Medicine and Health Sciences Commons^™

Phase I/Ii Sequencing Study Of Azacitidine, Epacadostat, And Pembrolizumab In Advanced Solid Tumors, Jason J Luke, Marwan Fakih, Charles Schneider, E Gabriela Chiorean, Johanna Bendell, Rebecca Kristeleit, Razelle Kurzrock, Sarah P Blagden, Irene Brana, Laura W Goff, Kevin O'Hayer, Ryan Geschwindt, Michael Smith, Feng Zhou, Aung Naing

Faculty, Staff and Student Publications

Background: Indoleamine 2,3-dioxygenase 1 (IDO1), an interferon-inducible enzyme, contributes to tumor immune intolerance. Immune checkpoint inhibition may increase interferon levels; combining IDO1 inhibition with immune checkpoint blockade represents an attractive strategy. Epigenetic agents trigger interferon responses and may serve as an immunotherapy priming method. We evaluated whether epigenetic therapy plus IDO1 inhibition and immune checkpoint blockade confers clinical benefit to patients with advanced solid tumors.

Methods: ECHO-206 was a Phase I/II study where treatment-experienced patients with advanced solid tumors (N = 70) received azacitidine plus an immunotherapy doublet (epacadostat [IDO1 inhibitor] and pembrolizumab). Sequencing of treatment was also assessed. Primary …

Hes1 Marks Peri-Condensation Mesenchymal Cells That Generate Both Chondrocytes And Perichondrial Cells In Early Bone Development, Yuki Matsushita, Hiroaki Manabe, Takahiro Ohyama, Shogo Nakamura, Mizuki Nagata, Wanida Ono, Noriaki Ono

Faculty, Staff and Student Publications

Bone development starts with condensations of undifferentiated mesenchymal cells that set a framework for future bones within the primordium. In the endochondral pathway, mesenchymal cells inside the condensation differentiate into chondrocytes and perichondrial cells in a SOX9-dependent mechanism. However, the identity of mesenchymal cells outside the condensation and how they participate in developing bones remain undefined. Here we show that mesenchymal cells surrounding the condensation contribute to both cartilage and perichondrium, robustly generating chondrocytes, osteoblasts, and marrow stromal cells in developing bones. Single-cell RNA-seq analysis of Prrx1-cre-marked limb bud mesenchymal cells at E11.5 reveals that Notch effector Hes1 is …

A Role For Protein Arginine Methyltransferase 7 In Repetitive And Mild Traumatic Brain Injury, Christina H Acosta, Garrett A Clemons, Cristiane T Citadin, William C Carr, Mariana Sayuri Berto Udo, Vesna Tesic, Henry W Sanicola, Anne H Freelin, Jamie B Toms, J Dedrick Jordan, Bharat Guthikonda, Celeste Yin-Chieh Wu, Reggie Hui-Chao Lee, Hung Wen Lin

Faculty, Staff and Student Publications

Mild traumatic brain injury affects the largest proportion of individuals in the United States and world-wide. Pre-clinical studies of repetitive and mild traumatic brain injury (rmTBI) have been limited in their ability to recapitulate human pathology (i.e. diffuse rotational injury). We used the closed-head impact model of engineered rotation acceleration (CHIMERA) to simulate rotational injury observed in patients and to study the pathological outcomes post-rmTBI using C57BL/6J mice. Enhanced cytokine production was observed in both the cortex and hippocampus to suggest neuroinflammation. Furthermore, microglia were assessed via enhanced iba1 protein levels and morphological changes using immunofluorescence. In addition, LC/MS analyses …

Aibp Regulates Trpv1 Activation In Chemotherapy-Induced Peripheral Neuropathy By Controlling Lipid Raft Dynamics And Proximity To Tlr4 In Dorsal Root Ganglion Neurons, Juliana M Navia-Pelaez, Julia Borges Paes Lemes, Leonardo Gonzalez, Lauriane Delay, Luciano Dos Santos Aggum Capettini, Jenny W Lu, Gilson Gonçalves Dos Santos, Ann M Gregus, Patrick M Dougherty, Tony L Yaksh, Yury I Miller

