Biomedical Informatics Commons^™

Il13rα2-Targeting Antibodies For Immuno-Pet In Solid Malignancies, Leah Gajecki, Irina V Lebedeva, Yu-Rou Liao, Daisy Ambriz, Lukas M Carter, Melina Kumpf, Samantha Lovibond, Justin S Hachey, Maya S Graham, Michael Postow, Jason S Lewis, David P Andrew, Manuel Baca, Heiko Schöder, Steven M Larson, Darren R Veach, Simone Krebs

Faculty, Staff and Student Publications

Interleukin-13 receptor α-2 (IL13Rα2) is a cell surface receptor frequently expressed in solid malignancies, such as glioblastoma and melanoma, with limited expression in healthy tissue, rendering it an ideal target for noninvasive and specific tumor delineation. In this study, we report the development of 5 novel IL13Rα2-targeted human monoclonal antibodies (mAbs) KLG-1-5; in subsequent in vitro and in vivo studies after radiolabeling with 89Zr, we evaluate their performance to identify a lead candidate.

Methods: Five novel human anti-IL13Rα2 mAbs KLG-1-5 were developed and in vitro binding properties and target specificity assessed. In vivo 89Zr-immuno-PET using KLG-1-5 was conducted in a …

Pediatric Myeloid Neoplasms With Ubtf Tandem Duplications: Morphologic, Immunophenotypic, And Clinical Characterization, Mahsa Khanlari, Wei Wang, Yonghui Ni, Paul E Mead, Masayuki Umeda, Tami Westover, Jing Ma, Jeffrey E Rubnitz, Juan M Barajas, Stanley Pounds, Jeffery M Klco

Faculty, Staff and Student Publications

Tandem duplications (TDs) in exons of upstream binding transcription factor (UBTF-TD) are a rare recurrent alteration in pediatric and adult acute myeloid leukemia (AML) and myelodysplastic syndrome (MDS)/neoplasm. Although recently identified, AML with UBTF-TD is now considered a distinct subtype of AML. To further our understanding of myeloid neoplasms with UBTF-TD, we analyzed clinical, morphologic, and immunophenotypic characteristics of 27 pediatric patients with UBTF-TD-positive myeloid neoplasm, including 21 diagnosed as AML and 6 as MDS. Our data demonstrated that UBTF-TD is frequently associated with cytopenia, hypercellular marrow with erythroid hyperplasia, and trilineage dysplasia. Blasts …

Galectin-1 Inhibition As A Strategy For Malignant Peripheral Nerve Sheath Tumor Treatment, Hsiao-Chi Wang, Keila E Torres, Roger Xia, Marcio H Malogolowkin, Ssu-Wei Hsu, Ching-Hsien Chen, Tsung-Chieh Shih

Faculty, Staff and Student Publications

Neurofibromatosis type 1 (NF1) is an inherited disorder that predisposes individuals to malignant peripheral nerve sheath tumors (MPNSTs), a highly aggressive sarcoma with limited treatment options and poor prognosis. This study explores the potential of targeting the interaction between Galectin-1 and Ras as a novel therapeutic strategy for MPNSTs. Through molecular docking, we identified critical residues involved in the Galectin-1 and H-Ras interaction. We developed LLS30, a compound designed to target this Ras-binding pocket on Galectin-1, and tested its efficacy. LLS30 effectively disrupted the Galectin-1/Ras interaction, causing Ras delocalization from the plasma membrane and inhibiting Ras signaling. In vitro experiments …

Systemic Antitumor Immune Response Of Doped Yttria Nanoscintillators Under Low-Dose X-Ray Irradiation, Onur Sahin, Yuri Mackeyev, Geraldine V Vijay, Soumyabrata Roy, Ashokkumar Meiyazhagan, Yasmin Zahra, Okan Tezcan, Valeria Gonzalez, Belal Abousaida, Holden R Wagner, Pearl Fernandes, Riaz Mowzoon-Mogharrabi, Bhanu P Venkatesulu, Cheng-En Hsieh, Joseph B K Kim, Subhiksha Raghuram, Xiang Zhang, Kristen A Miller, Guanhui Gao, Pankaj K Singh, Sang Hyun Cho, Rao V L Papineni, Pulickel M Ajayan, Sunil Krishnan

Faculty, Staff and Student Publications

Inadequate light penetration in tissues restricts photodynamic therapy to treating only superficial tumors. To enable x-ray-excited photodynamic therapy (XPDT) that targets deep-seated tumors, we synthesized a nanoscintillator-photosensitizer complex containing 5% Eu-doped Y2O3 fluorescing at 611 nanometers and decorated with SiO2 containing the scintillation-coupled photosensitizer methylene blue and a polyethylene glycol coating [PEGylated Y2O3:Eu@SiO2-methylene blue (pYSM)]. When irradiated, pYSMs generate singlet oxygen species in vitro, causing cytotoxicity with hallmarks of immunogenic cell death (calreticulin translocation to the cell membrane). Intravenously administered pYSMs home passively to pancreatic tumor xenografts and, upon 10 gray irradiation, cause significant tumor regression (P < 0.01). On combining XPDT with anti-PD1 immunotherapy, a distant nonirradiated tumor also regresses via an increase in intratumoral activated CD8+ cytotoxic T cells. Collectively, we advance a systemically delivered XPDT strategy that mediates an antitumor effect in both irradiated and nonirradiated (abscopal) tumors when coupled with immunotherapy, converting an immunologically "cold" tumor to an immunologically "hot" tumor.

