Biomedical Informatics Commons^™

Sirpα+ Macrophages Are Increased In Patients With Fl Who Progress Or Relapse After Frontline Lenalidomide And Rituximab, Mario L Marques-Piubelli, Edwin R Parra, Lei Feng, Luisa Solis Soto, Mariana Gallardo, Sushanth Gouni, Felipe Samaniego, Mansoor Noorani, Fredrick B Hagemeister, Jason R Westin, Hun Ju Lee, Maria A Rodriguez, Sattva S Neelapu, Jillian R Gunther, Nathan H Fowler, Christopher R Flowers, Ignacio I Wistuba, Loretta J Nastoupil, Francisco Vega, Paolo Strati

Faculty, Staff and Student Publications

Limited data exist regarding the outcome of patients with follicular lymphoma (FL) who relapse or progress after frontline lenalidomide and rituximab (R2). Moreover, mechanisms of resistance to R2 in FL remain unclear, with increased protumoral macrophages suspected as a major contributory culprit to this phenomenon. This retrospective study analyzed the outcome of patients with advanced-stage FL grade 1 to 3A who relapsed or progressed after frontline R2. A multiplex immunofluorescence macrophage panel, including CD47, CD14, CD68, CD115 (also known as colony-stimulating factor 1 receptor [CSF1R]), CD163, CD172a (also known as signal regulatory protein α [SIRPα]), and CD274 (also known as …

Up To 8-Year Follow-Up From Resonate-2: First-Line Ibrutinib Treatment For Patients With Chronic Lymphocytic Leukemia, Paul M Barr, Carolyn Owen, Tadeusz Robak, Alessandra Tedeschi, Osnat Bairey, Jan A Burger, Peter Hillmen, Steve E Coutre, Claire Dearden, Sebastian Grosicki, Helen Mccarthy, Jian-Yong Li, Fritz Offner, Carol Moreno, Cathy Zhou, Emily Hsu, Anita Szoke, Thomas J Kipps, Paolo Ghia

Faculty, Staff and Student Publications

We report long-term follow-up from the RESONATE-2 phase 3 study of the once-daily Bruton's tyrosine kinase inhibitor ibrutinib, which is the only targeted therapy with significant progression-free survival (PFS) and overall survival (OS) benefit in multiple randomized chronic lymphocytic leukemia (CLL) studies. Patients (≥65 years) with previously untreated CLL, without del(17p), were randomly assigned 1:1 to once-daily ibrutinib 420 mg until disease progression/unacceptable toxicity (n = 136) or chlorambucil 0.5-0.8 mg/kg ≤12 cycles (n = 133). With up to 8 years of follow-up (range, 0.1-96.6 months; median, 82.7 months), significant PFS benefit was sustained for ibrutinib vs chlorambucil (hazard ratio …

Atr-Mediated Cd47 And Pd-L1 Up-Regulation Restricts Radiotherapy-Induced Immune Priming And Abscopal Responses In Colorectal Cancer, Rodney Cheng-En Hsieh, Sunil Krishnan, Ren-Chin Wu, Akash R Boda, Arthur Liu, Michelle Winkler, Wen-Hao Hsu, Steven Hsesheng Lin, Mien-Chie Hung, Li-Chuan Chan, Krithikaa Rajkumar Bhanu, Anupallavi Srinivasamani, Ricardo Alexandre De Azevedo, Yung-Chih Chou, Ronald A Depinho, Matthew Gubin, Eduardo Vilar, Chao Hsien Chen, Ravaen Slay, Priyamvada Jayaprakash, Shweta Mahendra Hegde, Genevieve Hartley, Spencer T Lea, Rishika Prasad, Brittany Morrow, Coline Agnes Couillault, Madeline Steiner, Chun-Chieh Wang, Bhanu Prasad Venkatesulu, Cullen Taniguchi, Yon Son Betty Kim, Junjie Chen, Nils-Petter Rudqvist, Michael A Curran