Faculty, Staff and Student Publications

Nociceptive afferent signaling evoked by inflammation and nerve injury is mediated by the opening of ligand-gated and voltage-gated receptors or channels localized to cholesterol-rich lipid raft membrane domains. Dorsal root ganglion (DRG) nociceptors express high levels of toll-like receptor 4 (TLR4), which also localize to lipid rafts. Genetic deletion or pharmacologic blocking of TLR4 diminishes pain associated with chemotherapy-induced peripheral neuropathy (CIPN). In DRGs of mice with paclitaxel-induced CIPN, we analyzed DRG neuronal lipid rafts, expression of TLR4, activation of transient receptor potential cation channel subfamily V member 1 (TRPV1), and TLR4-TRPV1 interaction. Using proximity ligation assay, flow cytometry, and …

High-Yield Deterministic Focused Ion Beam Implantation Of Quantum Defects Enabled By In Situ Photoluminescence Feedback, Vigneshwaran Chandrasekaran, Michael Titze, Anthony R Flores, Deanna Campbell, Jacob Henshaw, Andrew C Jones, Edward S Bielejec, Han Htoon

Faculty, Staff and Student Publications

Focused ion beam implantation is ideally suited for placing defect centers in wide bandgap semiconductors with nanometer spatial resolution. However, the fact that only a few percent of implanted defects can be activated to become efficient single photon emitters prevents this powerful capability to reach its full potential in photonic/electronic integration of quantum defects. Here an industry adaptive scalable technique is demonstrated to deterministically create single defects in commercial grade silicon carbide by performing repeated low ion number implantation and in situ photoluminescence evaluation after each round of implantation. An array of 9 single defects in 13 targeted locations is …

Adjuvant Therapy With Oncolytic Adenovirus Delta-24-Rgdox After Intratumoral Adoptive T-Cell Therapy Promotes Antigen Spread To Sustain Systemic Antitumor Immunity, Hong Jiang, Dong Ho Shin, Yanhua Yi, Xuejun Fan, Joy Gumin, Jiasen He, Andrew G Gillard, Frederick F Lang, Candelaria Gomez-Manzano, Juan Fueyo

Faculty, Staff and Student Publications

Cancer cell heterogeneity and immunosuppressive tumor microenvironment (TME) pose a challenge in treating solid tumors with adoptive cell therapies targeting limited tumor-associated antigens (TAA), such as chimeric antigen receptor T-cell therapy. We hypothesize that oncolytic adenovirus Delta-24-RGDOX activates the TME and promote antigen spread to potentiate the abscopal effect of adoptive TAA-targeting T cells in localized intratumoral treatment. Herein, we used C57BL/6 mouse models with disseminated tumors derived from B16 melanoma cell lines to assess therapeutic effects and antitumor immunity. gp100-specific pmel-1 or ovalbumin (OVA)-specific OT-I T cells were injected into the first subcutaneous tumor, followed by three injections of …

Comparison Of Mammography Ai Algorithms With A Clinical Risk Model For 5-Year Breast Cancer Risk Prediction: An Observational Study, Vignesh A Arasu, Laurel A Habel, Ninah S Achacoso, Diana S M Buist, Jason B Cord, Laura J Esserman, Nola M Hylton, M Maria Glymour, John Kornak, Lawrence H Kushi, Donald A Lewis, Vincent X Liu, Caitlin M Lydon, Diana L Miglioretti, Daniel A Navarro, Albert Pu, Li Shen, Weiva Sieh, Hyo-Chun Yoon, Catherine Lee

Faculty, Staff and Student Publications

Background Although several clinical breast cancer risk models are used to guide screening and prevention, they have only moderate discrimination. Purpose To compare selected existing mammography artificial intelligence (AI) algorithms and the Breast Cancer Surveillance Consortium (BCSC) risk model for prediction of 5-year risk. Materials and Methods This retrospective case-cohort study included data in women with a negative screening mammographic examination (no visible evidence of cancer) in 2016, who were followed until 2021 at Kaiser Permanente Northern California. Women with prior breast cancer or a highly penetrant gene mutation were excluded. Of the 324 009 eligible women, a random subcohort …