Assessing Cancer Therapeutic Efficacy In Vivo Using [2h7]Glucose Deuterium Metabolic Imaging, Mario C Chang, Vinay R Malut, Rohit Mahar, Anna Rushin, Marc A Mcleod, Geraldine L Pierre, Indu R Malut, Stephen J Staklinski, Max E Glanz, Mukundan Ragavan, Gaurav Sharma, Manoj Madheswaran, Arshee Badar, Aparna D Rao, Brian K Law, Michael S Kilberg, James H P Collins, Vikram D Kodibagkar, James A Bankson, Ralph J Deberardinis, Matthew E Merritt

Faculty, Staff and Student Publications

Metabolic imaging produces powerful visual assessments of organ function in vivo. Current techniques can be improved by safely increasing metabolic contrast. The gold standard, 2-[18F]fluorodeoxyglucose-positron emission tomography (FDG-PET) imaging, is limited by radioactive exposure and sparse assessment of metabolism beyond glucose uptake and retention. Deuterium magnetic resonance imaging (DMRI) with [6,6-2H2]glucose is nonradioactive, achieves tumor metabolic contrast, but can be improved by enriched contrast from deuterated water (HDO) based imaging. Here, we developed a DMRI protocol employing [2H7]glucose. Imaging 2H-signal and measuring HDO production in tumor-bearing mice detected differential glucose utilization across baseline tumors, tumors treated with vehicle control or …

Rapid Laser Ablation-Based Fabrication Of High-Density Polymer Microwell Arrays For High-Throughput Cellular Studies, Desh Deepak Dixit, Kavya L Singampalli, Amit S Niyogi, Amanda Montoya, Alexandre Reuben, Peter B Lillehoj

Faculty, Staff and Student Publications

Polymer-based microwell platforms have garnered much interest due to their usefulness in culturing and analyzing small quantities of biological cells and spheroids. Existing methods for fabricating polymer microwell arrays involve complex fabrication processes and/or are limited in their ability to create dense arrays of very small (< 50 μm in diameter) microwells. Here, we present a simple and rapid technique for fabricating high-density arrays of microwells ranging from 20 to 160 μm in diameter on a variety of polymer substrates. In this approach, a polymer surface is ablated using a CO2 laser that is rastered over a stainless steel mesh, which serves as a shadow mask. A theoretical laser-polymer interaction model was developed for predicting the microwell volume based on the substrate properties and laser settings. Microwell volumes predicted by the model were within 5.4% of fabricated microwell volumes determined experimentally. Cellulose acetate microwell arrays fabricated using this technique were used to culture Lewis lung carcinoma cells expressing ovalbumin (LLC-OVA), which were maintained for up to 72 h with a negligible (< 5%) loss in viability. As a second proof of principle demonstration, LLC-OVA cells grown in microwell arrays were co-cultured with OT-I T cells and measurements of interferon gamma (IFN-γ), a marker for T cell activation, were performed which revealed a positive correlation between LLC-OVA cell-T cell interaction time and T cell activation. These two in vitro demonstrations showcase the capability of this technique in generating polymer microwell arrays for high-throughput cellular studies, including cell growth dynamics studies and cell interaction studies. Furthermore, we envision that these platforms can be used with different cell types and for other biological applications, such as spheroid formation and single cell analysis, …

Dna Damage Response Signatures Are Associated With Frontline Chemotherapy Response And Routes Of Tumor Evolution In Extensive Stage Small Cell Lung Cancer, Benjamin B Morris, Simon Heeke, Yuanxin Xi, Lixia Diao, Qi Wang, Pedro Rocha, Edurne Arriola, Myung Chang Lee, Darren R Tyson, Kyle Concannon, Kavya Ramkumar, C Allison Stewart, Robert J Cardnell, Runsheng Wang, Vito Quaranta, Jing Wang, John V Heymach, Barzin Y Nabet, David S Shames, Carl M Gay, Lauren A Byers

Faculty, Staff and Student Publications

Introduction: A hallmark of small cell lung cancer (SCLC) is its recalcitrance to therapy. While most SCLCs respond to frontline therapy, resistance inevitably develops. Identifying phenotypes potentiating chemoresistance and immune evasion is a crucial unmet need. Previous reports have linked upregulation of the DNA damage response (DDR) machinery to chemoresistance and immune evasion across cancers. However, it is unknown if SCLCs exhibit distinct DDR phenotypes.

