Biomedical Informatics Commons^™

Predicting Recurrence-Free And Overall Survival For Patients With Stage Ii Melanoma: The Mia Calculator, Alexander H R Varey, Isabel Li, Mary-Ann El Sharouni, Julie Simon, Aikaterini Dedeilia, Sydney Ch'ng, Robyn P M Saw, Andrew J Spillane, Kerwin F Shannon, Thomas E Pennington, Michael Rtshiladze, Jonathan R Stretch, Omgo E Nieweg, Alexander Van Akkooi, Ryan J Sullivan, Genevieve M Boland, Jeffrey E Gershenwald, Paul J Van Diest, Richard A Scolyer, Georgina V Long, John F Thompson, Serigne N Lo

Faculty, Staff and Student Publications

Purpose: Improvements in recurrence-free survival (RFS) were demonstrated in two recent randomized trials for patients with sentinel node (SN)-negative stage IIB or IIC melanoma receiving adjuvant systemic therapy (pembrolizumab/nivolumab). However, adverse events also occurred. Accurate individualized prognostic estimates of RFS and overall survival (OS) would allow patients to more accurately weigh the risks and benefits of adjuvant therapy. Since the current American Joint Committee on Cancer eighth edition (AJCC-8) melanoma staging system focuses on melanoma-specific survival, we developed a multivariable risk prediction calculator that provides estimates of 5- and 10-year RFS and OS for these patients.

Methods: Data were extracted …

Comparison Of Comorbidity Models Within A Population-Based Cohort Of Older Adults With Non-Hodgkin Lymphoma, Max J Gordon, Zhigang Duan, Hui Zhao, Loretta Nastoupil, Swaminathan Iyer, Alessandra Ferrajoli, Alexey V Danilov, Sharon H Giordano

Faculty, Staff and Student Publications

Purpose: Compare the association of individual comorbidities, comorbidity indices, and survival in older adults with non-Hodgkin lymphoma (NHL), including in specific NHL subtypes.

Methods: Data source was SEER-Medicare, a population-based registry of adults age 65 years and older with cancer. We included all incident cases of NHL diagnosed during 2008-2017 who met study inclusion criteria. Comorbidities were classified using the three-factor risk estimate scale (TRES), Charlson comorbidity index (CCI), and National Cancer Institute (NCI) comorbidity index categories and weights. Overall survival (OS) and lymphoma-specific survival, with death from other causes treated as a competing risk, were estimated using the Kaplan-Meier …

Synthetic Pet From Ct Improves Diagnosis And Prognosis For Lung Cancer: Proof Of Concept, Morteza Salehjahromi, Tatiana V Karpinets, Sheeba J Sujit, Mohamed Qayati, Pingjun Chen, Muhammad Aminu, Maliazurina B Saad, Rukhmini Bandyopadhyay, Lingzhi Hong, Ajay Sheshadri, Julie Lin, Mara B Antonoff, Boris Sepesi, Edwin J Ostrin, Iakovos Toumazis, Peng Huang, Chao Cheng, Tina Cascone, Natalie I Vokes, Carmen Behrens, Jeffrey H Siewerdsen, John D Hazle, Joe Y Chang, Jianhua Zhang, Yang Lu, Myrna C B Godoy, Caroline Chung, David Jaffray, Ignacio Wistuba, J Jack Lee, Ara A Vaporciyan, Don L Gibbons, Gregory Gladish, John V Heymach, Carol C Wu, Jianjun Zhang, Jia Wu

Faculty, Staff and Student Publications

[18F]Fluorodeoxyglucose positron emission tomography (FDG-PET) and computed tomography (CT) are indispensable components in modern medicine. Although PET can provide additional diagnostic value, it is costly and not universally accessible, particularly in low-income countries. To bridge this gap, we have developed a conditional generative adversarial network pipeline that can produce FDG-PET from diagnostic CT scans based on multi-center multi-modal lung cancer datasets (n = 1,478). Synthetic PET images are validated across imaging, biological, and clinical aspects. Radiologists confirm comparable imaging quality and tumor contrast between synthetic and actual PET scans. Radiogenomics analysis further proves that the dysregulated cancer hallmark pathways of …

The Lymphoma Epidemiology Of Outcomes Cohort Study: Design, Baseline Characteristics, And Early Outcomes, James R Cerhan, Matthew J Maurer, Brian K Link, Andrew L Feldman, Thomas M Habermann, David L Jaye, W Richard Burack, Timothy J Mcdonnell, Francisco Vega, Jennifer R Chapman, Sergei Syrbu, Kiran R Vij, Giorgio Inghirami, John P Leonard, Leon Bernal-Mizrachi, Umar Farooq, Thomas E Witzig, George J Weiner, Yucai Wang, Juan P Alderuccio, Susan L Slager, Melissa C Larson, Shaun M Riska, Brianna J Gysbers, Julianne J Lunde, Tanner W Reicks, Amy A Ayers, Colin B O'Leary, Kathleen J Yost, Hongfang Liu, Grzegorz S Nowakowski, Jia Ruan, Dai Chihara, Jean L Koff, Carla Casulo, Carrie A Thompson, Jonathon B Cohen, Brad S Kahl, Loretta J Nastoupil, Izidore S Lossos, Jonathan W Friedberg, Peter Martin, Christopher R Flowers