Mini-Hyper-Cvd Plus Inotuzumab Ozogamicin, With Or Without Blinatumomab, In The Subgroup Of Older Patients With Newly Diagnosed Philadelphia Chromosome-Negative B-Cell Acute Lymphocytic Leukaemia: Long-Term Results Of An Open-Label Phase 2 Trial, Elias Jabbour, Nicholas J Short, Jayastu Senapati, Nitin Jain, Xuelin Huang, Naval Daver, Courtney D Dinardo, Naveen Pemmaraju, William Wierda, Guillermo Garcia-Manero, Guillermo Montalban Bravo, Koji Sasaki, Tapan M Kadia, Joseph Khoury, Sa A Wang, Fadi G Haddad, Jovitta Jacob, Rebecca Garris, Farhad Ravandi, Hagop M Kantarjian

Faculty, Staff and Student Publications

Background: The outcome of older patients with B-cell acute lymphocytic leukaemia is inferior to that in younger patients due to the adverse disease biology and their inability to tolerate intensive therapy. We aimed to study the long-term outcomes of inotuzumab ozogamicin with or without blinatumomab in combination with low-intensity chemotherapy in these patients.

Methods: For this open-label phase 2 trial, patients aged 60 years or older with newly diagnosed, Philadelphia-chromosome negative, B-cell acute lymphocytic leukaemia, and an ECOG performance status of 3 or lower were eligible. This study was conducted at the University of Texas MD Anderson Cancer Center. The …

Inference For Set-Based Effects In Genetic Association Studies With Interval-Censored Outcomes, Ryan Sun, Liang Zhu, Yimei Li, Yutaka Yasui, Leslie Robison

Faculty, Staff and Student Publications

The rapid acceleration of genetic data collection in biomedical settings has recently resulted in the rise of genetic compendiums filled with rich longitudinal disease data. One common feature of these data sets is their plethora of interval-censored outcomes. However, very few tools are available for the analysis of genetic data sets with interval-censored outcomes, and in particular, there is a lack of methodology available for set-based inference. Set-based inference is used to associate a gene, biological pathway, or other genetic construct with outcomes and is one of the most popular strategies in genetics research. This work develops three such tests …

Efficacy And Safety Of Nivolumab Plus Ipilimumab Vs Nivolumab Alone For Treatment Of Recurrent Or Metastatic Squamous Cell Carcinoma Of The Head And Neck: The Phase 2 Checkmate 714 Randomized Clinical Trial, Kevin J Harrington, Robert L Ferris, Maura Gillison, Makoto Tahara, Athanasios Argiris, Jérôme Fayette, Michael Schenker, Åse Bratland, John W T Walker, Peter Grell, Caroline Even, Christine H Chung, Rebecca Redman, Alexandre Coutte, Sébastien Salas, Cliona Grant, Sergio De Azevedo, Denis Soulières, Aaron R Hansen, Li Wei, Tariq Aziz Khan, Karen Miller-Moslin, Mustimbo Roberts, Robert Haddad

Faculty, Staff and Student Publications

IMPORTANCE: There remains an unmet need to improve clinical outcomes in patients with recurrent or metastatic squamous cell carcinoma of the head and neck (R/M SCCHN).

OBJECTIVE: To evaluate clinical benefit of first-line nivolumab plus ipilimumab vs nivolumab alone in patients with R/M SCCHN.

DESIGN, SETTING, AND PARTICIPANTS: The CheckMate 714, double-blind, phase 2 randomized clinical trial was conducted at 83 sites in 21 countries between October 20, 2016, and January 23, 2019. Eligible participants were aged 18 years or older and had platinum-refractory or platinum-eligible R/M SCCHN and no prior systemic therapy for R/M disease. Data were analyzed from …

Circulating Succinate-Modifying Metabolites Accurately Classify And Reflect The Status Of Fumarate Hydratase-Deficient Renal Cell Carcinoma, Liang Zheng, Zi-Ran Zhu, Tal Sneh, Wei-Tuo Zhang, Zao-Yu Wang, Guang-Yu Wu, Wei He, Hong-Gang Qi, Hang Wang, Xiao-Yu Wu, Jonatan Fernández-García, Ifat Abramovich, Yun-Ze Xu, Jin Zhang, Eyal Gottlieb