Methods: To study SCLC DDR phenotypes, we developed a new DDR gene analysis method and applied it to SCLC clinical samples, in vitro, and in vivo model systems. We then investigated how DDR regulation is …

Guanine Nucleotide Biosynthesis Blockade Impairs Mll Complex Formation And Sensitizes Leukemias To Menin Inhibition, Xiangguo Shi, Minhua Li, Zian Liu, Jonathan Tiessen, Yuan Li, Jing Zhou, Yudan Zhu, Swetha Mahesula, Qing Ding, Lin Tan, Mengdie Feng, Yuki Kageyama, Yusuke Hara, Jacob J Tao, Xuan Luo, Kathryn A Patras, Philip L Lorenzi, Suming Huang, Alexandra M Stevens, Koichi Takahashi, Ghayas C Issa, Md Abul Hassan Samee, Michalis Agathocleous, Daisuke Nakada

Faculty, Staff and Student Publications

Targeting the dependency of MLL-rearranged (MLLr) leukemias on menin with small molecule inhibitors has opened new therapeutic strategies for these poor-prognosis diseases. However, the rapid development of menin inhibitor resistance calls for combinatory strategies to improve responses and prevent resistance. Here we show that leukemia stem cells (LSCs) of MLLr acute myeloid leukemia (AML) exhibit enhanced guanine nucleotide biosynthesis, the inhibition of which leads to myeloid differentiation and sensitization to menin inhibitors. Mechanistically, targeting inosine monophosphate dehydrogenase 2 (IMPDH2) reduces guanine nucleotides and rRNA transcription, leading to reduced protein expression of LEDGF and menin. Consequently, the formation and chromatin binding …

An Exosome-Based Liquid Biopsy Predicts Depth Of Response And Survival Outcomes To Cetuximab And Panitumumab In Metastatic Colorectal Cancer: The Exonerate Study, Caiming Xu, Alessandro Mannucci, Francis Esposito, Helena Oliveres, Vicente Alonso-Orduña, Alfonso Yubero, Carlos Fernández-Martos, Antonieta Salud, Javier Gallego, Marta Martín-Richard, Julen Fernández-Plana, Mónica Guillot, Jorge Aparicio, Marwan Fakih, Scott Kopetz, Jaime Feliu, Joan Maurel, Ajay Goel

Faculty, Staff and Student Publications

Purpose: The EXOsome and cell-free miRNAs of anti-EGFR ResistAnce (EXONERATE) study was an open-label, biomarker interventional study designed to develop, test, and validate a liquid biopsy predictive of progression-free survival (PFS), overall survival (OS), and objective response rate (ORR) for first-line EGFR inhibitors in metastatic colorectal cancer (mCRC).

Patients and methods: Patients with newly diagnosed RAS wild-type, chemotherapy-naïve mCRC, both right- and left-sided, were enrolled in two nationwide trials to receive cetuximab or panitumumab along with chemotherapy. The primary endpoint was 12-month PFS, which was hierarchically tested in left- and right-sided mCRCs to predict PFS, OS, and ORR.

Results: Genome-wide …

Impact Of Co-Mutations And Transcriptional Signatures In Non-Small Cell Lung Cancer Patients Treated With Adagrasib In The Krystal-1 Trial, Marcelo V Negrao, Alvaro G Paula, David Molkentine, Laura Hover, Monique Nilsson, Natalie Vokes, Lars Engstrom, Andrew Calinisan, David M Briere, Laura Waters, Jill Hallin, Lixia Diao, Mehmet Altan, George R Blumenschein, Ferdinandos Skoulidis, Jing Wang, Scott E Kopetz, David S Hong, Don L Gibbons, Peter Olson, James G Christensen, John V Heymach

Faculty, Staff and Student Publications

Purpose: KRAS inhibitors are revolutionizing the treatment of non-small cell lung cancer (NSCLC), but clinico-genomic determinants of treatment efficacy warrant continued exploration.

Experimental design: Patients with advanced KRASG12C-mutant NSCLC treated with adagrasib [KRYSTAL-1 (NCT03785249)] were included in the analysis. Pretreatment next-generation sequencing data were collected per protocol. HTG EdgeSeq Transcriptome Panel was used for gene expression profiling. Clinical endpoints included objective response, progression-free survival (PFS), and overall survival (OS). KRASG12C-mutant NSCLC cell lines and xenograft models were used for sensitivity analyses and combination drug screens.

