Biomedical Informatics Commons^™

Brain Metastases From Biliary Tract Cancer: Case Series And Clinicogenomic Analysis, Grace N Dodoo, Brian De, Sunyoung S Lee, Joseph Abi Jaoude, Jean-Nicolas Vauthey, Ching-Wei D Tzeng, Hop S Tran Cao, Kalman A Katlowitz, Jacob J Mandel, Thomas H Beckham, Bruce D Minsky, Grace L Smith, Emma B Holliday, Albert C Koong, Prajnan Das, Cullen M Taniguchi, Milind Javle, Eugene J Koay, Ethan B Ludmir

Faculty, Staff and Student Publications

BACKGROUND: Limited data from small series have suggested that brain metastases from biliary tract cancers (BrM-BTC) affect ≤2% of patients with BTC. We sought to review our experience with patients with BrM-BTC and to identify associations of tumor-related molecular alterations with outcomes.

MATERIALS AND METHODS: A retrospective review of patients with BTC seen at a tertiary referral center from 2005 to 2021 was performed; patients with BrM-BTC were identified, and clinical and molecular data were collected.

RESULTS: Twenty-one of 823 patients with BTC (2.6%) developed BrM. For patients with BrM-BTC, median follow-up time was 27.9 months after primary BTC diagnosis …

Discerning Conversational Context In Online Health Communities For Personalized Digital Behavior Change Solutions Using Pragmatics To Reveal Intent In Social Media (Prism) Framework, Tavleen Singh, Kirk Roberts, Trevor Cohen, Nathan Cobb, Amy Franklin, Sahiti Myneni

Faculty, Staff and Student Publications

BACKGROUND: Online health communities (OHCs) have emerged as prominent platforms for behavior modification, and the digitization of online peer interactions has afforded researchers with unique opportunities to model multilevel mechanisms that drive behavior change. Existing studies, however, have been limited by a lack of methods that allow the capture of conversational context and socio-behavioral dynamics at scale, as manifested in these digital platforms.

OBJECTIVE: We develop, evaluate, and apply a novel methodological framework, Pragmatics to Reveal Intent in Social Media (PRISM), to facilitate granular characterization of peer interactions by combining multidimensional facets of human communication.

METHODS: We developed and applied …

An Untrained Deep Learning Method For Reconstructing Dynamic Mr Images From Accelerated Model-Based Data, Kalina P Slavkova, Julie C Dicarlo, Viraj Wadhwa, Sidharth Kumar, Chengyue Wu, John Virostko, Thomas E Yankeelov, Jonathan I Tamir

Faculty, Staff and Student Publications

PURPOSE: To implement physics-based regularization as a stopping condition in tuning an untrained deep neural network for reconstructing MR images from accelerated data.

METHODS: The ConvDecoder (CD) neural network was trained with a physics-based regularization term incorporating the spoiled gradient echo equation that describes variable-flip angle data. Fully-sampled variable-flip angle k-space data were retrospectively accelerated by factors of R = {8, 12, 18, 36} and reconstructed with CD, CD with the proposed regularization (CD + r), locally low-rank (LR) reconstruction, and compressed sensing with L1-wavelet regularization (L1). Final images from CD + r training were evaluated at the "argmin" of …

Model-Constrained Reconstruction Accelerated With Fourier-Based Undersampling For Hyperpolarized [1-13c] Pyruvate Imaging, Zhan Xu, Keith A Michel, Christopher M Walker, Collin J Harlan, Gary V Martinez, Jeremy W Gordon, Hsin-Yu Chen, Daniel B Vigneron, James A Bankson

Faculty, Staff and Student Publications

PURPOSE: Model-constrained reconstruction with Fourier-based undersampling (MoReFUn) is introduced to accelerate the acquisition of dynamic MRI using hyperpolarized [1-

METHODS: The MoReFUn method resolves spatial aliasing using constraints introduced by a pharmacokinetic model that describes the signal evolution of both pyruvate and lactate. Acceleration was evaluated on three single-channel data sets: a numerical digital phantom that is used to validate the accuracy of reconstruction and model parameter restoration under various SNR and undersampling ratios, prospectively and retrospectively sampled data of an in vitro dynamic multispectral phantom, and retrospectively undersampled imaging data from a prostate cancer patient to test the fidelity …

Enoxaparin May Be Associated With Lower Rates Of Mortality Than Unfractionated Heparin In Neurocritical And Surgical Patients, Sophie Samuel, Catherine To, Yaobin Ling, Kai Zhang, Xiaoqian Jiang, Elmer V Bernstam