Faculty, Staff and Student Publications

Radiotherapy (RT) of colorectal cancer (CRC) can prime adaptive immunity against tumor-associated antigen (TAA)-expressing CRC cells systemically. However, abscopal tumor remissions are extremely rare, and the postirradiation immune escape mechanisms in CRC remain elusive. Here, we found that irradiated CRC cells used ATR-mediated DNA repair signaling pathway to up-regulate both CD47 and PD-L1, which through engagement of SIRPα and PD-1, respectively, prevented phagocytosis by antigen-presenting cells and thereby limited TAA cross-presentation and innate immune activation. This postirradiation CD47 and PD-L1 up-regulation was observed across various human solid tumor cells. Concordantly, rectal cancer patients with poor responses to neoadjuvant RT exhibited …

Atr-Mediated Cd47 And Pd-L1 Up-Regulation Restricts Radiotherapy-Induced Immune Prming And Abscopal Responses In Colorectal Cancer, Rodney Cheng-En Hsieh, Sunil Krishnan, Ren-Chin Wu, Akash R Boda, Arthur Liu, Michelle Winkler, Wen-Hao Hsu, Steven Hsesheng Lin, Mien-Chie Hung, Li-Chuan Chan, Krithikaa Rajkumar Bhanu, Anupallavi Srinivasamani, Ricardo Alexandre De Azevedo, Yung-Chih Chou, Ronald A Depinho, Matthew Gubin, Eduardo Vilar, Chao Hsien Chen, Ravaen Slay, Priyamvada Jayaprakash, Shweta Mahendra Hegde, Genevieve Hartley, Spencer T Lea, Rishika Prasad, Brittany Morrow, Coline Agnes Couillault, Madeline Steiner, Chun-Chieh Wang, Bhanu Prasad Venkatesulu, Cullen Taniguchi, Yon Son Betty Kim, Junjie Chen, Nils-Petter Rudqvist, Michael A Curran

Faculty, Staff and Student Publications

Radiotherapy (RT) of colorectal cancer (CRC) can prime adaptive immunity against tumor-associated antigen (TAA)-expressing CRC cells systemically. However, abscopal tumor remissions are extremely rare, and the postirradiation immune escape mechanisms in CRC remain elusive. Here, we found that irradiated CRC cells used ATR-mediated DNA repair signaling pathway to up-regulate both CD47 and PD-L1, which through engagement of SIRPα and PD-1, respectively, prevented phagocytosis by antigen-presenting cells and thereby limited TAA cross-presentation and innate immune activation. This postirradiation CD47 and PD-L1 up-regulation was observed across various human solid tumor cells. Concordantly, rectal cancer patients with poor responses to neoadjuvant RT exhibited …

Genome-Wide Crispr Screens Using Isogenic Cells Reveal Vulnerabilities Conferred By Loss Of Tumor Suppressors, Rodney Cheng-En Hsieh, Sunil Krishnan, Ren-Chin Wu, Akash R Boda, Arthur Liu, Michelle Winkler, Wen-Hao Hsu, Steven Hsesheng Lin, Mien-Chie Hung, Li-Chuan Chan, Krithikaa Rajkumar Bhanu, Anupallavi Srinivasamani, Ricardo Alexandre De Azevedo, Yung-Chih Chou, Ronald A Depinho, Matthew Gubin, Eduardo Vilar, Chao Hsien Chen, Ravaen Slay, Priyamvada Jayaprakash, Shweta Mahendra Hegde, Genevieve Hartley, Spencer T Lea, Rishika Prasad, Brittany Morrow, Coline Agnes Couillault, Madeline Steiner, Chun-Chieh Wang, Bhanu Prasad Venkatesulu, Cullen Taniguchi, Yon Son Betty Kim, Junjie Chen, Nils-Petter Rudqvist, Michael A Curran

Faculty, Staff and Student Publications

Radiotherapy (RT) of colorectal cancer (CRC) can prime adaptive immunity against tumor-associated antigen (TAA)-expressing CRC cells systemically. However, abscopal tumor remissions are extremely rare, and the postirradiation immune escape mechanisms in CRC remain elusive. Here, we found that irradiated CRC cells used ATR-mediated DNA repair signaling pathway to up-regulate both CD47 and PD-L1, which through engagement of SIRPα and PD-1, respectively, prevented phagocytosis by antigen-presenting cells and thereby limited TAA cross-presentation and innate immune activation. This postirradiation CD47 and PD-L1 up-regulation was observed across various human solid tumor cells. Concordantly, rectal cancer patients with poor responses to neoadjuvant RT exhibited …