Faculty, Staff and Student Publications

Germline or somatic loss-of-function mutations of fumarate hydratase (FH) predispose patients to an aggressive form of renal cell carcinoma (RCC). Since other than tumor resection there is no effective therapy for metastatic FH-deficient RCC, an accurate method for early diagnosis is needed. Although MRI or CT scans are offered, they cannot differentiate FH-deficient tumors from other RCCs. Therefore, finding noninvasive plasma biomarkers suitable for rapid diagnosis, screening, and surveillance would improve clinical outcomes. Taking advantage of the robust metabolic rewiring that occurs in FH-deficient cells, we performed plasma metabolomics analysis and identified 2 tumor-derived metabolites, succinyl-adenosine and succinic-cysteine, as excellent …

Targeting Glutaminase Is Therapeutically Effective In Ibrutinib-Resistant Mantle Cell Lymphoma, Lingzhi Li, Lei Nie, Alexa Jordan, Qingsong Cai, Yang Liu, Yijing Li, Yuxuan Che, Jovanny Vargas, Zhihong Chen, Angela Leeming, Wei Wang, Yixin Yao, Michael Wang, Vivian Changying Jiang

Faculty, Staff and Student Publications

Mantle cell lymphoma (MCL) is an incurable B-cell non-Hodgkin lymphoma characterized by frequent relapses. The development of resistance to ibrutinib therapy remains a major challenge in MCL. We previously showed that glutaminolysis is associated with resistance to ibrutinib. In this study, we confirmed that glutaminase (GLS), the first enzyme in glutaminolysis, is overexpressed in ibrutinib-resistant MCL cells, and that its expression correlates well with elevated glutamine dependency and glutaminolysis. Furthermore, we discovered that GLS expression correlates with MYC expression and the functioning of the glutamine transporter ASCT2. Depletion of glutamine or GLS significantly reduced cell growth, while GLS overexpression enhanced …

Test-Retest Reliability Of Virtual Reality Devices In Quantifying For Relative Afferent Pupillary Defect, Prithul Sarker, Nasif Zaman, Joshua Ong, Phani Paladugu, Molly Aldred, Ethan Waisberg, Andrew G Lee, Alireza Tavakkoli

Faculty, Staff and Student Publications

Background: The swinging flashlight test (SFT) is one of the most prominent clinical tests for detecting the relative afferent pupillary defect (RAPD). A positive RAPD localizes the lesion to the affected afferent pupil pathway and is a critical part of any ophthalmic exam. Testing for an RAPD, however, can be challenging (especially when small), and there is significant intrarater and interrater variability.

Methods: Prior studies have shown that the pupillometer can improve the detection and measurement of RAPD. In our previous research, we have demonstrated an automatic SFT by utilizing virtual reality (VR), named VR-SFT. We applied our methods to …

Publisher Correction: Targeting Pd-L2-Rgmb Overcomes Microbiome-Related Immunotherapy Resistance, Joon Seok Park, Francesca S Gazzaniga, Meng Wu, Amalia K Luthens, Jacob Gillis, Wen Zheng, Martin W Lafleur, Sarah B Johnson, Golnaz Morad, Elizabeth M Park, Yifan Zhou, Stephanie S Watowich, Jennifer A Wargo, Gordon J Freeman, Dennis L Kasper, Arlene H Sharpe

Faculty, Staff and Student Publications

No abstract provided.

Characterization Of Gafchromictm Ebt4 Film With Clinical Kv/Mv Photons And Mev Electrons, Fada Guan, Huixiao Chen, Emily Draeger, Yuting Li, Resat Aydin, Christopher J Tien, Zhe Chen

Faculty, Staff and Student Publications

Objective: A newly developed GafchromicTM EBT4 film model was released recently. According to the vendor-stated specifications, this new model maintains major features of its more recent predecessor, EBT3, but has a great improvement in the signal-to-noise ratio (SNR). The purpose of this study was to fully characterize the EBT4 model by testing its dose response dependence on beam energy using clinical photon and electron beams and validating its improvement in SNR.