Results: KEAP1 MUT and STK11MUT were associated with shorter survival to adagrasib [KEAP1: …

Ca-125 As A Biomarker In Renal Medullary Carcinoma: Integrated Molecular Profiling, Functional Characterization, And Prospective Clinical Validation, Sandra L Grimm, Menuka Karki, Kyle A Blum, Jean-Philippe Bertocchio, Rong He, Durga N Tripathi, Niki M Zacharias, Justin M Lebenthal, Rahul A Sheth, Priya Rao, Giannicola Genovese, Zhen Lu, Robert C Bast, Davis R Ingram, Rossana Lazcano, Khalida M Wani, Wei-Lien Wang, Alexander J Lazar, Nizar M Tannir, Cheryl L Walker, Cristian Coarfa, Pavlos Msaouel

Faculty, Staff and Student Publications

Purpose: Renal medullary carcinoma (RMC) is a highly aggressive malignancy defined by the loss of the SMARCB1 tumor suppressor. It mainly affects young individuals of African descent with sickle cell trait, and it is resistant to conventional therapies used for other renal cell carcinomas. This study aimed to identify potential biomarkers for early detection and disease monitoring of RMC.

Experimental design: Integrated profiling of primary untreated RMC tumor tissues and paired adjacent kidney controls was performed using RNA sequencing and histone chromatin immunoprecipitation sequencing. The expression of serum cancer antigen 125 (CA-125), was prospectively evaluated in 47 patients with RMC. …

Superior Preclinical Efficacy Of Co-Treatment With Brg1/Brm And Flt3 Inhibitor Against Aml Cells With Flt3 Mutations, Warren Fiskus, Christopher P Mill, Jessica Piel, Mike Collins, Murphy Hentemann, Branko Cuglievan, Christine E Birdwell, Kaberi Das, Hanxi Hou, John A Davis, Antrix Jain, Anna Malovannaya, Tapan M Kadia, Naval Daver, Koji Sasaki, Koichi Takahashi, Danielle Hammond, Patrick K Reville, Lauren B Flores, Sanam Loghavi, Xiaoping Su, Courtney D Dinardo, Kapil N Bhalla

Faculty, Staff and Student Publications

Although treatment with standard frontline therapies, including a FLT3 inhibitor (FLT3i) reduces AML burden and achieves clinical remissions, most patients with AML with FLT3 mutation relapse due to therapy-resistant stem/progenitor cells. The core ATPases, BRG1 (SMARCA4) and BRM (SMARCA2) of the canonical (c) BAF (BRG1/BRM-associated factor) complex is a dependency in AML cells, including those harboring FLT3 mutations. We have previously reported that treatment with FHD-286, a BRG1/BRM ATPases inhibitor, induces differentiation and loss of viability of AML stem/progenitor cells. Findings of present studies demonstrate that treatment with FHD-286 induces lethality in AML cells, regardless of sensitivity or resistance to …

Avasimibe Abolishes The Efficacy Of Fluvastatin For The Prevention Of Cancer In A Spontaneous Mouse Model Of Breast Cancer, Anjana Bhardwaj, Alexander Koh, Rhea Bhala, Janvi Sandhu, Zhenlin Ju, Leslie Faye Cando, Jing Wang, Isabelle Bedrosian

Faculty, Staff and Student Publications

The cholesterol biosynthesis pathway is upregulated during breast cancer development and progression. Inhibition of the aberrantly upregulated cholesterol pathway by statins reduces breast tumor incidence and burden by 50% in SV40 C3(1) TAg mice, a mouse model of triple negative breast cancer. We hypothesized that fluvastatin's preventive efficacy could be further enhanced by co-targeting the statin-induced restorative feedback pathways that tightly control the cholesterol pathway and are involved in resistance to statins. Acyl-coenzyme A: cholesterol acyltransferase (

Consensus Recommendations For An Integrated Diagnostic Approach To Peripheral Nerve Sheath Tumors Arising In The Setting Of Neurofibromatosis Type 1, Calixto-Hope G Lucas, Andrea M Gross, Carlos G Romo, Carina A Dehner, Alexander J Lazar, Markku Miettinen, Melike Pekmezci, Martha Quezado, Fausto J Rodriguez, Anat Stemmer-Rachamimov, David Viskochil, Arie Perry

Faculty, Staff and Student Publications

Consensus recommendations published in 2017 histologically defining atypical neurofibromatous neoplasm of uncertain biologic potential (ANNUBP) and malignant peripheral nerve sheath tumor (MPNST) were codified in the 2021 WHO Classification of Tumors of the Central Nervous System and the 2022 WHO Classification of Tumors of Soft Tissue and Bone. However, given the shift in diagnostic pathology toward the use of integrated histopathologic and genomic approaches, the incorporation of additional molecular strata in the classification of Neurofibromatosis Type 1 (NF1)-associated peripheral nerve sheath tumors should be formalized to aid in accurate diagnosis and early identification of malignant transformation and enable appropriate intervention …