Faculty, Staff and Student Publications

To address the current and long-term unmet health needs of the growing population of non-Hodgkin lymphoma (NHL) patients, we established the Lymphoma Epidemiology of Outcomes (LEO) cohort study (NCT02736357; https://leocohort.org/). A total of 7735 newly diagnosed patients aged 18 years and older with NHL were prospectively enrolled from 7/1/2015 to 5/31/2020 at 8 academic centers in the United States. The median age at diagnosis was 62 years (range, 18-99). Participants came from 49 US states and included 538 Black/African-Americans (AA), 822 Hispanics (regardless of race), 3386 women, 716 age <40 >years, and 1513 rural residents. At study baseline, we abstracted clinical, …

Image-Based Multiplex Immune Profiling Of Cancer Tissues: Translational Implications A Report Of The International Immuno-Oncology Biomarker Working Group On Breast Cancer, Chowdhury Arif Jahangir, David B Page, Glenn Broeckx, Claudia A Gonzalez, Caoimbhe Burke, Clodagh Murphy, Jorge S Reis-Filho, Amy Ly, Paul W Harms, Rajarsi R Gupta, Michael Vieth, Akira I Hida, Mohamed Kahila, Zuzana Kos, Paul J Van Diest, Sara Verbandt, Jeppe Thagaard, Reena Khiroya, Khalid Abduljabbar, Gabriela Acosta Haab, Balazs Acs, Sylvia Adams, Jonas S Almeida, Isabel Alvarado-Cabrero, Farid Azmoudeh-Ardalan, Sunil Badve, Nurkhairul Bariyah Baharun, Enrique R Bellolio, Vydehi Bheemaraju, Kim Rm Blenman, Luciana Botinelly Mendonça Fujimoto, Octavio Burgues, Alexandros Chardas, Maggie Chon U Cheang, Francesco Ciompi, Lee Ad Cooper, An Coosemans, Germán Corredor, Flavio Luis Dantas Portela, Frederik Deman, Sandra Demaria, Sarah N Dudgeon, Mahmoud Elghazawy, Claudio Fernandez-Martín, Susan Fineberg, Stephen B Fox, Jennifer M Giltnane, Sacha Gnjatic, Paula I Gonzalez-Ericsson, Anita Grigoriadis, Niels Halama, Matthew G Hanna, Aparna Harbhajanka, Steven N Hart, Johan Hartman, Stephen Hewitt, Hugo M Horlings, Zaheed Husain, Sheeba Irshad, Emiel Am Janssen, Tatsuki R Kataoka, Kosuke Kawaguchi, Andrey I Khramtsov, Umay Kiraz, Pawan Kirtani, Liudmila L Kodach, Konstanty Korski, Guray Akturk, Ely Scott, Anikó Kovács, Anne-Vibeke Laenkholm, Corinna Lang-Schwarz, Denis Larsimont, Jochen K Lennerz, Marvin Lerousseau, Xiaoxian Li, Anant Madabhushi, Sai K Maley, Vidya Manur Narasimhamurthy, Douglas K Marks, Elizabeth S Mcdonald, Ravi Mehrotra, Stefan Michiels, Durga Kharidehal, Fayyaz Ul Amir Afsar Minhas, Shachi Mittal, David A Moore, Shamim Mushtaq, Hussain Nighat, Thomas Papathomas, Frederique Penault-Llorca, Rashindrie D Perera, Christopher J Pinard, Juan Carlos Pinto-Cardenas, Giancarlo Pruneri, Lajos Pusztai, Nasir Mahmood Rajpoot, Bernardo Leon Rapoport, Tilman T Rau, Joana M Ribeiro, David Rimm, Anne Vincent-Salomon, Joel Saltz, Shahin Sayed, Evangelos Hytopoulos, Sarah Mahon, Kalliopi P Siziopikou, Christos Sotiriou, Albrecht Stenzinger, Maher A Sughayer, Daniel Sur, Fraser Symmans, Sunao Tanaka, Timothy Taxter, Sabine Tejpar, Jonas Teuwen, E Aubrey Thompson, Trine Tramm, William T Tran, Jeroen Van Der Laak, Gregory E Verghese, Giuseppe Viale, Noorul Wahab, Thomas Walter, Yannick Waumans, Hannah Y Wen, Wentao Yang, Yinyin Yuan, John Bartlett, Sibylle Loibl, Carsten Denkert, Peter Savas, Sherene Loi, Elisabeth Specht Stovgaard, Roberto Salgado, William M Gallagher, Arman Rahman