Risk Of Peritoneal Carcinomatosis After Risk-Reducing Salpingo-Oophorectomy: A Systematic Review And Individual Patient Data Meta-Analysis, Miranda P Steenbeek, Majke H D Van Bommel, Johan Bulten, Julia A Hulsmann, Joep Bogaerts, Christine Garcia, Han T Cun, Karen H Lu, Heleen J Van Beekhuizen, Lucas Minig, Katja N Gaarenstroom, Marielle Nobbenhuis, Mateja Krajc, Vilius Rudaitis, Barbara M Norquist, Elizabeth M Swisher, Marian J E Mourits, Leon F A G Massuger, Nicoline Hoogerbrugge, Rosella P M G Hermens, Joanna Inthout, Joanne A De Hullu

Faculty, Staff and Student Publications

Purpose: After risk-reducing salpingo-oophorectomy (RRSO), BRCA1/2 pathogenic variant (PV) carriers have a residual risk to develop peritoneal carcinomatosis (PC). The etiology of PC is not yet clarified, but may be related to serous tubal intraepithelial carcinoma (STIC), the postulated origin for high-grade serous cancer. In this systematic review and individual patient data meta-analysis, we investigate the risk of PC in women with and without STIC at RRSO.

Methods: Unpublished data from three centers were supplemented by studies identified in a systematic review of EMBASE, MEDLINE, and the Cochrane library describing women with a BRCA-PV with and without …

Resistance To Targeted Therapies: Delving Into Flt3 And Idh, Sai Prasad Desikan, Naval Daver, Courtney Dinardo, Tapan Kadia, Marina Konopleva, Farhad Ravandi

Faculty, Staff and Student Publications

Recent advances in FLT3 and IDH targeted inhibition have improved response rates and overall survival in patients with mutations affecting these respective proteins. Despite this success, resistance mechanisms have arisen including mutations that disrupt inhibitor-target interaction, mutations impacting alternate pathways, and changes in the microenvironment. Here we review the role of these proteins in leukemogenesis, their respective inhibitors, mechanisms of resistance, and briefly ongoing studies aimed at overcoming resistance.

Signal Detection Of Adverse Events Associated With Trastuzumab In A Cohort Of Elderly Patients With Breast Cancer, Efstathia Polychronopoulou, Sharon H Giordano, Lin-Na Chou, Xiaoying Yu, Yong-Fang Kuo

Faculty, Staff and Student Publications

AIM: Utilization of signal detection methods in longitudinal claims data can improve post-marketing drug surveillance, but to date there has been limited application. The aim of this study is to use 3 approaches, the proportional reporting ratio, Gamma Poisson Shrinker, and tree-based scan statistic in detecting adverse drug events (ADEs) attributed to trastuzumab using an administrative claims dataset.

METHODS: Using data from the Texas Cancer Registry and SEER linked to Medicare from 2010 to 2013, we conducted 1:2 propensity score matching. Breast cancer HER2+ patients treated with trastuzumab in addition to standard chemotherapy were matched to HER2- patients treated with …

Targeting Il-1Β As An Immunopreventive And Therapeutic Modality For K-Ras-Mutant Lung Cancer, Bo Yuan, Michael J Clowers, Walter V Velasco, Stephen Peng, Qian Peng, Yewen Shi, Marco Ramos-Castaneda, Melody Zarghooni, Shuanying Yang, Rachel L Babcock, Seon Hee Chang, John V Heymach, Jianjun Zhang, Edwin J Ostrin, Stephanie S Watowich, Humam Kadara, Seyed Javad Moghaddam

Faculty, Staff and Student Publications

K-ras-mutant lung adenocarcinoma (KM-LUAD) is associated with abysmal prognosis and is tightly linked to tumor-promoting inflammation. A human mAb, canakinumab, targeting the proinflammatory cytokine IL-1β, significantly decreased the risk of lung cancer in the Canakinumab Anti-inflammatory Thrombosis Outcomes Study. Interestingly, we found high levels of IL-1β in the lungs of mice with K-rasG12D-mutant tumors (CC-LR mice). Here, we blocked IL-1β using an anti-IL-1β mAb in cohorts of 6- or 14-week-old CC-LR mice to explore its preventive and therapeutic effect, respectively. IL-1β blockade significantly reduced lung tumor burden, which was associated with reprogramming of the lung microenvironment toward an antitumor phenotype …