Methods: In the beam energy dependence experiments, 6 MV and 15 MV photon beams, 6 MeV, 12 MeV and 20 MeV electron beams, 120 kVp and two 250 kVp …

Lenvatinib Plus Pembrolizumab In Previously Treated Advanced Endometrial Cancer: Updated Efficacy And Safety From The Randomized Phase Iii Study 309/Keynote-775, Vicky Makker, Nicoletta Colombo, Antonio Casado Herráez, Bradley J Monk, Helen Mackay, Alessandro D Santin, David S Miller, Richard G Moore, Sally Baron-Hay, Isabelle Ray-Coquard, Kimio Ushijima, Kan Yonemori, Yong Man Kim, Eva M Guerra Alia, Ulus A Sanli, Steven Bird, Robert Orlowski, Jodi Mckenzie, Chinyere Okpara, Gianmaria Barresi, Domenica Lorusso

Faculty, Staff and Student Publications

Clinical trials frequently include multiple end points that mature at different times. The initial report, typically based on the primary end point, may be published when key planned co-primary or secondary analyses are not yet available. Clinical Trial Updates provide an opportunity to disseminate additional results from studies, published in JCO or elsewhere, for which the primary end point has already been reported.

We report the final prespecified analysis for overall survival (OS), along with updated progression-free survival (PFS) and objective response rate (ORR), and safety from the open-label, randomized, phase III Study 309/KEYNOTE-775. In total, 827 patients with advanced, …

A 3d-Printable, Low-Cost Obturator For Less Invasive Gynecologic Brachytherapy, Sanika Rane, Alexander Hanania, Elisa Arango, Krithika Kumar, Lauren Payne, Susannah Dittmar, Gaurav Gomber, Vincent Ugarte, Michelle Ludwig

Faculty, Staff and Students Publications

The purpose of this report is to design, develop, and evaluate a cost-effective applicator for interstitial brachytherapy (ISBT) to minimize patient morbidity and facilitate access to curative radiation treatment for gynecologic cancers, especially in low-resource settings. A computer-aided design and prototype were developed of a proposed applicator that incorporates 44 slotted channels to gently guide needles, with or without a tandem, through the vaginal canal, effectively eliminating the need for transcutaneous needle insertions typically employed during ISBT of advanced gynecologic cancer and thus reducing the risk of vaginal laceration and bladder or rectal injury. The tested prototype was developed using …

Epidemiology Of Cancer-Associated Venous Thromboembolism In Patients With Solid And Hematologic Neoplasms In The Veterans Affairs Health Care System, Kylee L Martens, Ang Li, Jennifer La, Sarah B May, Kaitlin N Swinnerton, Hannah Tosi, Danne C Elbers, Nhan V Do, Mary T Brophy, J Michael Gaziano, Saran Lotfollahzadeh, Vipul Chitalia, Katya Ravid, Nathanael R Fillmore

Faculty, Staff and Students Publications

IMPORTANCE: Identifying changes in epidemiologic patterns of the incidence and risk of cancer-associated thrombosis (CAT), particularly with evolving cancer-directed therapy, is essential for risk stratification.

OBJECTIVE: To assess the incidence of CAT over time and to determine pertinent patient-specific, cancer-specific, and treatment-specific factors associated with its risk.

DESIGN, SETTING, AND PARTICIPANTS: This longitudinal, retrospective cohort study was conducted from 2006 to 2021. Duration of follow-up was from the date of diagnosis until first venous thromboembolism (VTE) event, death, loss of follow-up (defined as a 90-day gap without clinical encounters), or administrative censoring on April 1, 2022. The study took place …

Ccr7 Mediated Mimetic Dendritic Cell Vaccine Homing In Lymph Node For Head And Neck Squamous Cell Carcinoma Therapy, Jiabin Xu, Hong Liu, Tao Wang, Zhenfu Wen, Haolin Chen, Zeyu Yang, Liyan Li, Shan Yu, Siyong Gao, Le Yang, Kan Li, Jingyuan Li, Xiang Li, Lixin Liu, Guiqing Liao, Yongming Chen, Yujie Liang