Pspc1 Exerts An Oncogenic Role In Aml By Regulating A Leukemic Transcription Program In Cooperation With Pu1, Juyeong Hong, Pinpin Sui, Ying Li, Kerryn Y Xu, Ji-Hoon Lee, Juan Wang, Shi Chen, Peng Zhang, Noah Wingate, Asra Noor, Yaxia Yuan, Robert Hromas, Hongwei Zhou, Karina Hamamoto, Rui Su, C Cameron Yin, Fengxi Ye, Andrés E Quesada, Jianjun Chen, Suming Huang, Daohong Zhou, M James You, Feng-Chun Yang, Jianlong Wang, Mingjiang Xu

Faculty, Staff and Student Publications

Acute myeloid leukemia (AML) is an aggressive hematopoietic malignancy characterized by the blockage of myeloid cell differentiation and uncontrolled proliferation of immature myeloid cells. Here, we show that paraspeckle component 1 (PSPC1) is aberrantly overexpressed and associated with poor survival in AML patients. Using human AML cells and mouse models, we demonstrate that PSPC1 is not required for normal hematopoiesis, but it is critical and essential for AML cells to maintain their leukemic characteristics. PSPC1 loss induces robust differentiation, suppresses proliferation, and abolishes leukemogenesis in diverse AML cells. Mechanistically, PSPC1 exerts a pro-leukemia effect by regulating a unique leukemic transcription …

Drbioright 20: An Llm-Powered Bioinformatics Chatbot For Large-Scale Cancer Functional Proteomics Analysis, Wei Liu, Jun Li, Yitao Tang, Yining Zhao, Chaozhong Liu, Meiyi Song, Zhenlin Ju, Shwetha V Kumar, Yiling Lu, Rehan Akbani, Gordon B Mills, Han Liang

Faculty, Staff and Student Publications

Functional proteomics provides critical insights into cancer mechanisms, facilitating the discovery of novel biomarkers and therapeutic targets. We have developed a comprehensive cancer functional proteomics resource using reverse phase protein arrays, incorporating data from nearly 8000 patient samples from The Cancer Genome Atlas and approximately 900 samples from the Cancer Cell Line Encyclopedia. Our dataset includes a curated panel of nearly 500 high-quality antibodies, covering all major cancer hallmark pathways. To enhance the accessibility and analytic power of this resource, we introduce DrBioRight 2.0 ( https://drbioright.org ), an intuitive bioinformatic platform powered by state-of-the-art large language models. DrBioRight enables researchers …

Gain-Of-Function Chromatin Remodeling Activity Of Oncogenic Foxl2c134w Reprograms Glucocorticoid Receptor Occupancy To Drive Granulosa Cell Tumors, Thomas Welte, Veena K Vuttaradhi, Eleonora Y Khlebus, Allison Brodsky, Alejandra Flores Legarreta, Joseph Celestino, Reid T Powell, Clifford C Stephan, Nghi Nguyen, Jian Li, Shiro Takamatsu, Katherine Calzoncinth, Anil K Sood, David M Gershenson, P Andrew Futreal, Barrett Lawson, R Tyler Hillman

Faculty, Staff and Student Publications

Adult type ovarian granulosa cell tumors (AGCT) are rare malignancies with the near universal c.C402G (p.Cys134Trp) somatic mutation in FOXL2, a forkhead box family transcription factor important for ovarian function. Relapsed AGCT is incurable, but the mechanism of the unique FOXL2 mutation could confer therapeutic vulnerabilities. To identify FOXL2C134W-dependent pharmacologic synergies, we created and characterized endogenous FOXL2 isogenic AGCT cells and an AGCT tumoroid biobank. A drug screen identified that glucocorticoids promote FOXL2C134W-dependent AGCT growth. Epigenetic investigation revealed that the Cys134Trp mutation exposes latent DNA sequence-specific chromatin remodeling activity in FOXL2. FOXL2C134W-dependent chromatin remodeling activity redirected glucocorticoid receptor chromatin occupancy …

Antibody-Drug Conjugates Targeting The Egfr Ligand Epiregulin Elicit Robust Antitumor Activity In Colorectal Cancer, Joan Jacob, Yasuaki Anami, Peyton C High, Zhengdong Liang, Shraddha Subramanian, Sukhen C Ghosh, Solmaz Aghaamiri, Cara Guernsey-Biddle, Ha Tran, Julie Rowe, Ali Azhdarinia, Kyoji Tsuchikama, Kendra S Carmon

Faculty, Staff and Student Publications

As colorectal cancer remains a leading cause of cancer-related death, identifying therapeutic targets and approaches is essential to improve patient outcomes. The EGFR ligand epiregulin (EREG) is highly expressed in RAS wild-type (WT) and mutant colorectal cancer, with minimal expression in normal tissues, making it an attractive target for antibody-drug conjugate (ADC) development. In this study, we produced and purified an EREG mAb, H231, which had high specificity and affinity for human and mouse EREG. H231 also internalized to lysosomes, which is important for ADC payload release. ImmunoPET and ex vivo biodistribution studies showed significant tumor uptake of zirconium-89-labeled H231, …