Faculty, Staff and Student Publications

Recent advances in the field of immuno-oncology have brought transformative changes in the management of cancer patients. The immune profile of tumours has been found to have key value in predicting disease prognosis and treatment response in various cancers. Multiplex immunohistochemistry and immunofluorescence have emerged as potent tools for the simultaneous detection of multiple protein biomarkers in a single tissue section, thereby expanding opportunities for molecular and immune profiling while preserving tissue samples. By establishing the phenotype of individual tumour cells when distributed within a mixed cell population, the identification of clinically relevant biomarkers with high-throughput multiplex immunophenotyping of tumour …

Imaging Predictors Of 4q12 Amplified And Rb1 Mutated Glioblastoma Idh-Wildtype, Antonio Dono, Jose Torres, Luis Nunez, Octavio Arevalo, Juan Carlos Rodriguez-Quinteros, Roy F Riascos, Arash Kamali, Nitin Tandon, Leomar Y Ballester, Yoshua Esquenazi

Faculty, Staff and Student Publications

Introduction: Recent studies have identified that glioblastoma IDH-wildtype consists of different molecular subgroups with distinct prognoses. In order to accurately describe and classify gliomas, the Visually AcceSAble Rembrandt Images (VASARI) system was developed. The goal of this study was to evaluate the VASARI characteristics in molecular subgroups of IDH-wildtype glioblastoma.

Methods: A retrospective analysis of glioblastoma IDH- wildtype with comprehensive next-generation sequencing and pre-operative and post-operative MRI was performed. VASARI characteristics and 205 genes were evaluated. Multiple comparison adjustment by the Bejamin-Hochberg false discovery rate (BH-FDR) was performed. A 1:3 propensity score match (PSM) with a Caliper of 0.2 was …

Comprehensive Characterization Of Ifnγ Signaling In Acute Myeloid Leukemia Reveals Prognostic And Therapeutic Strategies, Bofei Wang, Patrick K Reville, Mhd Yousuf Yassouf, Fatima Z Jelloul, Christopher Ly, Poonam N Desai, Zhe Wang, Pamella Borges, Ivo Veletic, Enes Dasdemir, Jared K Burks, Guilin Tang, Shengnan Guo, Araceli Isabella Garza, Cedric Nasnas, Nicole R Vaughn, Natalia Baran, Qing Deng, Jairo Matthews, Preethi H Gunaratne, Dinler A Antunes, Suhendan Ekmekcioglu, Koji Sasaki, Miriam B Garcia, Branko Cuglievan, Dapeng Hao, Naval Daver, Michael R Green, Marina Konopleva, Andrew Futreal, Sean M Post, Hussein A Abbas

Faculty, Staff and Student Publications

Interferon gamma (IFNγ) is a critical cytokine known for its diverse roles in immune regulation, inflammation, and tumor surveillance. However, while IFNγ levels were elevated in sera of most newly diagnosed acute myeloid leukemia (AML) patients, its complex interplay in AML remains insufficiently understood. We aim to characterize these complex interactions through comprehensive bulk and single-cell approaches in bone marrow of newly diagnosed AML patients. We identify monocytic AML as having a unique microenvironment characterized by IFNγ producing T and NK cells, high IFNγ signaling, and immunosuppressive features. IFNγ signaling score strongly correlates with venetoclax resistance in primary AML patient …

Prognostic Risk Signature In Patients With Acute Myeloid Leukemia Treated With Hypomethylating Agents And Venetoclax, Alex Bataller, Alexandre Bazinet, Courtney D Dinardo, Abhishek Maiti, Gautam Borthakur, Naval G Daver, Nicholas J Short, Elias J Jabbour, Ghayas C Issa, Naveen Pemmaraju, Musa Yilmaz, Guillermo Montalban-Bravo, Koichi Takahashi, Sanam Loghavi, Guillermo Garcia-Manero, Farhad Ravandi, Hagop M Kantarjian, Tapan M Kadia

Faculty, Staff and Student Publications

Hypomethylating agents (HMAs) and venetoclax (Ven) represent the standard of care for patients with acute myeloid leukemia (AML) who are ineligible for intensive chemotherapy. However, the European LeukemiaNet (ELN) risk classifications have been validated for patients treated with intensive therapy. In this study, we validate a recently proposed new molecular prognostic risk signature (mPRS) for patients with AML treated with HMAs and Ven. This classification allocated patients to favorable, intermediate (N/KRAS or FLT3-internal tandem duplication mutations), and lower (TP53 mutations) benefit groups. We retrospectively analyzed 159 patients treated with HMA and Ven. The mPRS classification allocated 74 (47%), 31 (19%), …

Dynamic Prognosis Prediction For Patients On Dapt After Drug-Eluting Stent Implantation: Model Development And Validation, Fang Li, Laila Rasmy, Yang Xiang, Jingna Feng, Ahmed Abdelhameed, Xinyue Hu, Zenan Sun, David Aguilar, Abhijeet Dhoble, Jingcheng Du, Qing Wang, Shuteng Niu, Yifang Dang, Xinyuan Zhang, Ziqian Xie, Yi Nian, Jianping He, Yujia Zhou, Jianfu Li, Mattia Prosperi, Jiang Bian, Degui Zhi, Cui Tao

Faculty, Staff and Student Publications

BACKGROUND: The rapid evolution of artificial intelligence (AI) in conjunction with recent updates in dual antiplatelet therapy (DAPT) management guidelines emphasizes the necessity for innovative models to predict ischemic or bleeding events after drug-eluting stent implantation. Leveraging AI for dynamic prediction has the potential to revolutionize risk stratification and provide personalized decision support for DAPT management.