Faculty, Staff and Student Publications

Immunotherapy has been recognized as one of the most promising treatment strategies for head and neck squamous cell carcinoma (HNSCC). As a pioneering trend of immunotherapy, dendritic cell (DC) vaccines have displayed the ability to prime an immune response, while the insufficient immunogenicity and low lymph node (LN) targeting efficiency, resulted in an unsubstantiated therapeutic efficacy in clinical trials. Herein, a hybrid nanovaccine (Hy-M-Exo) is developed via fusing tumor-derived exosome (TEX) and dendritic cell membrane vesicle (DCMV). The hybrid nanovaccine inherited the key protein for lymphatic homing, CCR7, from DCMV and demonstrated an enhanced efficiency of LN targeting. Meanwhile, the …

An End-To-End In-Silico And In-Vitro Drug Repurposing Pipeline For Glioblastoma, Ko-Hong Lin, Jay-Jiguang Zhu, Judith A Smith, Yejin Kim, Xiaoqian Jiang

Faculty, Staff and Student Publications

Our study aims to address the challenges in drug development for glioblastoma, a highly aggressive brain cancer with poor prognosis. We propose a computational framework that utilizes machine learning-based propensity score matching to estimate counterfactual treatment effects and predict synergistic effects of drug combinations. Through our in-silico analysis, we identified promising drug candidates and drug combinations that warrant further investigation. To validate these computational findings, we conducted in-vitro experiments on two GBM cell lines, U87 and T98G. The experimental results demonstrated that some of the identified drugs and drug combinations indeed exhibit strong suppressive effects on GBM cell growth. Our …

Imaging Of Pediatric Cardiac Tumors: A Cog Diagnostic Imaging Committee/Spr Oncology Committee White Paper, Cara E Morin, Lindsay M Griffin, Rebecca S Beroukhim, Pablo Caro-Domínguez, Sherwin Chan, Jason N Johnson, Juan C Infante, Christopher Z Lam, Ladonna J Malone, Elizabeth R Tang, Michael D Taylor, James C Wilkinson, Prakash M Masand

Faculty, Staff and Students Publications

Cardiac tumors in children are rare and the majority are benign. The most common cardiac tumor in children is rhabdomyoma, usually associated with tuberous sclerosis complex. Other benign cardiac masses include fibromas, myxomas, hemangiomas, and teratomas. Primary malignant cardiac tumors are exceedingly rare, with the most common pathology being soft tissue sarcomas. This paper provides consensus-based imaging recommendations for the evaluation of patients with cardiac tumors at diagnosis and follow-up, including during and after therapy.

Conjugated Bile Acids Are Nutritionally Re-Programmable Antihypertensive Metabolites, Saroj Chakraborty, Anju Lulla, Xi Cheng, Ji-Youn Yeo, Juthika Mandal, Tao Yang, Xue Mei, Piu Saha, Rachel M Golonka, Beng San Yeoh, Blair Mell, Wei Jia, Vasanta Putluri, Danthasinghe Waduge Badrajee Piyarathna, Nagireddy Putluri, Arun Sreekumar, Katie Meyer, Matam Vijay-Kumar, Bina Joe

Faculty, Staff and Students Publications

BACKGROUND: Hypertension is the largest risk factor affecting global mortality. Despite available medications, uncontrolled hypertension is on the rise, whereby there is an urgent need to develop novel and sustainable therapeutics. Because gut microbiota is now recognized as an important entity in blood pressure regulation, one such new avenue is to target the gut-liver axis wherein metabolites are transacted via host-microbiota interactions. Knowledge on which metabolites within the gut-liver axis regulate blood pressure is largely unknown.

METHOD: To address this, we analyzed bile acid profiles of human, hypertensive and germ-free rat models and report that conjugated bile acids are inversely …

A Case Report Of Unusual Presentation Of A Rare Renal Tumor, Farzaneh Sharifiaghdas, Behzad Narouie, Mohammad Ghasemi-Rad, Fatemeh Moosavian, Mohadese Ahmadzade, Hamidreza Rouientan

Faculty, Staff and Students Publications

There are very few cases of primary renal Ewing sarcomas, which are characterized by a high rate of metastasis. These tumors are often mistaken for other more common kidney tumors due to their rarity and lack of pathognomonic symptoms in the early stages. A 28-year-old male patient presented to our clinic with a 2-month history of nonproductive progressive cough and left flank pain. The chest was scanned with contrast-enhanced computed tomography, which showed a heterogeneously enhancing mass with central vascularity on the left retroperitoneal. An abdominal dynamic multiphasic magnetic resonance imaging with contrast revealed a large mass that was highly …