Malinc1 An Immune-Related Long Non-Coding Rna Associated With Early-Stage Breast Cancer Progression, María Laura Fabre, Romina Canzoneri, Agustina Gurruchaga, Jaeho Lee, Pradeep Tatineni, Hyunsuk Kil, Ezequiel Lacunza, C Marcelo Aldaz, Martín Carlos Abba

Faculty, Staff and Student Publications

Simple Summary

Here we characterize the phenotypic and molecular effects of MALINC1, a long non-coding RNA (lncRNA) that we found significantly upregulated in premalignant ductal carcinoma in-situ lesions. We provide evidence that MALINC1 behaves as an oncogenic and immune-related lncRNA involved with early-stage breast cancer progression, showing prognostic and predictive value to immunotherapy in invasive breast carcinomas.

Abstract

Long non-coding RNAs are increasingly being recognized as cancer biomarkers in various malignancies, acting as either tumor suppressors or oncogenes. The long non-coding MALINC1 intergenic RNA was identified as significantly upregulated in breast ductal carcinoma in situ. The aim of this …

Mobile Health Applications For Postpartum Depression Management: A Theory-Informed Analysis Of Change-Use-Engagement (Cue) Criteria In The Digital Environment, Alexandra Zingg, Laura Carter, Deevakar Rogith, Sudhakar Selvaraj, Amy Franklin, Sahiti Myneni

Faculty, Staff and Student Publications

Postpartum Depression (PPD) is the most common childbirth complication, with approximately 15% of postpartum women experiencing depression symptoms. Mobile applications have potential to expand delivery of mental health interventions. However, our understanding of how these tools engage women with PPD and facilitate positive behavioral changes is limited. In our paper, we analyze 15 commercial PPD applications to understand their role as facilitators of change, engagement, and sustained use. Applications reviewed contained an average of four theory-based behavioral change techniques, and highest patient engagement level reached was to empower patients through patient-generated data. Heuristic violations were identified in areas including user …

Unpacking Misinfodemic During A Global Health Crisis: A Qualitative Inquiry Of Psychosocial Characteristics In Social Media Interactions, Sofia M Olivares, Sahiti Myneni

Faculty, Staff and Student Publications

The pervasiveness of health information in social media has led to a modern misinformation crisis, also known as a misinfodemic. Misinfodemics have upended public health activities as clearly evident during the COVID-19 pandemic. The objective of this study is to characterize social media content and information sources using theory-driven health behavior and psychology constructs to better understand the motifs of misinformation and their role in the dissemination of health (mis)information in Twitter posts. We analyzed 1,400 randomly selected tweets related to COVID-19 to ascertain four important variables, what is the tweet about (content), how is it structured (linguistic features), who …

Latent Linguistic Motifs In Social Media Postings Resisting Covid-19 Misinformation, Tavleen Singh, Sofia Olivares, Sahiti Myneni

Faculty, Staff and Student Publications

Social media has become a predominant source of information for many health care consumers. However, false and misleading information is a pervasive problem in this context. Specifically, health-related misinformation has become a significant public health challenge, impeding the effectiveness of public health awareness campaigns and resulting in suboptimal responsiveness to the communication of legitimate risk-related information. Little is known about the mechanisms driving the seeding and spreading of such information. In this paper, we specifically examine COVID-19 tweets which attempt to correct misinformation. We employ a mixed-methods approach comprising qualitative coding, deep learning classification, and computerized text analysis to understand …

Phosphorylation And Stabilization Of Pd-L1 By Ck2 Suppresses Dendritic Cell Function, Xixi Zhao, Yongkun Wei, Yu-Yi Chu, Yintao Li, Jung-Mao Hsu, Zhou Jiang, Chunxiao Liu, Jennifer L Hsu, Wei-Chao Chang, Riyao Yang, Li-Chuan Chan, Jingkun Qu, Shuqun Zhang, Haoqiang Ying, Dihua Yu, Mien-Chie Hung