Faculty, Staff and Student Publications

Unfractionated heparin (UFH) and low molecular weight heparin (LMWH) are often administered to prevent venous thromboembolism (VTE) in critically ill patients. However, the preferred prophylactic agent (UFH or LMWH) is not known. We compared the all-cause mortality rate in patients receiving UFH to LMWH for VTE prophylaxis. We conducted a retrospective propensity score adjusted analysis of patients admitted to neuro-critical, surgical, or medical intensive care units. Patients were included if they were screened with venous duplex ultrasonography or computed tomography angiography for detection of VTE. The primary outcome was all-cause mortality. Secondary outcomes included the prevalence of VTE, deep vein …

Surgery After Braf-Directed Therapy Is Associated With Improved Survival In Brafv600e Mutant Anaplastic Thyroid Cancer: A Single-Center Retrospective Cohort Study, Xiao Zhao, Jennifer Rui Wang, Ramona Dadu, Naifa Lamki Busaidy, Lei Xu, Kim O Learned, Noah N Chasen, Thinh Vu, Anastasios Maniakas, Arturo A Eguia, Julia Diersing, Neil D Gross, Ryan Goepfert, Stephen Y Lai, Marie-Claude Hofmann, Renata Ferrarotto, Charles Lu, Gary Brandon Gunn, Michael T Spiotto, Vivek Subbiah, Michelle D Williams, Maria E Cabanillas, Mark E Zafereo

Faculty, Staff and Student Publications

Background: The aim of this study was to describe the oncologic outcomes of patients with BRAFV600E-mutated anaplastic thyroid cancer (ATC) who had neoadjuvant BRAF-directed therapy with subsequent surgery. For context, we also reviewed patients who received BRAF-directed therapy after surgery, and those who did not have surgery after BRAF-directed therapy.

Methods: This was a single-center retrospective cohort study conducted at a tertiary care cancer center in Texas from 2017 to 2021. Fifty-seven consecutive patients with BRAFV600E-mutated ATC and at least 1 month of BRAF-directed therapy were included. Primary outcomes were overall survival (OS) and progression-free survival (PFS).

Results: All patients …

Treatment Outcomes For Rheumatoid Arthritis-Associated Interstitial Lung Disease: A Real-World, Multisite Study Of The Impact Of Immunosuppression On Pulmonary Function Trajectory, Scott M Matson, Misbah Baqir, Teng Moua, Michael Marll, Jessica Kent, Nicholas S Iannazzo, Ryan D Boente, John M Donatelli, Junqiang Dai, Francisco J Diaz, M Kristen Demoruelle, Mark B Hamblin, Susan K Mathai, Jay H Ryu, Kristen Pope, Christopher M Walker, Joyce S Lee

Faculty, Staff and Student Publications

BACKGROUND: Rheumatoid arthritis (RA)-associated interstitial lung disease (ILD) is common in patients with RA and leads to significant morbidity and mortality. No randomized, placebo-controlled data are available that support the role of immunosuppression to treat RA-associated ILD, despite being widely used in clinical practice.

RESEARCH QUESTION: How does immunosuppression impact pulmonary function trajectory in a multisite retrospective cohort of patients with RA-associated ILD?

STUDY DESIGN AND METHODS: Patients with RA who started treatment for ILD with mycophenolate, azathioprine, or rituximab were identified retrospectively from five ILD centers. Change in lung function before and after treatment was analyzed using a linear …

Autologous Stem Cell Transplantation For Patients With Multiple Myeloma With Translocation (4;14): The Md Anderson Cancer Center Experience, Oren Pasvolsky, Mahmoud R Gaballa, Denái R Milton, Adeel Masood, Sophiya S Sami, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Jeremy Ramdial, Yago Nieto, Guilin Tang, Pei Lin, Hans C Lee, Krina K Patel, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard E Champlin, Muzaffar H Qazilbash

Faculty, Staff and Student Publications

Translocation between chromosomes 4 and 14, t(4;14), has been reported in 15% of patients with multiple myeloma (MM) and is considered a high-risk cytogenetic abnormality associated with inferior outcomes. Autologous hematopoietic stem cell transplantation (auto-HCT) is standard of care for patients with high-risk MM, yet there are scarce data on post-transplantation outcomes of patients with t(4;14) MM. The aim of the present study was to evaluate outcomes of MM patients with t(4;14) who underwent auto-HCT and received contemporary anti-myeloma agents for induction and post-transplantation maintenance. We conducted a retrospective analysis of MM patients with t(4;14), detected by fluorescence in situ …