METHODS AND RESULTS: We developed and validated a new AI-based pipeline using retrospective data of drug-eluting stent-treated patients, sourced from the Cerner Health Facts data set (n=98 236) and Optum's de-identified Clinformatics Data Mart Database (n=9978). The 36 months following drug-eluting stent implantation were …

Circulating Tumor Dna (Ctdna) As A Biomarker Of Response To Therapy In Advanced Hepatocellular Carcinoma Treated With Nivolumab, Yehia I Mohamed, Sunyoung S Lee, Tarik Demir, Shadi Chamseddine, Zishuo Ian Hu, Lianchun Xiao, Khaled Elsayes, Jeffrey S Morris, Robert A Wolff, Rikita Hiatia, Aliya Qayyum, Asif Rashid, Dan G Duda, James C Yao, Michael Lapelusa, Eugene J Koay, Armeen Mahvash, Ahmed Al Azzam, Ecaterina E Dumbrava, Manal Hassan, Hesham M Amin, Ahmed Omar Kaseb

Faculty, Staff and Student Publications

Background: Circulating tumor DNA (ctDNA) is a promising non-invasive marker for detection, diagnosis, treatment selection, and prognosis of hepatocellular carcinoma (HCC).

Objective: This study aimed to examine the utility of ctDNA as a prognostic and predictive tool in HCC patients treated with nivolumab.

Methods: We analyzed pre-treatment ctDNA from 44 HCC patients using comprehensive genomic testing on a commercially available platform. We utilized log rank test and univariate Cox models to correlate overall survival (OS) and progression-free survival (PFS) with ctDNA expressions.

Results: Of 44 patients, 77.3% were men with median age of 67 years. All but 3 patients had …

Egfr, Hla-G, Cd70, C-Met, And Ny-Eso1 As Potential Biomarkers In High Grade Epithelial Ovarian Carcinoma, Duc Vo, Yan Liu, Anil K Sood, Katy Rezvani, Amir A Jazaeri, Jinsong Liu

Faculty, Staff and Student Publications

High grade epithelial ovarian carcinoma is an aggressive tumor. Treatment includes platinum therapy, however it recurs in most patients due to therapy resistance. In this project, we study the immunohistochemical (IHC) expression of five potential biomarkers/prognostic markers in high grade epithelial ovarian carcinoma: EGFR, HLA-G, CD70, c-MET, and NY-ESO1. A cohort of 274 patients is used. We compare the IHC expression with age, stage, ascites status, family history of cancer, disease free survival (DFS) and overall survival (OS). EGFR expression is significantly correlated with family history and worse OS. HLA-G is associated with worse OS. To confirm the results of …

Analysis Of B7-H4 Expression Across Salivary Gland Carcinomas Reveals Adenoid Cystic Carcinoma-Specific Prognostic Relevance, Juliana Mota Siqueira, Yoshitsugu Mitani, Camilla Oliveira Hoff, Flavia Bonini, Luana Guimaraes De Sousa, Mario L Marques-Piubelli, Anurag Purushothaman, Mutsumi Mitani, Hui Dai, Shiaw-Yih Lin, Michael T Spiotto, Ehab Y Hanna, Daniel J Mcgrail, Adel K El-Naggar, Renata Ferrarotto

Faculty, Staff and Student Publications

B7-H4 (VTCN1), a member of the B7 family, is overexpressed in several types of cancer. Here we investigated the pattern of expression of B7-H4 in salivary gland carcinomas (SGC) and assessed its potential as a prognostic marker and therapeutic target. Immunohistochemistry (IHC) analyses were performed in a cohort of 340 patient tumors, composed of 124 adenoid cystic carcinomas (ACC), 107 salivary duct carcinomas (SDC), 64 acinic cell carcinomas, 36 mucoepidermoid carcinomas (MEC), 9 secretory carcinomas (SC), as well as 20 normal salivary glands (controls). B7-H4 expression was scored and categorized into negative (< 5% expression of any intensity), low (5%-70% expression of any intensity or >70% with weak intensity), or high ( …

Multiplex Spatial Analysis Reveals Increased Cd137 Expression And M-Mdsc Neighboring Tumor Cells In Refractory Classical Hodgkin Lymphoma, José L Solórzano, Victoria Menéndez, Edwin Parra, Luisa Solis, Ruth Salazar, Mónica García-Cosío, Fina Climent, Sara Fernández, Eva Díaz, Alejandro Francisco-Cruz, Joseph Khoury, Mei Jiang, Auriole Tamegnon, Carlos Montalbán, Ignacio Melero, Ignacio Wistuba, Carlos De Andrea, Juan F García