Faculty, Staff and Student Publications

UNLABELLED: Targeting immune checkpoints such as programmed cell death 1 (PD-1) and programmed cell death ligand 1 (PD-L1) has transformed cancer treatment, with durable clinical responses across a wide range of tumor types. However, a high percentage of patients fail to respond to anti-PD-1/PD-L1 treatment. A greater understanding of PD-L1 regulation is critical to improving the clinical response rate of PD-1/PD-L1 blockade. Here, we demonstrate that PD-L1 is phosphorylated and stabilized by casein kinase 2 (CK2) in cancer and dendritic cells (DC). Phosphorylation of PD-L1 at Thr285 and Thr290 by CK2 disrupted PD-L1 binding with speckle-type POZ protein, an adaptor …

Structural Characterization Of Dicyanopyridine Containing Dnmt1-Selective, Non-Nucleoside Inhibitors, John R Horton, Sarath Pathuri, Kristen Wong, Ren Ren, Lourdes Rueda, David T Fosbenner, Dirk A Heerding, Michael T Mccabe, Melissa B Pappalardi, Xing Zhang, Bryan W King, Xiaodong Cheng

Faculty, Staff and Student Publications

DNMT1 maintains the parental DNA methylation pattern on newly replicated hemimethylated DNA. The failure of this maintenance process causes aberrant DNA methylation that affects transcription and contributes to the development and progression of cancers such as acute myeloid leukemia. Here, we structurally characterized a set of newly discovered DNMT1-selective, reversible, non-nucleoside inhibitors that bear a core 3,5-dicyanopyridine moiety, as exemplified by GSK3735967, to better understand their mechanism of inhibition. All of the dicyanopydridine-containing inhibitors examined intercalate into the hemimethylated DNA between two CpG base pairs through the DNA minor groove, resulting in conformational movement of the DNMT1 active-site loop. In …

Predictive Performance Of Different Ntcp Techniques For Radiation-Induced Esophagitis In Nsclc Patients Receiving Proton Radiotherapy, Mei Chen, Zeming Wang, Shengpeng Jiang, Jian Sun, Li Wang, Narayan Sahoo, G Brandon Gunn, Steven J Frank, Cheng Xu, Jiayi Chen, Quynh-Nhu Nguyen, Joe Y Chang, Zhongxing Liao, X Ronald Zhu, Xiaodong Zhang

Faculty, Staff and Student Publications

This study aimed to compare the predictive performance of different modeling methods in developing normal tissue complication probability (NTCP) models for predicting radiation-induced esophagitis (RE) in non-small cell lung cancer (NSCLC) patients receiving proton radiotherapy. The dataset was composed of 328 NSCLC patients receiving passive-scattering proton therapy and 41.6% of the patients experienced ≥ grade 2 RE. Five modeling methods were used to build NTCP models: standard Lyman-Kutcher-Burman (sLKB), generalized LKB (gLKB), multivariable logistic regression using two variable selection procedures-stepwise forward selection (Stepwise-MLR), and least absolute shrinkage and selection operator (LASSO-MLR), and support vector machines (SVM). Predictive performance was internally …

Precision Combination Therapies Based On Recurrent Oncogenic Coalterations, Xubin Li, Elisabeth K Dowling, Gonghong Yan, Zeynep Dereli, Behnaz Bozorgui, Parisa Imanirad, Jacob H Elnaggar, Augustin Luna, David G Menter, Patrick G Pilié, Timothy A Yap, Scott Kopetz, Chris Sander, Anil Korkut

Faculty, Staff and Student Publications

UNLABELLED: Cancer cells depend on multiple driver alterations whose oncogenic effects can be suppressed by drug combinations. Here, we provide a comprehensive resource of precision combination therapies tailored to oncogenic coalterations that are recurrent across patient cohorts. To generate the resource, we developed Recurrent Features Leveraged for Combination Therapy (REFLECT), which integrates machine learning and cancer informatics algorithms. Using multiomic data, the method maps recurrent coalteration signatures in patient cohorts to combination therapies. We validated the REFLECT pipeline using data from patient-derived xenografts, in vitro drug screens, and a combination therapy clinical trial. These validations demonstrate that REFLECT-selected combination therapies …

Identification Of Functional Heterogeneity Of Carcinoma-Associated Fibroblasts With Distinct Il6-Mediated Therapy Resistance In Pancreatic Cancer, Kathleen M Mcandrews, Yang Chen, J Kebbeh Darpolor, Xiaofeng Zheng, Sujuan Yang, Julienne L Carstens, Bingrui Li, Huamin Wang, Toru Miyake, Pedro Correa De Sampaio, Michelle L Kirtley, Mariangela Natale, Chia-Chin Wu, Hikaru Sugimoto, Valerie S Lebleu, Raghu Kalluri