Integrated Pathologic Score Effectively Stratifies Patients With Pancreatic Ductal Adenocarcinoma Who Received Neoadjuvant Therapy And Pancreaticoduodenectomy, Aaron J Sohn, Mehran Taherian, Matthew H G Katz, Laura R Prakash, Deyali Chatterjee, Hua Wang, Michael Kim, Ching-Wei D Tzeng, Jeffrey E Lee, Naruhiko Ikoma, Asif Rashid, Robert A Wolff, Dan Zhao, Eugene J Koay, Ryan Sun, Anirban Maitra, Huamin Wang

Faculty, Staff and Student Publications

Neoadjuvant therapy is increasingly used to treat patients with pancreatic ductal adenocarcinoma (PDAC). Pathologic parameters of treated PDAC, including tumor (ypT) and lymph node (ypN) stage, and tumor response grading (TRG) are important prognostic factors in this group of patients. To our knowledge, a multifactorial prognostic score combining pathologic features including ypT, ypN, and TRG in treated PDAC patients has not been reported. Our cohort consisted of 398 PDAC patients who received neoadjuvant therapy and underwent pancreaticoduodenectomy at our institution. All pancreaticoduodenectomy specimens were grossly and microscopically evaluated using a standard protocol. The integrated pathologic score (IPS) was calculated as …

Long-Term Outcomes Of Allogeneic Hematopoietic Cell Transplantation In Patients With Newly Diagnosed Multiple Myeloma, Aimaz Afrough, Leonard C Alsfeld, Denái R Milton, Ruby Delgado, Uday R Popat, Yago Nieto, Partow Kebriaei, Betul Oran, Neeraj Saini, Samer Srour, Chitra Hosing, Faisal H Cheema, Sairah Ahmed, Elisabet E Manasanch, Hans C Lee, Gregory P Kaufman, Krina K Patel, Donna M Weber, Robert Z Orlowski, Chelsea C Pinnix, Bouthaina S Dabaja, Sheeba K Thomas, Richard E Champlin, Elizabeth J Shpall, Muzaffar H Qazilbash, Qaiser Bashir

Faculty, Staff and Student Publications

Despite remarkable progress in survival with the availability of novel agents, an overwhelming majority of patients with multiple myeloma (MM) have disease that relapses. Allogeneic (allo-) hematopoietic cell transplantation (HCT) is a potentially curative option for a subgroup of patients with high-risk MM. This study assessed the long-term outcome of MM patients who underwent allo-HCT while in first remission as consolidation treatment. Thirty-three patients with newly diagnosed MM who underwent allo-HCT as part of consolidation therapy between 1994 and 2016 were reviewed retrospectively. Of these patients, 70% underwent autologous HCT before allo-HCT. All patients were chemosensitive and achieved at least …

Prediction Of Survival With Lower Intensity Therapy Among Older Patients With Acute Myeloid Leukemia, Koji Sasaki, Farhad Ravandi, Tapan M Kadia, Gautam Borthakur, Nicholas J Short, Nitin Jain, Naval G Daver, Elias J Jabbour, Guillermo Garcia-Manero, Sanam Loghavi, Keyur P Patel, Guillermo Montalban-Bravo, Lucia Masarova, Courtney D Dinardo, Hagop M Kantarjian

Faculty, Staff and Student Publications

BACKGROUND: The aim of this study was to develop a prognostic model for survival in older/unfit patients with newly diagnosed acute myeloid leukemia (AML) who were treated with lower-intensity chemotherapy regimens.

METHODS: The authors reviewed all older/unfit patients with newly diagnosed AML who received lower-intensity chemotherapy from 2000 until 2020 at their institution. A total of 1462 patients were included. They were divided (3:1 basis) into a training (n = 1088) and a validation group (n = 374).

RESULTS: In the training cohort of 1088 patients (median age, 72 years), the multivariate analysis identified 11 consistent independent adverse factors associated …

Comparative Analysis Of Opioid Use Between Robotic And Open Pancreatoduodenectomy, Russell G Witt, Yuki Hirata, Laura R Prakash, Timothy E Newhook, Jessica E Maxwell, Michael P Kim, Hop S Tran Cao, Jeffrey E Lee, Jean-Nicolas Vauthey, Matthew H G Katz, Ching-Wei D Tzeng, Naruhiko Ikoma

Faculty, Staff and Student Publications

BACKGROUND/PURPOSE: Risk-stratified pancreatectomy clinical pathways using regional anesthesia and multimodality analgesia have decreased overall opioid use, but the additional benefits of robotic surgery in opioid reduction for pancreatoduodenectomy (PD) are unknown. We compared the inpatient opioid use between robotic PD and open PD.