Faculty, Staff and Student Publications

The Hodgkin and Reed - Sternberg (HRS) cells in classical Hodgkin Lymphoma (cHL) actively modify the immune tumor microenvironment (TME) attracting immunosuppressive cells and expressing inhibitory molecules. A high frequency of myeloid cells in the TME is correlated with an unfavorable prognosis, but more specific and rare cell populations lack precise markers. Myeloid-derived suppressor cells (MDSCs) have been identified in the peripheral blood of cHL patients, where they appear to be correlated with disease aggressiveness. TNFRSF9 (CD137) is a T cell co-stimulator expressed by monocytic and dendritic cells. Its expression has also been described in HRS cells, where it is …

Deep Learning-Enabled Breast Cancer Endocrine Response Determination From H&E Staining Based On Esr1 Signaling Activity, Chun Wai Ng, Kwong-Kwok Wong

Faculty, Staff and Student Publications

Estrogen receptor (ER) positivity by immunohistochemistry has long been a main selection criterium for breast cancer patients to be treated with endocrine therapy. However, ER positivity might not directly correlate with activated ER signaling activity, which is a better predictor for endocrine therapy responsiveness. In this study, we investigated if a deep learning method using whole-slide H&E-stained images could predict ER signaling activity. First, ER signaling activity score was determined using RNAseq data available from each of the 1082 breast cancer samples in the TCGA Pan-Cancer dataset based on the Hallmark Estrogen Response Early gene set from the Molecular Signature …

Venetoclax Abrogates The Prognostic Impact Of Splicing Factor Gene Mutations In Newly Diagnosed Acute Myeloid Leukemia, Jayastu Senapati, Samuel Urrutia, Sanam Loghavi, Nicholas J Short, Ghayas C Issa, Abhishek Maiti, Hussein A Abbas, Naval G Daver, Naveen Pemmaraju, Sherry Pierce, Kelly S Chien, Koji Sasaki, Tapan M Kadia, Danielle E Hammond, Gautam Borthakur, Keyur Patel, Farhad Ravandi, Hagop M Kantarjian, Guillermo Garcia-Manero, Courtney D Dinardo

Faculty, Staff and Student Publications

Mutations in splicing factor (SF) genes SRSF2, U2AF1, SF3B1, and ZRSR2 are now considered adverse risk in the European LeukemiaNet 2022 acute myeloid leukemia (AML) risk stratification. The prognostic impact of SF mutations in AML has been predominantly derived from younger patients treated with intensive (INT) therapy. We evaluated 994 patients with newly diagnosed AML, including 266 (27%) with a SFmut. Median age was 67 years overall, with patients with SFmut being older at 72 years. SRSF2 (n = 140, 53%) was the most common SFmut. In patients treated with INT, median relapse-free survival (RFS) (9.6 vs 21.4 months, P …

Clinical Outcome And Therapeutic Impact On Neuroendocrine Neoplasms Of The Breast: A National Cancer Database Study, Libo Yang, Heather Lin, Yu Shen, Madhuchhanda Roy, Constance Albarracin, Qingqing Ding, Lei Huo, Hui Chen, Bing Wei, Hong Bu, Isabelle Bedrosian, Yun Wu

Faculty, Staff and Student Publications

Purpose: Neuroendocrine neoplasms (NENs) of the breast are rare and not well-studied. NEN are subcategorized as well-differentiated neuroendocrine tumor (NET) and poorly differentiated neuroendocrine carcinoma (NEC). The objectives of the current study were to review the clinicopathologic features of NENs, therapeutic efficacy of current systemic therapy and clinical outcomes of NEN of the breast.

Methods: Between 2004 and 2015, 420 NET, 205 NEC, 146 Adenocarcinoma with NE differentiation (ACNED) and 1,479,520 of invasive carcinoma, not otherwise specified (IC-NOS) of the breast were identified in the National Caner Database. Overall survival was compared among groups using Kaplan-Meier method and Log-rank test. …

Circulating Micrornas And Cytokines As Prognostic Biomarkers For Doxorubicin-Induced Cardiac Injury And For Evaluating The Effectiveness Of An Exercise Intervention, Prince Jeyabal, Anchit Bhagat, Fei Wang, Michael Roth, J Andrew Livingston, Susan C Gilchrist, Jose Banchs, Michelle A T Hildebrandt, Joya Chandra, Anita Deswal, Efstratios Koutroumpakis, Jian Wang, Najat C Daw, Theresa A Honey, Eugenie S Kleinerman

Faculty, Staff and Student Publications

Purpose: To define a set of biomarkers that can be used to identify patients at high risk of developing late doxorubicin (DOX)-induced cardiac morbidity with the goal of focused monitoring and early interventions.