Faculty, Staff and Student Publications

The tumor microenvironment in pancreatic ductal adenocarcinoma (PDAC) involves a significant accumulation of fibroblasts as part of the host response to cancer. Employing single-cell RNA-sequencing, multiplex immunostaining, and several genetic mouse models, we identify carcinoma-associated fibroblasts (CAFs) with opposing functions in PDAC progression. Depletion of fibroblast activation protein (FAP)+ CAFs results in increased survival, in contrast to depletion of alpha smooth muscle actin (αSMA)+ CAFs that leads to decreased survival. Tumor-promoting FAP+ CAFs (TP-CAFs) and tumor-restraining αSMA+ CAFs (TR-CAFs) differentially regulate cancer-associated pathways and accumulation of Tregs. Improved efficacy of gemcitabine is observed when IL-6 is deleted from αSMA+ CAFs …

Pathological Response And Immune Biomarker Assessment In Non-Small-Cell Lung Carcinoma Receiving Neoadjuvant Immune Checkpoint Inhibitors, Frank Rojas, Edwin Roger Parra, Ignacio Ivan Wistuba, Cara Haymaker, Luisa Maren Solis Soto

Faculty, Staff and Student Publications

Lung cancer is the leading cause of cancer incidence and mortality worldwide. Adjuvant and neoadjuvant chemotherapy have been used in the perioperative setting of non-small-cell carcinoma (NSCLC); however, the five-year survival rate only improves by about 5%. Neoadjuvant treatment with immune checkpoint inhibitors (ICIs) has become significant due to improved survival in advanced NSCLC patients treated with immunotherapy agents. The assessment of pathology response has been proposed as a surrogate indicator of the benefits of neaodjuvant therapy. An outline of recommendations has been published by the International Association for the Study of Lung Cancer (IASLC) for the evaluation of pathologic …

Recurrent Neural Network Models (Covrnn) For Predicting Outcomes Of Patients With Covid-19 On Admission To Hospital: Model Development And Validation Using Electronic Health Record Data, Laila Rasmy, Masayuki Nigo, Bijun Sai Kannadath, Ziqian Xie, Bingyu Mao, Khush Patel, Yujia Zhou, Wanheng Zhang, Angela Ross, Hua Xu, Degui Zhi

Faculty, Staff and Student Publications

BACKGROUND: Predicting outcomes of patients with COVID-19 at an early stage is crucial for optimised clinical care and resource management, especially during a pandemic. Although multiple machine learning models have been proposed to address this issue, because of their requirements for extensive data preprocessing and feature engineering, they have not been validated or implemented outside of their original study site. Therefore, we aimed to develop accurate and transferrable predictive models of outcomes on hospital admission for patients with COVID-19.

METHODS: In this study, we developed recurrent neural network-based models (CovRNN) to predict the outcomes of patients with COVID-19 by use …

Gdf5+ Chondroprogenitors Derived From Human Pluripotent Stem Cells Preferentially Form Permanent Chondrocytes, Azim Pothiawala, Berke E Sahbazoglu, Bryan K Ang, Nadine Matthias, Guangsheng Pei, Qing Yan, Brian R Davis, Johnny Huard, Zhongming Zhao, Naoki Nakayama

Faculty, Staff and Student Publications

It has been established in the mouse model that during embryogenesis joint cartilage is generated from a specialized progenitor cell type, distinct from that responsible for the formation of growth plate cartilage. We recently found that mesodermal progeny of human pluripotent stem cells gave rise to two types of chondrogenic mesenchymal cells in culture: SOX9+ and GDF5+ cells. The fast-growing SOX9+ cells formed in vitro cartilage that expressed chondrocyte hypertrophy markers and readily underwent mineralization after ectopic transplantation. In contrast, the slowly growing GDF5+ cells derived from SOX9+ cells formed cartilage that tended to express low to undetectable levels of …

External Validation Of A Laboratory Prediction Algorithm For The Reduction Of Unnecessary Labs In The Critical Care Setting, Linda T Li, Tongtong Huang, Elmer V Bernstam, Xiaoqian Jiang

Faculty, Staff and Student Publications

BACKGROUND: Unnecessary laboratory tests contribute to iatrogenic harm and are a major source of waste in the health care system. We previously developed a machine learning algorithm to help clinicians identify unnecessary laboratory tests, but it has not been externally validated. In this study, we externally validate our machine learning algorithm.