METHODS: Patients undergoing open PD within a protocol evaluating preincisional regional anesthetic block bundles were compared to consecutively-treated patients undergoing robotic PD identified from a prospectively maintained single-institutional database. Clinical characteristics, operative outcomes, pain scores and inpatient oral morphine equivalent (OME) use were compared between patients treated with robotic or open PD. Patients with a history of …

Clinical Outcomes Of Immune Checkpoint Inhibitor Diabetes Mellitus At A Comprehensive Cancer Center, Rebecca Jeun, Priyanka C Iyer, Conor Best, Victor Lavis, Jeena M Varghese, Sireesha Yedururi, Veronica Brady, Isabella C Glitza Oliva, Ramona Dadu, Denai R Milton, Kristy Brock, Sonali Thosani

Faculty, Staff and Student Publications

Introduction: Immune checkpoint inhibitor-associated diabetes mellitus (ICI-DM) is a rare adverse event. In this study, we characterize clinical outcomes of patients with ICI-DM and evaluate survival impact of this complication on melanoma patients.

Research design & methods: We conducted a retrospective review of 76 patients diagnosed with ICI-DM from April 2014 to December 2020.

Results: 68% of patients presented in diabetic ketoacidosis, 16% had readmissions for hyperglycemia, and hypoglycemia occurred in 70% of patients after diagnosis. Development of ICI-DM did not impact overall survival or progression-free survival in melanoma patients.

Conclusion: Development of ICI-DM is associated with long-term insulin dependence …

Inconsistent Partitioning And Unproductive Feature Associations Yield Idealized Radiomic Models, Mishka Gidwani, Ken Chang, Jay Biren Patel, Katharina Viktoria Hoebel, Syed Rakin Ahmed, Praveer Singh, Clifton David Fuller, Jayashree Kalpathy-Cramer

Faculty, Staff and Student Publications

Background Radiomics is the extraction of predefined mathematic features from medical images for the prediction of variables of clinical interest. While some studies report superlative accuracy of radiomic machine learning (ML) models, the published methodology is often incomplete, and the results are rarely validated in external testing data sets. Purpose To characterize the type, prevalence, and statistical impact of methodologic errors present in radiomic ML studies. Materials and Methods Radiomic ML publications were reviewed for the presence of performance-inflating methodologic flaws. Common flaws were subsequently reproduced with randomly generated features interpolated from publicly available radiomic data sets to demonstrate the …

Ablative Margins Of Colorectal Liver Metastases Using Deformable Ct Image Registration And Autosegmentation, Yuan-Mao Lin, Iwan Paolucci, Caleb S O'Connor, Brian M Anderson, Bastien Rigaud, Bryan M Fellman, Kyle A Jones, Kristy K Brock, Bruno C Odisio

Faculty, Staff and Student Publications

Background

Confirming ablation completeness with sufficient ablative margin is critical for local tumor control following colorectal liver metastasis (CLM) ablation. An image-based confirmation method considering patient- and ablation-related biomechanical deformation is an unmet need.

Purpose

To evaluate a biomechanical deformable image registration (DIR) method for three-dimensional (3D) minimal ablative margin (MAM) quantification and the association with local disease progression following CT-guided CLM ablation.

Materials and Methods

This single-institution retrospective study included patients with CLM treated with CT-guided microwave or radiofrequency ablation from October 2015 to March 2020. A biomechanical DIR method with AI-based autosegmentation of liver, tumors, and ablation zones …

Clinical Outcomes Associated With Npm1 Mutations In Patients With Relapsed Or Refractory Aml, Ghayas C Issa, Aram Bidikian, Sangeetha Venugopal, Marina Konopleva, Courtney D Dinardo, Tapan M Kadia, Gautam Borthakur, Elias Jabbour, Naveen Pemmaraju, Musa Yilmaz, Nicholas J Short, Abhishek Maiti, Koji Sasaki, Lucia Masarova, Sherry Pierce, Koichi Takahashi, Guilin Tang, Sanam Loghavi, Keyur Patel, Michael Andreeff, Kapil Bhalla, Guillermo Garcia-Manero, Farhad Ravandi, Hagop Kantarjian, Naval Daver