Experimental design: Mice received phosphate buffered saline or DOX 2.5 mg/kg 2x/week for 2 weeks. Blood samples were obtained before and after therapy for quantification of miRNAs (6 and 24 hours), cytokines (24 hours), and troponin (24 hours, 4 and 6 weeks). Cardiac function was evaluated using echocardiography before and 24 hours after therapy. To assess the effectiveness of exercise intervention in preventing DOX-induced cardiotoxicity blood samples …

Sdc1 And Itga2 As Novel Prognostic Biomarkers For Pdac Related To Ipmn, Chuan-Long Zhang, Qian Shen, Fu-Dong Liu, Fan Yang, Meng-Qi Gao, Xiao-Chen Jiang, Yi Li, Xi-Yuan Zhang, Ge-Er En, Xue Pan, Bo Pang

Faculty, Staff and Student Publications

The existing biomarkers are insufficient for predicting the prognosis of pancreatic ductal adenocarcinoma (PDAC). Intraductal papillary mucinous neoplasm (IPMN) is a precursor to PDAC; therefore, identifying biomarkers from differentially expressed genes (DEGs) of PDAC and IPMN is a new and reliable strategy for predicting the prognosis of PDAC. In this study, four datasets were downloaded from the Gene Expression Omnibus database and standardized using the R package 'limma.' A total of 51 IPMN and 81 PDAC samples were analyzed, and 341 DEGs in PDAC and IPMN were identified; DEGs were involved in the extracellular matrix and tumor microenvironment. An acceptable …

Re-Stratification Of Patients With Copy-Number Low Endometrial Cancer By Clinicopathological Characteristics, Li Liwei, Li He, Dai Yibo, Zhao Luyang, Shen Zhihui, Kang Nan, Shen Danhua, Wang Junzhu, Wang Zhiqi, Wang Jianliu

Faculty, Staff and Student Publications

Objective: To stratify patients with copy-number low (CNL) endometrial cancer (EC) by clinicopathological characteristics.

Methods: EC patients who underwent surgery between June 2018 and June 2022 at Peking University People's Hospital were included and further classified according to TCGA molecular subtyping: POLE ultramutated, microsatellite instability high (MSI-H), CNL, and copy-number high (CNH). Clinicopathological characteristics and prognosis of CNL patients were retrospectively reviewed. The Cox proportional hazards regression model was applied to perform univariate and multivariate analysis, and independent risk factors were identified. Differentially expressed genes (DEGs) according to overall survival (OS) were screened based on the transcriptome of CNL cases …

The Breast Cancer Proteome And Precision Oncology, Jonathan T Lei, Eric J Jaehnig, Hannah Smith, Matthew V Holt, Xi Li, Meenakshi Anurag, Matthew J Ellis, Gordon B Mills, Bing Zhang, Marilyne Labrie

Faculty, Staff and Students Publications

The goal of precision oncology is to translate the molecular features of cancer into predictive and prognostic tests that can be used to individualize treatment leading to improved outcomes and decreased toxicity. Success for this strategy in breast cancer is exemplified by efficacy of trastuzumab in tumors overexpressing ERBB2 and endocrine therapy for tumors that are estrogen receptor positive. However, other effective treatments, including chemotherapy, immune checkpoint inhibitors, and CDK4/6 inhibitors are not associated with strong predictive biomarkers. Proteomics promises another tier of information that, when added to genomic and transcriptomic features (proteogenomics), may create new opportunities to improve both …

Interaction Between Myelodysplasia-Related Gene Mutations And Ontogeny In Acute Myeloid Leukemia, Joseph G W Mccarter, David Nemirovsky, Christopher A Famulare, Noushin Farnoud, Abhinita S Mohanty, Zoe S Stone-Molloy, Jordan Chervin, Brian J Ball, Zachary D Epstein-Peterson, Maria E Arcila, Aaron J Stonestrom, Andrew Dunbar, Sheng F Cai, Jacob L Glass, Mark B Geyer, Raajit K Rampal, Ellin Berman, Omar I Abdel-Wahab, Eytan M Stein, Martin S Tallman, Ross L Levine, Aaron D Goldberg, Elli Papaemmanuil, Yanming Zhang, Mikhail Roshal, Andriy Derkach, Wenbin Xiao

Faculty, Staff and Student Publications

Accurate classification and risk stratification are critical for clinical decision making in patients with acute myeloid leukemia (AML). In the newly proposed World Health Organization and International Consensus classifications of hematolymphoid neoplasms, the presence of myelodysplasia-related (MR) gene mutations is included as 1 of the diagnostic criteria for AML, AML-MR, based largely on the assumption that these mutations are specific for AML with an antecedent myelodysplastic syndrome. ICC also prioritizes MR gene mutations over ontogeny (as defined in the clinical history). Furthermore, European LeukemiaNet (ELN) 2022 stratifies these MR gene mutations into the adverse-risk group. By thoroughly annotating a cohort …