METHODS: To externally validate the machine learning algorithm that was originally trained on the Medical Information Mart for Intensive Care (MIMIC) III database, we tested the algorithm in a separate institution. We identified and abstracted data for all patients older than 18 years admitted to the intensive care unit …

A Multi-Task Gaussian Process Self-Attention Neural Network For Real-Time Prediction Of The Need For Mechanical Ventilators In Covid-19 Patients, Kai Zhang, Siddharth Karanth, Bela Patel, Robert Murphy, Xiaoqian Jiang

Faculty, Staff and Student Publications

OBJECTIVE: The Coronavirus Disease 2019 (COVID-19) pandemic has overwhelmed the capacity of healthcare resources and posed a challenge for worldwide hospitals. The ability to distinguish potentially deteriorating patients from the rest helps facilitate reasonable allocation of medical resources, such as ventilators, hospital beds, and human resources. The real-time accurate prediction of a patient's risk scores could also help physicians to provide earlier respiratory support for the patient and reduce the risk of mortality.

METHODS: We propose a robust real-time prediction model for the in-hospital COVID-19 patients' probability of requiring mechanical ventilation (MV). The end-to-end neural network model incorporates the Multi-task …

Statins Enhance The Chemosensitivity Of R-Chop In Diffuse Large B-Cell Lymphoma, Sushanth Gouni, Paolo Strati, Gokce Toruner, Akanksha Aradhya, Ralf Landgraf, Daniel Bilbao, Francisco Vega, Nitin Kumar Agarwal

Faculty, Staff and Student Publications

The beneficial effect of statins on the anti-lymphoma activity of the rituximab-based chemotherapy regimen is controversial. Here, we retrospectively reviewed patients with naïve-treated advanced diffuse large B-cell lymphoma (DLBCL) receiving frontline R-CHOP, and for whom data regarding differential statins use was available at the time of initiation of treatment. We observe that patients treated with statins and R-CHOP experienced a significantly higher CR rate as compared to those who received R-CHOP only. We further show that patients receiving medium or high intensity statins and R-CHOP experienced a significantly higher CR as compared to those treated with R-CHOP. Six-year progression free …

Grief Symptoms Promote Inflammation During Acute Stress Among Bereaved Spouses, Ryan L Brown, Angie S Leroy, Michelle A Chen, Robert Suchting, Lisa M Jaremka, Jia Liu, Cobi Heijnen, Christopher P Fagundes

Faculty, Staff and Student Publications

The death of a spouse is associated with maladaptive immune alterations; grief severity may exacerbate this link. We investigated whether high grief symptoms were associated with an amplified inflammatory response to subsequent stress among 111 recently bereaved older adults. Participants completed a standardized psychological stressor and underwent a blood draw before, 45 min after, and 2 hr after the stressor. Those experiencing high grief symptoms (i.e., scoring > 25 on the Inventory of Complicated Grief) experienced a 45% increase in interleukin-6 (IL-6; a proinflammatory cytokine) per hour, whereas those experiencing low grief symptoms demonstrated a 26% increase. In other words, high …

Experimental Models Of Undifferentiated Pleomorphic Sarcoma And Malignant Peripheral Nerve Sheath Tumor, Angela D Bhalla, Sharon M Landers, Anand K Singh, Jace P Landry, Michelle G Yeagley, Gabryella S B Myerson, Cristian B Delgado-Baez, Stephanie Dunnand, Theresa Nguyen, Xiaoyan Ma, Svetlana Bolshakov, Brian A Menegaz, Salah-Eddine Lamhamedi-Cherradi, Xizeng Mao, Xingzhi Song, Alexander J Lazar, Ian E Mccutcheon, John M Slopis, Joseph A Ludwig, Dina C Lev, Kunal Rai, Keila E Torres