Faculty, Staff and Student Publications

Mutations in Nucleophosmin 1 (NPM1) are associated with a favorable prognosis in newly diagnosed acute myeloid leukemia (AML), however, their prognostic impact in relapsed/refractory (R/R) settings are unknown. In a retrospective analysis, we identified 206 patients (12%) with mutated NPM1 (NPM1c) and compared their outcomes to 1516 patients (88%) with NPM1 wild-type (NPM1wt). NPM1c was associated with higher rates of complete remission or complete remission with incomplete count recovery compared with NPM1wt following each line of salvage therapy (first salvage, 56% vs 37%; P < .0001; second salvage, 33% vs 22%; P = .02; third salvage, 24% vs 14%; P = .02). However, NPM1 mutations had no impact on relapse-free survival (RFS) and overall survival (OS) with each salvage therapy with a median OS following salvage 1, 2 or 3 therapies in NPM1c vs NPM1wt of 7.8 vs 6.0; 5.3 vs 4.1; and 3.5 vs 3.6 months, respectively. Notably, the addition of venetoclax to salvage regimens in patients with NPM1c improved RFS and OS (median RFS, 15.8 vs 4.6 months; P = .05; median OS, 14.7 vs 5.9 months; P = .02). In conclusion, NPM1 mutational status has a minimal impact on prognosis in relapsed or refractory AML; therefore, novel treatment strategies are required to improve outcomes in this entity.

Comparison Of Four Clinical Prognostic Scores In Patients With Advanced Gastric And Esophageal Cancer, Lucy X Ma, Osvaldo Espin-Garcia, Yvonne Bach, Hiroko Aoyama, Michael J Allen, Xin Wang, Gail E Darling, Jonathan Yeung, Carol J Swallow, Savtaj Brar, Patrick Veit-Haibach, Sangeetha Kalimuthu, Rebecca Wong, Eric X Chen, Grainne M O'Kane, Raymond W Jang, Elena Elimova

Faculty, Staff and Student Publications

Background: Prognostic scores that can identify patients at risk for early death are needed to aid treatment decision-making and patient selection for clinical trials. We compared the accuracy of four scores to predict early death (within 90 days) and overall survival (OS) in patients with metastatic gastric and esophageal (GE) cancer.

Methods: Advanced GE cancer patients receiving first-line systemic therapy were included. Prognostic risks were calculated using: Royal Marsden Hospital (RMH), MD Anderson Cancer Centre (MDACC), Gustave Roussy Immune (GRIm-Score), and MD Anderson Immune Checkpoint Inhibitor (MDA-ICI) scores. Overall survival (OS) was estimated using the Kaplan-Meier method. Cox proportional hazards …

Long-Term Morbidity And Mortality Among Survivors Of Neuroblastoma Diagnosed During Infancy: A Report From The Childhood Cancer Survivor Study, Danielle Novetsky Friedman, Pamela J Goodman, Wendy M Leisenring, Lisa R Diller, Susan L Cohn, Rebecca M Howell, Susan A Smith, Emily S Tonorezos, Suzanne L Wolden, Joseph P Neglia, Kirsten K Ness, Todd M Gibson, Paul C Nathan, Brent R Weil, Leslie L Robison, Kevin C Oeffinger, Gregory T Armstrong, Charles A Sklar, Tara O Henderson

Faculty, Staff and Student Publications

Purpose: To describe the risk of late mortality, subsequent malignant neoplasms (SMNs), and chronic health conditions (CHCs) in survivors of neuroblastoma diagnosed in infancy by treatment era and exposures.

Methods: Among 5-year survivors of neuroblastoma in the Childhood Cancer Survivor Study diagnosed age < 1 year between 1970 and 1999, we examined the cumulative incidence of late (> 5 years from diagnosis) mortality, SMN, and CHCs (grades 2-5 and 3-5). Multivariable Cox regression models estimated hazard ratios (HRs) and 95% CIs by decade and treatment (surgery-alone v chemotherapy with or without surgery [C ± S] v radiation with or without chemotherapy ± surgery [R ± C ± S]) among survivors and between survivors and 5,051 …

Disparity In Checkpoint Inhibitor Utilization Among Commercially Insured Adult Patients With Metastatic Lung Cancer, Meng Li, Kaiping Liao, Alice J Chen, Tina Cascone, Yu Shen, Qian Lu, Ya-Chen Tina Shih

Faculty, Staff and Student Publications

BACKGROUND: There is a lack of evidence from nationwide samples on the disparity of initiating immune checkpoint inhibitors (ICIs) after metastatic lung cancer diagnosis.

