Biomedical Informatics Commons^™

Loss Of Syncrip Unleashes Apobec-Driven Mutagenesis, Tumor Heterogeneity, And Ar-Targeted Therapy Resistance In Prostate Cancer, Xiaoling Li, Yunguan Wang, Su Deng, Guanghui Zhu, Choushi Wang, Nickolas A Johnson, Zeda Zhang, Carla Rodriguez Tirado, Yaru Xu, Lauren A Metang, Julisa Gonzalez, Atreyi Mukherji, Jianfeng Ye, Yuqiu Yang, Wei Peng, Yitao Tang, Mia Hofstad, Zhiqun Xie, Heewon Yoon, Liping Chen, Xihui Liu, Sujun Chen, Hong Zhu, Douglas Strand, Han Liang, Ganesh Raj, Housheng Hansen He, Joshua T Mendell, Bo Li, Tao Wang, Ping Mu

Faculty, Staff and Student Publications

Tumor mutational burden and heterogeneity has been suggested to fuel resistance to many targeted therapies. The cytosine deaminase APOBEC proteins have been implicated in the mutational signatures of more than 70% of human cancers. However, the mechanism underlying how cancer cells hijack the APOBEC mediated mutagenesis machinery to promote tumor heterogeneity, and thereby foster therapy resistance remains unclear. We identify SYNCRIP as an endogenous molecular brake which suppresses APOBEC-driven mutagenesis in prostate cancer (PCa). Overactivated APOBEC3B, in SYNCRIP-deficient PCa cells, is a key mutator, representing the molecular source of driver mutations in some frequently mutated genes in PCa, including FOXA1, …

Bacteroides Uniformis-Induced Perturbations In Colonic Microbiota And Bile Acid Levels Inhibit Th17 Differentiation And Ameliorate Colitis Developments, Yiting Yan, Yu Lei, Ying Qu, Zhen Fan, Ting Zhang, Yangbin Xu, Qian Du, Daniel Brugger, Yulin Chen, Ke Zhang, Enping Zhang

Faculty, Staff and Student Publications

Inflammatory bowel disease (IBD) is associated with gut dysbiosis and can lead to colitis-associated malignancies. Bacteroides uniformis (Bu) regulates animal intestinal homeostasis; however, the mechanism by which it alleviates colitis in mice remains unknown. We investigated the effects of B. uniformis JCM5828 and its metabolites on female C57BL/6J mice with dextran sulfate sodium salt (DSS) induced colitis. Treatment with Bu considerably alleviated colitis progression and restored the mechanical and immune barrier protein expression. Additionally, Bu increased the abundance of the symbiotic bacteria Bifidobacterium and Lactobacillus vaginalis while decreasing that of pathogenic Escherichia-Shigella, and modulated intestinal bile acid metabolism. Bu largely …

Lvpt: Lazy Velocity Pseudotime Inference Method, Shuainan Mao, Jiajia Liu, Weiling Zhao, Xiaobo Zhou

Faculty, Staff and Student Publications

The emergence of RNA velocity has enriched our understanding of the dynamic transcriptional landscape within individual cells. In light of this breakthrough, we embarked on integrating RNA velocity with cellular pseudotime inference, aiming to improve the prediction of cell orders along biological trajectories beyond existing methods. Here, we developed LVPT, a novel method for pseudotime and trajectory inference. LVPT introduces a lazy probability to indicate the probability that the cell stays in the original state and calculates the transition matrix based on RNA velocity to provide the probability and direction of cell differentiation. LVPT shows better and comparable performance of …

Characterizing Cancer Metabolism From Bulk And Single-Cell Rna-Seq Data Using Metaflux, Yuefan Huang, Vakul Mohanty, Merve Dede, Kyle Tsai, May Daher, Li Li, Katayoun Rezvani, Ken Chen

Faculty, Staff and Student Publications

Cells often alter metabolic strategies under nutrient-deprived conditions to support their survival and growth. Characterizing metabolic reprogramming in the tumor microenvironment (TME) is of emerging importance in cancer research and patient care. However, recent technologies only measure a subset of metabolites and cannot provide in situ measurements. Computational methods such as flux balance analysis (FBA) have been developed to estimate metabolic flux from bulk RNA-seq data and can potentially be extended to single-cell RNA-seq (scRNA-seq) data. However, it is unclear how reliable current methods are, particularly in TME characterization. Here, we present a computational framework METAFlux (METAbolic Flux balance analysis) …

