, L Elliot Hong, Peter Kochunov

Faculty, Staff and Student Publications

Metabolic illnesses (MET) are detrimental to brain integrity and are common comorbidities in patients with mental illnesses, including major depressive disorder (MDD). We quantified effects of MET on standard regional brain morphometric measures from 3D brain MRI as well as diffusion MRI in a large sample of UK BioBank participants. The pattern of regional effect sizes of MET in non-psychiatric UKBB subjects was significantly correlated with the spatial profile of regional effects reported by the largest meta-analyses in MDD but not in bipolar disorder, schizophrenia or Alzheimer's disease. We used a regional vulnerability index (RVI) for MET (RVI-MET) to measure …

Serinc5 Restricts Hiv Membrane Fusion By Altering Lipid Order And Heterogeneity In The Viral Membrane, Amanda E Ward, Daria Sokovikova, Melvin Neal Waxham, Frederick A Heberle, Ilya Levental, Kandice R Levental, Volker Kiessling, Judith M White, Lukas K Tamm

Faculty, Staff and Student Publications

The host restriction factor, Serinc5, incorporates into budding HIV particles and inhibits their infection by an incompletely understood mechanism. We have previously reported that Serinc5 but not its paralogue, Serinc2, blocks HIV cell entry by membrane fusion, specifically by inhibiting fusion pore formation and dilation. A body of work suggests that Serinc5 may alter the conformation and clustering of the HIV fusion protein, Env. To contribute an additional perspective to the developing model of Serinc5 restriction, we assessed Serinc2 and Serinc5's effects on HIV pseudoviral membranes. By measuring pseudoviral membrane thickness via cryo-electron microscopy and order via the fluorescent dye, …

Feature Selection For Support Vector Regression Using A Genetic Algorithm, Shannon B Mckearnan, David M Vock, G Elisabeta Marai, Guadalupe Canahuate, Clifton D Fuller, Julian Wolfson

Faculty, Staff and Student Publications

Support vector regression (SVR) is particularly beneficial when the outcome and predictors are nonlinearly related. However, when many covariates are available, the method's flexibility can lead to overfitting and an overall loss in predictive accuracy. To overcome this drawback, we develop a feature selection method for SVR based on a genetic algorithm that iteratively searches across potential subsets of covariates to find those that yield the best performance according to a user-defined fitness function. We evaluate the performance of our feature selection method for SVR, comparing it to alternate methods including LASSO and random forest, in a simulation study. We …

Mechanisms Of Response And Resistance To Combined Decitabine And Ipilimumab For Advanced Myeloid Disease, Livius Penter, Yang Liu, Jacquelyn O Wolff, Lin Yang, Len Taing, Aashna Jhaveri, Jackson Southard, Manishkumar Patel, Nicole M Cullen, Kathleen L Pfaff, Nicoletta Cieri, Giacomo Oliveira, Seunghee Kim-Schulze, Srinika Ranasinghe, Rebecca Leonard, Taylor Robertson, Elizabeth A Morgan, Helen X Chen, Minkyung H Song, Magdalena Thurin, Shuqiang Li, Scott J Rodig, Carrie Cibulskis, Stacey Gabriel, Pavan Bachireddy, Jerome Ritz, Howard Streicher, Donna S Neuberg, F Stephen Hodi, Matthew S Davids, Sacha Gnjatic, Kenneth J Livak, Jennifer Altreuter, Franziska Michor, Robert J Soiffer, Jacqueline S Garcia, Catherine J Wu

Faculty, Staff and Student Publications

The challenge of eradicating leukemia in patients with acute myelogenous leukemia (AML) after initial cytoreduction has motivated modern efforts to combine synergistic active modalities including immunotherapy. Recently, the ETCTN/CTEP 10026 study tested the combination of the DNA methyltransferase inhibitor decitabine together with the immune checkpoint inhibitor ipilimumab for AML/myelodysplastic syndrome (MDS) either after allogeneic hematopoietic stem cell transplantation (HSCT) or in the HSCT-naïve setting. Integrative transcriptome-based analysis of 304 961 individual marrow-infiltrating cells for 18 of 48 subjects treated on study revealed the strong association of response with a high baseline ratio of T to AML cells. Clinical responses were …

Targeting Of Epigenetic Co-Dependencies Enhances Anti-Aml Efficacy Of Menin Inhibitor In Aml With Mll1-R Or Mutant Npm1, Warren Fiskus, Christopher P Mill, Christine Birdwell, John A Davis, Kaberi Das, Steffen Boettcher, Tapan M Kadia, Courtney D Dinardo, Koichi Takahashi, Sanam Loghavi, Michael J Soth, Tim Heffernan, Gerard M Mcgeehan, Xinjia Ruan, Xiaoping Su, Christopher R Vakoc, Naval Daver, Kapil N Bhalla

Faculty, Staff and Student Publications

Monotherapy with Menin inhibitor (MI), e.g., SNDX-5613, induces clinical remissions in patients with relapsed/refractory AML harboring MLL1-r or mtNPM1, but most patients either fail to respond or eventually relapse. Utilizing single-cell RNA-Seq, ChiP-Seq, ATAC-Seq, RNA-Seq, RPPA, and mass cytometry (CyTOF) analyses, present pre-clinical studies elucidate gene-expression correlates of MI efficacy in AML cells harboring MLL1-r or mtNPM1. Notably, MI-mediated genome-wide, concordant, log2 fold-perturbations in ATAC-Seq and RNA-Seq peaks were observed at the loci of MLL-FP target genes, with upregulation of mRNAs associated with AML differentiation. MI treatment also reduced the number of AML cells expressing the stem/progenitor cell signature. A …