METHODS: We identified metastatic lung cancer patients diagnosed between 2015 and 2020 from a large, nationwide commercial claims database. We analyzed the time from metastatic lung cancer diagnosis to ICI therapy using Cox proportional hazard models. Independent variables included county-level measures (quintiles of percentage of racialized population, quintiles of percentage of population below poverty, urbanity, and density of medical oncologists) and patient characteristics (age, sex, Charlson comorbidity index, Medicare Advantage, and year of diagnosis). All tests …

Treatment Outcomes For Newly Diagnosed, Treatment-Naïve Tp53-Mutated Acute Myeloid Leukemia: A Systematic Review And Meta-Analysis, Naval G Daver, Shahed Iqbal, Camille Renard, Rebecca J Chan, Ken Hasegawa, Hao Hu, Preston Tse, Jiajun Yan, Michael J Zoratti, Feng Xie, Giridharan Ramsingh

Faculty, Staff and Student Publications

Background: TP53 mutations, which are present in 5% to 10% of patients with acute myeloid leukemia (AML), are associated with treatment resistance and poor outcomes. First-line therapies for TP53-mutated (TP53m) AML consist of intensive chemotherapy (IC), hypomethylating agents (HMA), or venetoclax combined with HMA (VEN + HMA).

Methods: We conducted a systematic review and meta-analysis to describe and compare treatment outcomes in newly diagnosed treatment-naïve patients with TP53m AML. Randomized controlled trials, single-arm trials, prospective observational studies, and retrospective studies were included that reported on complete remission (CR), CR with incomplete hematologic recovery (CRi), overall survival (OS), event-free survival (EFS), …

Microbiome Influencers Of Checkpoint Blockade-Associated Toxicity, Yinghong Wang, Robert R Jenq, Jennifer A Wargo, Stephanie S Watowich

Faculty, Staff and Student Publications

Immunotherapy has greatly improved cancer outcomes, yet variability in response and off-target tissue damage can occur with these treatments, including immune checkpoint inhibitors (ICIs). Multiple lines of evidence indicate the host microbiome influences ICI response and risk of immune-related adverse events (irAEs). As the microbiome is modifiable, these advances indicate the potential to manipulate microbiome components to increase ICI success. We discuss microbiome features associated with ICI response, with focus on bacterial taxa and potential immune mechanisms involved in irAEs, and the overall goal of driving novel approaches to manipulate the microbiome to improve ICI efficacy while avoiding irAE risk.

Temporal Multi-Step Predictive Modeling Of Remission In Major Depressive Disorder Using Early Stage Treatment Data; Star*D Based Machine Learning Approach, Haitham Salem, Tung Huynh, Natasha Topolski, Benson Mwangi, Madhukar H Trivedi, Jair C Soares, A John Rush, Sudhakar Selvaraj

Faculty, Staff and Student Publications

BACKGROUND: Artificial intelligence is currently being used to facilitate early disease detection, better understand disease progression, optimize medication/treatment dosages, and uncover promising novel treatments and potential outcomes.

METHODS: Utilizing the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) dataset, we built a machine learning model to predict depression remission rates using same clinical data as features for each of the first three antidepressant treatment steps in STAR*D. We only used early treatment data (baseline and first follow up) in each STAR*D step to temporally analyze predictive features of remission at the end of the step.

RESULTS: Our model showed significant prediction …

Use Of Contrast Media During Ct-Guided Thermal Ablation Of Colorectal Liver Metastasis For Procedure Planning Is Associated With Improved Immediate Outcomes, Iwan Paolucci, Yuan-Mao Lin, A Kyle Jones, Kristy K Brock, Bruno C Odisio

Faculty, Staff and Student Publications

PURPOSE: The aim of this study was to analyze the impact of using intra-procedural pre-ablation contrast-enhanced CT prior to percutaneous thermal ablation (pre-ablation CECT) of colorectal liver metastases (CLM) on local outcomes.