Faculty, Staff and Student Publications

Undifferentiated pleomorphic sarcoma (UPS) and malignant peripheral nerve sheath tumor (MPNST) are aggressive soft tissue sarcomas that do not respond well to current treatment modalities. The limited availability of UPS and MPNST cell lines makes it challenging to identify potential therapeutic targets in a laboratory setting. Understanding the urgent need for improved treatments for these tumors and the limited cellular models available, we generated additional cell lines to study these rare cancers. Patient-derived tumors were used to establish 4 new UPS models, including one radiation-associated UPS-UPS271.1, UPS511, UPS0103, and RIS620, one unclassified spindle cell sarcoma-USC060.1, and 3 new models of …

A Roadmap To Clinical Trials For Flash, Paige A Taylor, Jean M Moran, David A Jaffray, Jeffrey C Buchsbaum

Faculty, Staff and Student Publications

While FLASH radiation therapy is inspiring enthusiasm to transform the field, it is neither new nor well understood with respect to the radiobiological mechanisms. As FLASH clinical trials are designed, it will be important to ensure we can deliver dose consistently and safely to every patient. Much like hyperthermia and proton therapy, FLASH is a promising new technology that will be complex to implement in the clinic and similarly will require customized credentialing for multi-institutional clinical trials. There is no doubt that FLASH seems promising, but many technologies that we take for granted in conventional radiation oncology, such as rigorous …

Assessment Of Clinical Response Following Atezolizumab And Bevacizumab Treatment In Patients With Neuroendocrine Tumors: A Nonrandomized Clinical Trial, Daniel M Halperin, Suyu Liu, Arvind Dasari, David Fogelman, Priya Bhosale, Armeen Mahvash, Jeannelyn S Estrella, Laura Rubin, Ajaykumar C Morani, Mark Knafl, Tim A Overeem, Szu-Chin Fu, Luisa M Solis, Edwin Parra Cuentas, Anuj Verma, Hong-Lei Chen, Swati Gite, Priya Subashchandrabose, Shannon Dervin, Katja Schulze, Walter C Darbonne, Cindy Yun, Ignacio I Wistuba, P Andrew Futreal, Scott E Woodman, James C Yao

Faculty, Staff and Student Publications

Importance: Therapies for patients with advanced well-differentiated neuroendocrine tumors (NETs) have expanded but remain inadequate, with patients dying of disease despite recent advances in NET therapy. While patients with other cancers have seen long-term disease control and tumor regression with the application of immunotherapies, initial prospective studies of single-agent programmed cell death 1 inhibitors in NET have been disappointing.

Objective: To evaluate the response rate following treatment with the combination of the vascular endothelial growth factor inhibitor bevacizumab with the programmed cell death 1 ligand 1 inhibitor atezolizumab in patients with advanced NETs.

Design, setting, and participants: This single-arm, open-label …

Integrating Mechanism-Based Modeling With Biomedical Imaging To Build Practical Digital Twins For Clinical Oncology, Chengyue Wu, Guillermo Lorenzo, David A Hormuth, Ernesto A B F Lima, Kalina P Slavkova, Julie C Dicarlo, John Virostko, Caleb M Phillips, Debra Patt, Caroline Chung, Thomas E Yankeelov

Faculty, Staff and Student Publications

Digital twins employ mathematical and computational models to virtually represent a physical object (e.g., planes and human organs), predict the behavior of the object, and enable decision-making to optimize the future behavior of the object. While digital twins have been widely used in engineering for decades, their applications to oncology are only just emerging. Due to advances in experimental techniques quantitatively characterizing cancer, as well as advances in the mathematical and computational sciences, the notion of building and applying digital twins to understand tumor dynamics and personalize the care of cancer patients has been increasingly appreciated. In this review, we …

A First-In-Human Phase I Trial Of The Oral P-Stat3 Inhibitor Wp1066 In Patients With Recurrent Malignant Glioma, John De Groot, Martina Ott, Jun Wei, Cynthia Kassab, Dexing Fang, Hinda Najem, Barbara O'Brien, Shiao-Pei Weathers, Carlos Kamiya Matsouka, Nazanin K Majd, Rebecca A Harrison, Gregory N Fuller, Jason T Huse, James P Long, Raymond Sawaya, Ganesh Rao, Tobey J Macdonald, Waldemar Priebe, Michael Decuypere, Amy B Heimberger

Faculty, Staff and Student Publications

No abstract provided.