Accumulation Of Cd38 In Hybrid Epithelial/Mesenchymal Cells Promotes Immune Remodeling And Metastasis In Breast Cancer, Tanvi H Visal, Recep Bayraktar, Petra Den Hollander, Michael A Attathikhun, Tieling Zhou, Jing Wang, Li Shen, Corina-Elena Minciuna, Meng Chen, Elizve Barrientos-Toro, Harsh Batra, Maria Gabriela Raso, Fei Yang, Edwin R Parra, Aysegul A Sahin, George A Calin, Sendurai A Mani

Faculty, Staff and Student Publications

Triple-negative breast cancer (TNBC) is a highly metastatic subtype of breast cancer. The epithelial-to-mesenchymal transition is a nonbinary process in the metastatic cascade that generates tumor cells with both epithelial and mesenchymal traits known as hybrid EM cells. Recent studies have elucidated the enhanced metastatic potential of cancers featuring the hybrid EM phenotype, highlighting the need to uncover molecular drivers and targetable vulnerabilities of the hybrid EM state. Here, we discovered that hybrid EM breast tumors are enriched in CD38, an immunosuppressive molecule associated with worse clinical outcomes in liquid malignancies. Altering CD38 expression in tumor cell impacted migratory, invasive, …

A Novel Sensitivity Maximization At A Given Specificity Method For Binary Classifications, Seyyed Mahmood Ghasemi, Chunhui Gu, Johannes F Fahrmann, Samir Hanash, Kim-Anh Do, James P Long, Ehsan Irajizad

Faculty, Staff and Student Publications

In the cancer early detection field, logistic regression (LR) is a frequently used approach to establish a combination rule that differentiates cancer from noncancer. However, the application of LR relies on a maximum likelihood approach, which may not yield optimal combination rules for maximizing sensitivity at a clinically desirable specificity and vice versa. In this article, we have developed an improved regression framework, sensitivity maximization at a given specificity (SMAGS), for binary classification that finds the linear decision rule, yielding the maximum sensitivity for a given specificity or the maximum specificity for a given sensitivity. We additionally expand the framework …

Predicting Chemotherapy Responsiveness In Gastric Cancer Through Machine Learning Analysis Of Genome, Immune, And Neutrophil Signatures, Shota Sasagawa, Yoshitaka Honma, Xinxin Peng, Kazuhiro Maejima, Koji Nagaoka, Yukari Kobayashi, Ayako Oosawa, Todd A Johnson, Yuki Okawa, Han Liang, Kazuhiro Kakimi, Yasuhide Yamada, Hidewaki Nakagawa

Faculty, Staff and Student Publications

Background: Gastric cancer is a major oncological challenge, ranking highly among causes of cancer-related mortality worldwide. This study was initiated to address the variability in patient responses to combination chemotherapy, highlighting the need for personalized treatment strategies based on genomic data.

Methods: We analyzed whole-genome and RNA sequences from biopsy specimens of 65 advanced gastric cancer patients before their chemotherapy treatment. Using machine learning techniques, we developed a model with 123 omics features, such as immune signatures and copy number variations, to predict their chemotherapy outcomes.

Results: The model demonstrated a prediction accuracy of 70-80% in forecasting chemotherapy responses in …

An Antibody-Toxin Conjugate Targeting Cd47 Linked To The Bacterial Toxin Listeriolysin O For Cancer Immunotherapy, Benjamin R Schrank, Yifan Wang, Annette Wu, Nhat Tran, Daeyong Lee, Jared Edwards, Kristin Huntoon, Shiyan Dong, Jonghoon Ha, Yifan Ma, Adam J Grippin, Seong Dong Jeong, Abin Antony, Mengyu Chang, Minjeong Kang, Thomas D Gallup, Albert C Koong, Jing Li, Kyuson Yun, Betty Y S Kim, Wen Jiang

Faculty, Staff and Student Publications

Antigen-presenting cells phagocytose tumor cells and subsequently cross-present tumor-derived antigens. However, these processes are impeded by phagocytosis checkpoints and inefficient cytosolic transport of antigenic peptides from phagolysosomes. Here, using a microbial-inspired strategy, we engineered an antibody-toxin conjugate (ATC) that targets the 'don't eat me' signal CD47 linked to the bacterial toxin listeriolysin O from the intracellular bacterium Listeria monocytogenes via a cleavable linker (CD47-LLO). CD47-LLO promotes cancer cell phagocytosis by macrophages followed by LLO release and activation to form pores on phagolysosomal membranes that enhance antigen cross-presentation of tumor-derived peptides and activate cytosolic immune sensors. CD47-LLO treatment in vivo significantly …

Imgn853 Induces Autophagic Cell Death In Combination Therapy For Ovarian Cancer, Anca Chelariu-Raicu, Thanh Chung Vu, Sujanitha Umamaheswaran, Elaine Stur, Pahul Hanjra, Yunah Han, Min Hu, Jerome Lin, Barrett C Lawson, Jinsong Liu, Anil K Sood, Yunfei Wen

Faculty, Staff and Student Publications

FOLR1 is heterogeneously overexpressed in epithelial ovarian cancer. We examined the combined effects of the anti-FOLR1 antibody-drug conjugate (IMGN853) with other drugs, including topotecan, anti-VEGF-A antibody, and olaparib. These findings could contribute to the continued development of IMGN853 in the treatment of ovarian cancer.