MATERIALS AND METHODS: This retrospective analysis of a prospectively collected liver ablation registry included 144 consecutive patients (median age 57 years IQR [49, 65], 60% men) who underwent 173 CT-guided ablation sessions for 250 CLM between October 2015 and March 2020. In addition to oncologic outcomes, technical success was retrospectively evaluated using a biomechanical deformable image registration software for 3D-minimal ablative margin (3D-MAM) quantification. Bayesian regression was used …

Clinical Outcomes Of Combined Cervical And Transthoracic Surgical Approaches In Patients With Advanced Thyroid Cancer, Jared A Shenson, Mark E Zafereo, Mark Lee, Kevin J Contrera, Lei Feng, Mongkol Boonsripitayanon, Neil Gross, Ryan Goepfert, Anastasios Maniakas, Jennifer Rui Wang, Libby Grubbs, Ara Vaporciyan, Wayne Hofstetter, Stephen Swisher, Reza Mehran, David Rice, Boris Sepesi, Mara Antonoff, Maria Cabanillas, Naifa Busaidy, Ramona Dadu, Natalie L Silver

Faculty, Staff and Student Publications

Background: Advanced thyroid disease involving the mediastinum may be managed surgically with a combined transcervical and transthoracic approach. Contemporary analysis of this infrequently encountered cohort will aid the multidisciplinary team in personalizing treatment approaches.

Methods: Retrospective review of patients undergoing combined transcervical and transthoracic surgery for thyroid cancer at a single high-volume institution from 1994 to 2015.

Results: Thirty-eight patients with median age 59 years (range 28-76) underwent surgery without perioperative mortality. Most patients had primary disease. A majority had distant metastases outside the mediastinum but had locoregionally curable disease. Common complications were temporary (39%) and permanent (18%) hypoparathyroidism, and …

Human Papillomavirus Status And Prognosis Of Oropharyngeal High-Grade Neuroendocrine Carcinoma, Luana G De Sousa, Felippe Lazar Neto, Eduardo A Dal Lago, Andrew Sikora, Ehab Hanna, Amy Moreno, Jack Phan, Bonnie S Glisson, Diana Bell, Renata Ferrarotto

Faculty, Staff and Student Publications

Background: The prognostic impact of human papillomavirus (HPV) infection or smoking on oropharyngeal high-grade neuroendocrine carcinoma (HG-NEC) is not established.

Methods: Retrospective study with patients with oropharyngeal HG-NEC seen at MD Anderson Cancer Center from 1997 to 2020, and previously reported patients with oropharyngeal HG-NEC and known p16 and HPV status from the literature review. Survival was estimated with the Kaplan-Meier method, and survival differences assessed with the log-rank test and Cox proportional hazards models.

Results: Thirty patients were included; most had a heavy (≥10 pack-years) smoking history (52%), locoregional disease (stage III-IVB; 77%), and p16-positive tumor (92%). HPV was …

What Are Risk Factors For And Outcomes Of Late Amputation After Treatment For Lower Extremity Sarcoma: A Childhood Cancer Survivor Study Report, Erik J Geiger, Wei Liu, Deo Kumar Srivastava, Nicholas M Bernthal, Brent R Weil, Yutaka Yasui, Kirsten K Ness, Kevin R Krull, Robert E Goldsby, Kevin C Oeffinger, Leslie L Robison, Bryan V Dieffenbach, Christopher B Weldon, Mark C Gebhardt, Rebecca Howell, Andrew J Murphy, Wendy M Leisenring, Gregory T Armstrong, Eric J Chow, Rosanna L Wustrack

Faculty, Staff and Student Publications

Background: Although pediatric lower extremity sarcoma once was routinely treated with amputation, multiagent chemotherapy as well as the evolution of tumor resection and reconstruction techniques have enabled the wide adoption of limb salvage surgery (LSS). Even though infection and tumor recurrence are established risk factors for early amputation (< 5 years) after LSS, the frequency of and factors associated with late amputation (≥ 5 years from diagnosis) in children with sarcomas are not known. Additionally, the resulting psychosocial and physical outcomes of these patients compared with those treated with primary amputation or LSS that was not complicated by subsequent amputation are not well studied. Studying these outcomes is critical to enhancing the quality of life of patients with sarcomas.