Internal Lead Shielding For Clinical Electron Treatments, Patrick N. Mcdermott

Conference Presentation Abstracts

Purpose: Electron beams are often used to treat superficial lesions of the lip, cheek, nose and ear. Lead is frequently used to block distal structures. It is customary to place an internal bolus of low atomic number in between the tissue and the lead to reduce electron backscatter from the lead. Space for the lead and the internal bolus is quite limited. The current method, recommended by TG25, for estimating the thickness of the lead plus internal bolus is not self-consistent and leads to a larger than necessary thickness. Furthermore, this method uses an older expression for the electron backscatter …

Predicting Tumor Voxel Dose-Response Using Deep Learning On Serial Fdg-Pet Feedback Images, Shupeng Chen, Di Yan, An Qin, Rohan Deraniyagala, Daniel Krauss, Peter Chen, Craig Stevens

Conference Presentation Abstracts

Purpose: Tumor voxel dose-response matrix (DRM) can be assessed using a series of FDG-PET/CT feedback images acquired during radiotherapy. Predicting the tumor voxel DRM earlier is crucial for treatment adaptation. However, it is also challenging due to FDG fluctuation in tumor cells. This study investigated the feasibility of predicting DRM during early treatment weeks using deep learning (DL). Methods: FDG-PET images were acquired at the pretreatment (preTx), the 2nd and 4th weeks during chemo-radiotherapy (35×2Gy) from 50 head and neck patients. The reference value of tumor voxel DRM (DRMref), representing the average metabolic change ratio during the treatment, was determined …

Individual Vmat Beam Complexity Indices Have Limited Predictive Value For Qa Pass-Rates, Jian Liang, Q Liu, David T. To, Michael G. Snyder

Conference Presentation Abstracts

Purpose: Previous studies with sample sizes <400 have indicated that VMAT beam complexity indices may have a relationship with measured QA pass-rates. The aim of this study is to evaluate such relationships on a large scale to further investigate their strength. Methods: Total of 17,273 VMAT QA results across 8 Elekta Agility machines were used in this study. All beams were flattened 6MV or 10MV. Sun Nuclear ArcCheck was used for QA measurements with γ-analysis parameters of 10% threshold, 3% dose difference, 2mm distance to agreement, and 95% passing threshold. A total 214 Beams (1.23%) failed QA. QA distributions in Pinnacle were calculated with 2 degree gantry intervals and a dose grid of 2mm. Four complexity indices (MCSv, MU weighted Segment Area, Segment Area/Perimeter, and Average Leaf Gap) were computed. Spearman’s correlations were evaluated for each, and cut-off values for the indices were sought to indicate values above which no QA failures would be expected. Results: Evaluation of the 4 complexity metrics showed weak correlation with QA pass rates (< ±0.42) with high significance (p < 0.001). When metrics were evaluated independently, cut-off values from correlation plots separated only 0.67%, 0.72%, 2.2%, 6.3% guaranteed passing beams from the total sample, respectively. When evaluating whether anymetric for a given beam exceeded its cut-off, the fraction of guaranteed passing beams rose to only 6.6%. However, when cut-off values for one metric were allowed to be functionally dependent upon another, the fraction of guaranteed passing beams increased. For MU weighted Segment Area andAverage Leaf Gap, a dependent approach separated 19.1% guaranteed passing beams from the sample. Conclusion: Individual complexity metrics have weak predictive utility in assessing plan performance. However, using multiple complexity cut-off functions with dependence upon more than one metric increased the fraction of predicted passing beams by around 300%.