Molecular Testing For The World Health Organization Classification Of Central Nervous System Tumors: A Review, Craig Horbinski, David A Solomon, Rimas V Lukas, Roger J Packer, Priscilla Brastianos, Patrick Y Wen, Matija Snuderl, Mitchel S Berger, Susan Chang, Maryam Fouladi, Joanna J Phillips, Burt Nabors, Daniel J Brat, Jason T Huse, Kenneth Aldape, Jann N Sarkaria, Matthias Holdhoff, Terry C Burns, Katherine B Peters, Ingo K Mellinghoff, David Arons, Evanthia Galanis

Faculty, Staff and Student Publications

Importance: Molecular techniques, including next-generation sequencing, genomic copy number profiling, fusion transcript detection, and genomic DNA methylation arrays, are now indispensable tools for the workup of central nervous system (CNS) tumors. Yet there remains a great deal of heterogeneity in using such biomarker testing across institutions and hospital systems. This is in large part because there is a persistent reluctance among third-party payers to cover molecular testing. The objective of this Review is to describe why comprehensive molecular biomarker testing is now required for the accurate diagnosis and grading and prognostication of CNS tumors and, in so doing, to justify …

Immunological Biomarkers Of Response And Resistance To Treatment With Cabozantinib And Nivolumab In Recurrent Endometrial Cancer, Vladimir Roudko, Diane Marie Del Valle, Emir Radkevich, Geoffrey Kelly, Xie Hui, Manishkumar Patel, Edgar Gonzalez-Kozlova, Kevin Tuballes, Howard Streicher, Swati Atale, Lisa Wang, Benito Czinczin, Seunghee Kim-Schulze, Ignacio I Wistuba, Cara L Haymaker, Gheath Al-Atrash, Ganiraju Manyam, Jianjun Zhang, Ryan Thompson, Mayte Suarez-Farinas, Stephanie Lheureux, Sacha Gnjatic

Faculty, Staff and Student Publications

Background: Antiangiogenics combined with immune checkpoint blockade have become standard of care for recurrent endometrial cancer after standard platinum-based chemotherapy. To dissect mechanisms and define biomarkers associated with clinical outcomes to these combinations, we applied multidimensional immune monitoring to peripheral blood specimens collected from a randomized phase 2 trial of nivolumab with or without cabozantinib in 75 evaluable patients with recurrent endometrial cancer (NCI ETCTN 10104, NCT03367741). This trial demonstrated superiority of the combination to nivolumab alone.

Methods and results: Using Olink proteomics, mass cytometry, tumor antigen-specific ELISA, and whole exome tumor sequencing, we identified longitudinal immune signatures specific …

Single-Cell Analysis Of Neoplastic Plasma Cells Identifies Myeloma Pathobiology Mediators And Potential Targets, Luz Yurany Moreno Rueda, Hua Wang, Keiko Akagi, Minghao Dang, Amishi Vora, Li Qin, Hans C Lee, Krina K Patel, Pei Lin, David E Mery, Fenghuang Zhan, John D Shaughnessy, Qing Yi, Yang Song, Bo Jiang, Maura L Gillison, Sheeba K Thomas, Donna M Weber, Lixia Diao, Jing Wang, Isere Kuiatse, Elisabet E Manasanch, David E Symer, Robert Z Orlowski

Faculty, Staff and Student Publications

Multiple myeloma is a clonal plasma cell (PC) dyscrasia that arises from precursors and has been studied utilizing approaches focused on CD138+ cells. By combining single-cell RNA sequencing (scRNA-seq) with scB-cell receptor sequencing (scBCR-seq), we differentiate monoclonal/neoplastic from polyclonal/normal PCs and find more dysregulated genes, especially in precursor patients, than we would have by analyzing bulk PCs. To determine whether this approach can identify oncogenes that contribute to disease pathobiology, mitotic arrest deficient-2 like-1 (MAD2L1) and S-adenosylmethionine synthase isoform type-2 (MAT2A) are validated as targets with drug-like molecules that suppress myeloma growth in preclinical models. Moreover, functional studies show a …

Mitochondrial Defects And Metabolic Vulnerabilities In Lynch Syndrome-Associated Msh2-Deficient Endometrial Cancer, Mikayla Borthwick Bowen, Brenda Melendez, Qian Zhang, Diana Moreno, Leah Peralta, Wai Kin Chan, Collene Jeter, Lin Tan, M Anna Zal, Philip L Lorenzi, Kenneth Dunner, Richard K Yang, Russell R Broaddus, Joseph Celestino, Nisha Gokul, Elizabeth Whitley, Deena M Scoville, Tae Hoon Kim, Jae-Wook Jeong, Rosemarie Schmandt, Karen Lu, Hyun-Eui Kim, Melinda S Yates