Cancer Neuroscience: State Of The Field, Emerging Directions, Frank Winkler, Humsa S Venkatesh, Moran Amit, Tracy Batchelor, Ihsan Ekin Demir, Benjamin Deneen, David H Gutmann, Shawn Hervey-Jumper, Thomas Kuner, Donald Mabbott, Michael Platten, Asya Rolls, Erica K Sloan, Timothy C Wang, Wolfgang Wick, Varun Venkataramani, Michelle Monje

Faculty, Staff and Student Publications

The nervous system governs both ontogeny and oncology. Regulating organogenesis during development, maintaining homeostasis, and promoting plasticity throughout life, the nervous system plays parallel roles in the regulation of cancers. Foundational discoveries have elucidated direct paracrine and electrochemical communication between neurons and cancer cells, as well as indirect interactions through neural effects on the immune system and stromal cells in the tumor microenvironment in a wide range of malignancies. Nervous system-cancer interactions can regulate oncogenesis, growth, invasion and metastatic spread, treatment resistance, stimulation of tumor-promoting inflammation, and impairment of anti-cancer immunity. Progress in cancer neuroscience may create an important new …

Quantitative Proteomic Screening Uncovers Candidate Diagnostic And Monitoring Serum Biomarkers Of Ankylosing Spondylitis, Mark Hwang, Shervin Assassi, Jim Zheng, Jessica Castillo, Reyna Chavez, Kamala Vanarsa, Chandra Mohan, John Reveille

Faculty, Staff and Student Publications

BACKGROUND: We sought to discover serum biomarkers of ankylosing spondylitis (AS) for diagnosis and monitoring disease activity.

METHODS: We studied biologic-treatment-naïve AS and healthy control (HC) patients' sera. Eighty samples matched by age, gender, and race (1:1:1 ratio) for AS patients with active disease, inactive disease, and HC were analyzed with SOMAscan™, an aptamer-based discovery platform. T-tests tests were performed for high/low-disease activity AS patients versus HCs (diagnosis) and high versus low disease activity (Monitoring) in a 2:1 and 1:1 ratio, respectively, to identify differentially expressed proteins (DEPs). We used the Cytoscape Molecular Complex Detection (MCODE) plugin to find clusters …

Effect Of Angiotensin-Converting Enzyme Inhibitor And Angiotensin Receptor Blocker Initiation On Organ Support-Free Days In Patients Hospitalized With Covid-19: A Randomized Clinical Trial, Patrick R Lawler, Lennie P G Derde, Frank L Van De Veerdonk, Bryan J Mcverry, David T Huang, Lindsay R Berry, Elizabeth Lorenzi, Roland Van Kimmenade, Frank Gommans, Muthiah Vaduganathan, David E Leaf, Rebecca M Baron, Edy Y Kim, Claudia Frankfurter, Slava Epelman, Yvonne Kwan, Richard Grieve, Stephen O'Neill, Zia Sadique, Michael Puskarich, John C Marshall, Alisa M Higgins, Paul R Mouncey, Kathryn M Rowan, Farah Al-Beidh, Djillali Annane, Yaseen M Arabi, Carly Au, Abi Beane, Wilma Van Bentum-Puijk, Marc J M Bonten, Charlotte A Bradbury, Frank M Brunkhorst, Aidan Burrell, Adrian Buzgau, Meredith Buxton, Maurizio Cecconi, Allen C Cheng, Matthew Cove, Michelle A Detry, Lise J Estcourt, Justin Ezekowitz, Mark Fitzgerald, David Gattas, Lucas C Godoy, Herman Goossens, Rashan Haniffa, David A Harrison, Thomas Hills, Christopher M Horvat, Nao Ichihara, Francois Lamontagne, Kelsey M Linstrum, Daniel F Mcauley, Anna Mcglothlin, Shay P Mcguinness, Zoe Mcquilten, Srinivas Murthy, Alistair D Nichol, David R J Owen, Rachael L Parke, Jane C Parker, Katrina M Pollock, Luis Felipe Reyes, Hiroki Saito, Marlene S Santos, Christina T Saunders, Christopher W Seymour, Manu Shankar-Hari, Vanessa Singh, Alexis F Turgeon, Anne M Turner, Ryan Zarychanski, Cameron Green, Roger J Lewis, Derek C Angus, Scott Berry, Anthony C Gordon, Colin J Mcarthur, Steve A Webb

Faculty, Staff and Student Publications

IMPORTANCE: Overactivation of the renin-angiotensin system (RAS) may contribute to poor clinical outcomes in patients with COVID-19.

OBJECTIVE: To determine whether angiotensin-converting enzyme (ACE) inhibitor or angiotensin receptor blocker (ARB) initiation improves outcomes in patients hospitalized for COVID-19.

DESIGN, SETTING, AND PARTICIPANTS: In an ongoing, adaptive platform randomized clinical trial, 721 critically ill and 58 non-critically ill hospitalized adults were randomized to receive an RAS inhibitor or control between March 16, 2021, and February 25, 2022, at 69 sites in 7 countries (final follow-up on June 1, 2022).

INTERVENTIONS: Patients were randomized to receive open-label initiation of an ACE inhibitor …