Questions/purposes: (1) How have treatments changed over time in patients with lower extremity sarcoma who are included in the Childhood Cancer Survivor Study (CCSS), and did primary treatment with amputation or LSS affect overall survival at 25 years among patients who had survived at least 5 years from diagnosis? (2) What …

Burn Resuscitation Practices In North America: Results Of The Acute Burn Resuscitation Multicenter Prospective Trial (Abrupt), David G Greenhalgh, Robert Cartotto, Sandra L Taylor, Jeffrey R Fine, Giavonni M Lewis, David J Smith, Michael A Marano, Angela Gibson, Lucy A Wibbenmeyer, James H Holmes, Julie A Rizzo, Kevin N Foster, Anjay Khandelwal, Sarah Fischer, Mark R Hemmila, David Hill, Ariel M Aballay, Edward E Tredget, Jeremy Goverman, Herbert Phelan, Carlos J Jimenez, Anthony Baldea, Rajiv Sood

Faculty, Staff and Student Publications

Objectives: ABRUPT was a prospective, noninterventional, observational study of resuscitation practices at 21 burn centers. The primary goal was to examine burn resuscitation with albumin or crystalloids alone, to design a future prospective randomized trial.

Summary background data: No modern prospective study has determined whether to use colloids or crystalloids for acute burn resuscitation.

Methods: Patients ≥18 years with burns ≥ 20% total body surface area (TBSA) had hourly documentation of resuscitation parameters for 48 hours. Patients received either crystalloids alone or had albumin supplemented to crystalloid based on center protocols.

Results: Of 379 enrollees, two-thirds (253) were resuscitated with …

Predictors Of Emergency Room Visits After Ambulatory Breast Cancer Surgery In The Medicare Population, Susie X Sun, Zhigang Duan, Henry M Kuerer, Sarah M Desnyder, Carrie Cunningham, Hui Zhao, Sharon H Giordano

Faculty, Staff and Student Publications

Background: Emergency department (ED) overuse is a large contributor to healthcare spending in the USA. We examined the rate of and risk factors for ED visits following outpatient breast cancer surgery.

Patients and methods: Using linked data from the Surveillance, Epidemiology, and End Results (SEER) program and Medicare, we identified women who underwent curative breast cancer surgery between 2003 and 2015. Our outcome of interest was ED visits within 30 days of surgery. Multivariate regression was used to evaluate the odds of ED visit while controlling for clinical and socioeconomic variables. Secondary analyses assessed admission from the ED as well …

Risk Factors For Bronchiolitis Obliterans Syndrome After Initial Detection Of Pulmonary Impairment After Hematopoietic Cell Transplantation, Mansour Alkhunaizi, Badar Patel, Luis Bueno, Neel Bhan, Tahreem Ahmed, Muhammad H Arain, Rima Saliba, Gabriela Rondon, Burton F Dickey, Lara Bashoura, David E Ost, Liang Li, Shikun Wang, Elizabeth Shpall, Richard E Champlin, Rohtesh Mehta, Uday R Popat, Chitra Hosing, Amin M Alousi, Ajay Sheshadri

Faculty, Staff and Student Publications

Pulmonary chronic graft-versus-host-disease (cGVHD), or bronchiolitis obliterans syndrome (BOS), is a highly morbid complication of hematopoietic cell transplantation (HCT). The clinical significance of a single instance of pulmonary decline not meeting the criteria for BOS is unclear. We conducted a retrospective analysis in a cohort of patients who had an initial post-HCT decline in the absolute value of forced expiratory volume in 1 second (FEV1) of ≥10% or mid-expiratory flow rate of ≥25% but not meeting the criteria for BOS (pre-BOS). We examined the impact of clinical variables in patients with pre-BOS on the risk for subsequent BOS. Pre-BOS developed …

Impact Of High Neutrophil-To-Lymphocyte Ratio On Survival In Hospitalized Cancer Patients With Covid-19, Fernando A Díaz-Couselo, Santiago Flagel, Carla Nicolini, Sebastián Halac, Natalia Manzano, Marina Aguirre, Juan Rébora, Sandra Valle, Laura Noro, Chirayu Mohindroo, Florencia Mcallister, Marcelo Zylberman

Faculty, Staff and Student Publications

Neutrophil-to-lymphocyte ratio (NLR) has been studied as a prognostic factor for mortality in COVID-19 patients. Our study aimed to evaluate the association between NLR at COVID-19 diagnosis and survival during the following 90 days in hospitalized patients with solid cancer. Between May 2020 and June 2021, 120 patients were included in a retrospective cohort study. Univariable analysis showed patients with an NLR > 8.3 were associated with an increased risk of death (HR: 4.34; 95% CI: 1.74-10.84) compared to patients with NLR < 3.82 and with NLR ≥3.82 and ≤8.30 (HR: 2.89; 95% CI: 1.32-6.36). Furthermore, on multivariable analysis, NLR > 8.30 independently correlated with increased mortality. In patients with solid malignancies with COVID-19, an NLR > 8.3 is associated with …