Cell-Type-Specific Alternative Polyadenylation Promotes Oncogenic Gene Expression In Non-Small Cell Lung Cancer Progression, Kexin Huang, Yun Zhang, Xiaorui Shi, Zhiqin Yin, Weiling Zhao, Liyu Huang, Fu Wang, Xiaobo Zhou

Faculty, Staff and Student Publications

Disrupted alternative polyadenylation (APA) is frequently involved in tumorigenesis and cancer progression by regulating the gene expression of oncogenes and tumor suppressors. However, limited knowledge of tumor-type- and cell-type-specific APA events may lead to novel APA events and their functions being overlooked. Here, we compared APA events across different cell types in non-small cell lung cancer (NSCLC) and normal tissues and identified functionally related APA events in NSCLC. We found several cell-specific 3'-UTR alterations that regulate gene expression changes showed prognostic value in NSCLC. We further investigated the function of APA-mediated 3'-UTR shortening through loss of microRNA (miRNA)-binding sites, and …

Spatially-Aware Clustering Improves Ajcc-8 Risk Stratification Performance In Oropharyngeal Carcinomas, Guadalupe Canahuate, Andrew Wentzel, Abdallah S R Mohamed, Lisanne V Van Dijk, David M Vock, Baher Elgohari, Hesham Elhalawani, Clifton D Fuller, G Elisabeta Marai

Faculty, Staff and Student Publications

OBJECTIVE: Evaluate the effectiveness of machine learning tools that incorporate spatial information such as disease location and lymph node metastatic patterns-of-spread, for prediction of survival and toxicity in HPV+ oropharyngeal cancer (OPC).

MATERIALS & METHODS: 675 HPV+ OPC patients that were treated at MD Anderson Cancer Center between 2005 and 2013 with curative intent IMRT were retrospectively collected under IRB approval. Risk stratifications incorporating patient radiometric data and lymph node metastasis patterns via an anatomically-adjacent representation with hierarchical clustering were identified. These clusterings were combined into a 3-level patient stratification and included along with other known clinical features in a …

Evaluation Of The Prognostic Role Of Liver Metastases On Patient Outcomes: Systematic Review And Meta-Analysis, Jessica J Waninger, Vincent T Ma, Zoey Chopra, Ashley N Pearson, Michael D Green

Faculty, Staff and Student Publications

The liver is a common site of metastasis for many primary malignancies, but the quantitative impact on survival is unknown. We performed a systematic review and meta-analysis of 83 studies (604,853 patients) assessing the overall hazard associated with liver metastases by primary tumor type and treatment regimen. The pooled overall survival hazard ratio (HR) for all included studies was 1.77 (95% confidence interval [CI], 1.62-1.93). Patients with breast cancer primaries fared the worst (HR, 2.37; 95% CI, 1.64-3.44), as did patients treated with immunotherapies (HR, 1.86; 95% CI, 1.42-2.42). Liver metastases negatively impact survival, necessitating new approaches to disease management.

Prognostic Significance Of Trophoblastic Cell Surface Antigen 2 Expression And Pathologic Parameters In Patients With Ampullary Adenocarcinoma, Yujie Zhang, Hua Wang, Michael Overman, Matthew Hg Katz, Huamin Wang

Faculty, Staff and Student Publications

Trophoblastic cell surface antigen 2 (TROP2) has been reported to be up-regulated in several types of carcinomas and is associated with aggressive behavior and poor survival. However, TROP2 expression and its clinical significance in ampullary adenocarcinoma (AA) have not been investigated. We examined TROP2 expression by immunohistochemistry in 112 patients with AAs. The associations of TROP2 expression with clinicopathologic characteristics were evaluated by χ2 analyses or Fisher's exact tests. The associations of TROP2 expression and pathologic parameters with survival were evaluated by the Kaplan-Meier method and univariate and multivariate Cox regression analyses. Eighty-six AAs (76.8%) were positive for TROP2, which …

Characteristics And Clinical Outcomes Of Patients With Acute Myeloid Leukemia With Inv(3)(Q21q262) Or T(3; 3)(Q21; Q262), Guillaume Richard-Carpentier, Caitlin R Rausch, Koji Sasaki, Danielle Hammond, Kiyomi Morita, Koichi Takahashi, Guilin Tang, Rashmi Kanagal-Shamanna, Kapil Bhalla, Courtney D Dinardo, Gautam Borthakur, Naveen Pemmaraju, Elizabeth J Shpall, Amin Alousi, Naval G Daver, Guillermo Garcia-Manero, Marina Y Konopleva, Farhad Ravandi, Hagop M Kantarjian, Tapan M Kadia