Develop A Novel Beam Orientation Optimization Algorithm For Let (Linear Energy Transfer) Incorporated Impt (Intensity Modulated Proton Therapy) (Imptlet, R Dao, Y Qian, Xiaoqiang Li, H Quan, Xuanfeng Ding, G Liu

Conference Presentation Abstracts

Purpose: To improve the dose and LET distribution in the IMPTLET, we introduce a new optimization algorithm to search for the optimal beam orientation and count through the arc trajectory (BOC-IMPTLET). Methods: We introduce kmeans clustering analysis in the BOC-IMPTLET algorithm by analyzing the distribution of LET in the target from the full arc trajectory. The optimal of cluster count was used as beam count, which was determined based on the SSE (Sum of Square Error) value and the angle of the corresponding centroid of each cluster was used as beam orientation, respectively. The BOC-IMPTLET algorithm was implemented in the …

Linac-Based Srs Treatments Slow Down Unnecessarily Due To Parked Leaf Optimization, Brian Loughery, Cory S. Knill, Raminder P. Sandhu, Lifeng Lin, Jian Liang

Conference Presentation Abstracts

Purpose: It was observed on a VersaHD that clinical SRS deliveries created in the Elements treatment planning system (TPS) slowed gantry rotation and dose rate to allow parked MLC leaves to move into position for use in an upcoming control point. Gantry rotation slowed suddenly, visibly backtracking to previous gantry angles. The purpose of this work is to study the effect of parked MLC positioning parameters in Elements on cranial SRS delivery speed and gantry motion on a VersaHD. Methods: To study the effect of parked MLC leaf positions on VersaHD deliverability, cranial SRS plans were generated with different TPS …

The Clinical Usability, Efficiency, And Accuracy Of Combining Deep-Learning-Based Synthetic Ct And Auto-Contouring For Daily Cbct-Based Online Adaptive Radiation Therapy, An Qin, J Xu, N O'Connell, Xuanfeng Ding, Shupeng Chen, D Thill

Conference Presentation Abstracts

Purpose: To evaluate the feasibility of deep-learning and CBCT-based online adaptive radiotherapy(ART) in thorax, Head&Neck, and pelvic regions. Methods: The study utilized ADMIRE(Advanced Medical Image Registration Engine), a research software designed to enable fast online ART through: (1)synthetic CT(sCT) generation from CBCT, (2)automatic segmentation of critical organs(OARs), and(3)deformable image registration(DIR) to transfer the target volume. ADMIRE trained a modified Cycle-Generative-Adversarial-Networks with Structural Similarity Index Map(SSIM) loss term to generate sCT, while the auto-segmentation model was based on a 3D-ResUnet with modification. Site-specific models were trained for three anatomic sites: thorax, pelvic, and head&neck, and for both networks. The study included …

Evolution Of Cisplatin Resistance Through Coordinated Metabolic Reprogramming Of The Cellular Reductive State, Wangie Yu, Yunyun Chen, Nagireddy Putluri, Abdullah Osman, Cristian Coarfa, Vasanta Putluri, Abu H M Kamal, Jennifer Kay Asmussen, Panagiotis Katsonis, Jeffrey N Myers, Stephen Y Lai, Wuhao Lu, Clifford C Stephan, Reid T Powell, Faye M Johnson, Heath D Skinner, Jawad Kazi, Kazi Mokim Ahmed, Linghao Hu, Addison Threet, Matthew D Meyer, James A Bankson, Tony Wang, Jack Davis, Kirby R Parker, Madison A Harris, Mokryun L Baek, Gloria V Echeverria, Xiaoli Qi, Jin Wang, Andy I Frederick, Alex J Walsh, Olivier Lichtarge, Mitchell J Frederick, Vlad C Sandulache

Faculty, Staff and Student Publications

BACKGROUND: Cisplatin (CDDP) is a mainstay treatment for advanced head and neck squamous cell carcinomas (HNSCC) despite a high frequency of innate and acquired resistance. We hypothesised that tumours acquire CDDP resistance through an enhanced reductive state dependent on metabolic rewiring.

METHODS: To validate this model and understand how an adaptive metabolic programme might be imprinted, we performed an integrated analysis of CDDP-resistant HNSCC clones from multiple genomic backgrounds by whole-exome sequencing, RNA-seq, mass spectrometry, steady state and flux metabolomics.

RESULTS: Inactivating KEAP1 mutations or reductions in KEAP1 RNA correlated with Nrf2 activation in CDDP-resistant cells, which functionally contributed to …