Faculty, Staff and Student Publications

Lynch syndrome (LS), caused by inherited mutations in DNA mismatch repair genes, including MSH2, carries a 60% lifetime risk of developing endometrial cancer (EC). Beyond hypermutability, mechanisms driving LS-associated EC (LS-EC) remain unclear. We investigated MSH2 loss in EC pathogenesis using a mouse model (PR-Cre Msh2LoxP/LoxP, abbreviated Msh2KO), primary cell lines, human tissues, and human EC cells with isogenic MSH2 knockdown. By 8 months, 58% of Msh2KO mice developed endometrial atypical hyperplasia (AH), a precancerous lesion. At 12-16 months, 50% of Msh2KO mice exhibited either AH or ECs with histologic similarities to human LS-ECs. Transcriptomic profiling of EC from Msh2KO …

Next-Generation Sequencing-Based Msi Scoring Predicts Benefit In Mismatch Repair-Deficient Tumors Treated With Nivolumab: Follow-Up On Nci-Match Arm Z1d, Jonathan D Schoenfeld, Nilofer S Azad, Jacob Gross, Li Chen, Michael J Overman, Katrina Kao, Latifa Jackson, Donna Brunnquell, Xiangning Bu, Christina Coppola, Ping Guan, Jennifer Lee, David Sims, Rebecca Fuchs, Jason L Weirather, Kathleen L Pfaff, Lauren Gunasti, Srin Ranasinghe, Stanley R Hamilton, Victoria Wang, Peter J O'Dwyer, Catherine J Wu, Scott J Rodig, David R Patton, Lyndsay Harris

Faculty, Staff and Student Publications

Purpose: Mismatch repair-deficient (dMMR) tumors have demonstrated favorable responses to immune checkpoint inhibition targeting PD-1. However, more in-depth identification of predictors of response could further refine patient selection for immunotherapy treatment.

Patients and methods: We undertook integrated evaluation performed on samples collected from 28 of 42 patients enrolled on the NCI-Molecular Analysis for Therapy Choice arm Z1D trial that evaluated PD-1 inhibition treatment with nivolumab in patients with noncolorectal dMMR tumors. Genomic analyses were performed using next-generation sequencing (NGS), whole-exome sequencing, and RNA sequencing and supplemented by multiplex immunofluorescence performed on tissue samples.

Results: In this dMMR population, more extensive …

Reassessing Estrogen Receptor Expression Thresholds For Breast Cancer Prognosis In Her2-Negative Patients Using Shape Restricted Modeling, Wenli Dong, Takeo Fujii, Jing Ning, Toshiaki Iwase, Jing Qin, Naoto T Ueno, Yu Shen

Faculty, Staff and Student Publications

We used a novel shape-restricted Cox model to determine the desirable ER expression cutoff to predict breast cancer prognoses. Our model treats ER as a continuous variable using a flexible monotone-shaped Cox regression to assess its association with survival outcomes holistically. The study included 3055 patients with stage II/III HER2-negative breast cancer. The primary outcomes were time to recurrence or death (TTR) and overall survival (OS). The shape-restricted Cox model identified 10% ER as the preferred cutoff to predict TTR. The finding was confirmed by the log-rank test and standard Cox model that patients with ER ≥ 10% had TTR …

Single-Cell Rna Sequencing Identifies Molecular Biomarkers Predicting Late Progression To Cdk4/6 Inhibition In Patients With Hr+/Her2- Metastatic Breast Cancer, Linjie Luo, Peng Yang, Sofia Mastoraki, Xiayu Rao, Yan Wang, Nicole M Kettner, Akshara Singareeka Raghavendra, Debasish Tripathy, Senthil Damodaran, Kelly K Hunt, Jing Wang, Ziyi Li, Khandan Keyomarsi

Faculty, Staff and Student Publications

Background: Cyclin-dependent kinase 4/6 inhibitors (CDK4/6is) in combination with endocrine therapy are the standard treatment for patients with hormone receptor-positive, HER2-negative metastatic breast cancer (mBC). Despite the efficacy of CDK4/6is, intrinsic resistance occurs in approximately one-third of patients, highlighting the need for reliable predictive biomarkers.

Methods: Single-cell RNA sequencing analyzed metastatic tumors from HR+/HER2- mBC patients pre-CDK4/6i treatment at baseline (BL) and/or at disease progression. BL samples were from CDK4/6i responders (median progression-free survival [mPFS] = 25.5 months), while progressors were categorized as early-progressors (EP, mPFS = 3 months) and late-progressors (LP, mPFS = 11 months). Metastatic sites included liver, …