Faculty, Staff and Student Publications

Acute myeloid leukemia (AML) with inv(3)(q21q26.2)/t(3;3)(q21;q26.2) has a very poor prognosis. Determinants of clinical outcomes and optimal treatment remain uncertain. We retrospectively reviewed 108 cases of AML with inv(3)/t(3;3) and evaluated clinicopathological characteristics and clinical outcomes: 53 newly diagnosed (ND) AML and 55 relapsed/refractory (R/R) AML. Median age was 55 years. White blood cell (WBC) count ≥20x109/L and platelet count ≥140x109/L was observed in 25% and 32% of ND patients, respectively. Anomalies involving chromosome 7 were identified in 56% of patients. The most frequently mutated genes were SF3B1, PTPN11, NRAS, KRAS and ASXL1. In ND patients, the composite complete remission …

Clinical And Prognostic Biomarker Value Of Blood-Circulating Inflammatory Cytokines In Hepatocellular Carcinoma, Shadi Chamseddine, Yehia I Mohamed, Sunyoung S Lee, James C Yao, Zishuo Ian Hu, Hop S Tran Cao, Lianchun Xiao, Ryan Sun, Jeffrey S Morris, Rikita I Hatia, Manal Hassan, Dan G Duda, Maria Diab, Amr Mohamed, Ahmed Nassar, Saumil Datar, Hesham M Amin, Ahmed Omar Kaseb

Faculty, Staff and Student Publications

INTRODUCTION: Circulating inflammatory cytokines play critical roles in tumor-associated inflammation and immune responses. Recent data have suggested that several interleukins (ILs) mediate carcinogenesis in hepatocellular carcinoma (HCC). However, the predictive and prognostic value of circulating ILs is yet to be validated. Our study aimed to evaluate the association of the serum ILs with overall survival (OS) and clinicopathologic features in a large cohort of HCC patients.

METHODS: We prospectively collected data and serum samples from 767 HCC patients treated at the University of Texas MD Anderson Cancer Center between 2001 and 2014, with a median follow-up of 67.4 months (95% …

Detection Method Has Independent Prognostic Significance In The Plco Lung Screening Trial, James P Long, Yu Shen

Faculty, Staff and Student Publications

Prognostic models in cancer use patient demographic and tumor characteristics to predict survival and dynamic disease prognosis. Past work in breast cancer has shown that cancer detection method, screen-detected or symptom-detected, has prognostic significance. We investigate this phenomenon in the lung component of the Prostate, Lung, Colorectal, and Ovarian (PLCO) screening trial. Patients were randomized to intervention, receiving four annual chest x-rays (CXRs), or to control, receiving usual care. Patients were followed for a total of approximately 13 years. In PLCO, lung cancer detection method has independent prognostic value exceeding that of variables commonly used in lung cancer prognostic models, …

Spatial Immunoprofiling Of Adenoid Cystic Carcinoma Reveals B7-H4 Is A Therapeutic Target For Aggressive Tumors, Luana Guimaraes Sousa, Daniel J Mcgrail, Felippe Lazar Neto, Kaiyi Li, Mario L Marques-Piubelli, Sammy Ferri-Borgogno, Hui Dai, Yoshitsugu Mitani, Nicole Spardy Burr, Zachary A Cooper, Krista Kinneer, Maria Angelica Cortez, Shiaw-Yih Lin, Diana Bell, Adel El Naggar, Jared Burks, Renata Ferrarotto

Faculty, Staff and Student Publications

PURPOSE: Adenoid cystic carcinoma (ACC) is a heterogeneous malignancy, and no effective systemic therapy exists for metastatic disease. We previously described two prognostic ACC molecular subtypes with distinct therapeutic vulnerabilities, ACC-I and ACC-II. In this study, we explored the ACC tumor microenvironment (TME) using RNA-sequencing and spatial biology to identify potential therapeutic targets.

EXPERIMENTAL DESIGN: Tumor samples from 62 ACC patients with available RNA-sequencing data that had been collected as part of previous studies were stained with a panel of 28 validated metal-tagged antibodies. Imaging mass cytometry (IMC) was performed using the Fluidigm Helios CyTOF instrument and analyzed with Visiopharm …

Outcomes Of Young Adults (Aged ≤ 40 Years) With Newly Diagnosed Multiple Myeloma After Up-Front Autologous Stem Cell Transplant, Oren Pasvolsky, Curtis Marcoux, Denái R Milton, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Partow Kebriaei, Priti Tewari, Lindsay Crawford-Suber, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard E Champlin, Muzaffar H Qazilbash

Faculty, Staff and Student Publications

Multiple myeloma (MM) primarily affects older patients. There are scarce data on the outcomes of young adults undergoing autologous transplantation (auto-HCT). In this single-centre analysis, we included 117 younger patients, with a median age of 37 years (range 22-40) at transplant. Seventeen (15%) patients had high-risk cytogenetics. Before transplant, 10% of patients achieved ≥CR and 44% achieved ≥VGPR. At best post-transplant response, 56% and 77% of patients achieved ≥CR and ≥VGPR respectively. With a median follow-up for survivors of 72.6 months (range 0.9-238.0), median PFS and OS were 43.1 months (95% CI 31.2-65.0) and 146.6 months (95% CI 100.0-208.1) respectively. …