Mutation-Induced Changes In The Stability, B-Cell Epitope, And Antigenicity Of The Sars-Cov-2 Variant Spike Protein: A Comparative Computational Stud, Nira Meirita Wijayanti, Muhammad Hermawan Widyananda, Lailil Muflikhah, Nashi Widodo

Karbala International Journal of Modern Science

The spike (S) protein is a major antigenicity site that targets neutralizing antibodies and drugs. The growing number of S protein mutations has become a severe problem for developing effective vaccines. Here, we investigated four severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants that were the most infectious and widespread during the COVID-19 pandemic to determine the trends and patterns of mutation-induced changes in the stability, B-cell epitope, and antigenicity of the SARS-CoV-2 S protein. The data showed that the Beta and Gamma variants had three mutations on the receptor-binding domain (RBD), which is the specific site on the S …

Genome-Scale Methylation Analysis In Blood And Tumor Identifies Immune Profile, Age Acceleration, And Dna Methylation Alterations Associated With Bladder Cancer Outcomes, Ji-Qing Chen

Dartmouth College Ph.D Dissertations

Bladder cancer patients receive frequent screening due to the high tumor recurrence rate (more than 60%). Nowadays, the conventional monitoring method relies on cystoscopy which is highly invasive and increases patient morbidity and burden to the health care system with frequent follow-up. As a result, it is urgent to explore novel markers related to the outcomes of bladder cancer. Immune profiles have been associated with cancer outcomes and may have the potential to be biomarkers for outcomes management. However, little work has been conducted to investigate the associations of immune cell profiles with bladder cancer outcomes. Here, I utilized the …

Swarmdeepsurv: Swarm Intelligence Advances Deep Survival Network For Prognostic Radiomics Signatures In Four Solid Cancers, Qasem Al-Tashi, Maliazurina B Saad, Ajay Sheshadri, Carol C Wu, Joe Y Chang, Bissan Al-Lazikani, Christopher Gibbons, Natalie I Vokes, Jianjun Zhang, J Jack Lee, John V Heymach, David Jaffray, Seyedali Mirjalili, Jia Wu

Faculty, Staff and Student Publications

Survival models exist to study relationships between biomarkers and treatment effects. Deep learning-powered survival models supersede the classical Cox proportional hazards (CoxPH) model, but substantial performance drops were observed on high-dimensional features because of irrelevant/redundant information. To fill this gap, we proposed SwarmDeepSurv by integrating swarm intelligence algorithms with the deep survival model. Furthermore, four objective functions were designed to optimize prognostic prediction while regularizing selected feature numbers. When testing on multicenter sets (n = 1,058) of four different cancer types, SwarmDeepSurv was less prone to overfitting and achieved optimal patient risk stratification compared with popular survival modeling algorithms. Strikingly, …

Perioperative Pembrolizumab For Early-Stage Non-Small-Cell Lung Cancer, Heather Wakelee, Moishe Liberman, Terufumi Kato, Masahiro Tsuboi, Se-Hoon Lee, Shugeng Gao, Ke-Neng Chen, Christophe Dooms, Margarita Majem, Ekkehard Eigendorff, Gastón L Martinengo, Olivier Bylicki, Delvys Rodríguez-Abreu, Jamie E Chaft, Silvia Novello, Jing Yang, Steven M Keller, Ayman Samkari, Jonathan D Spicer, Keynote-671 Investigators

Faculty, Staff and Student Publications

BACKGROUND: Among patients with resectable early-stage non-small-cell lung cancer (NSCLC), a perioperative approach that includes both neoadjuvant and adjuvant immune checkpoint inhibition may provide benefit beyond either approach alone.

METHODS: We conducted a randomized, double-blind, phase 3 trial to evaluate perioperative pembrolizumab in patients with early-stage NSCLC. Participants with resectable stage II, IIIA, or IIIB (N2 stage) NSCLC were assigned in a 1:1 ratio to receive neoadjuvant pembrolizumab (200 mg) or placebo once every 3 weeks, each of which was given with cisplatin-based chemotherapy for 4 cycles, followed by surgery and adjuvant pembrolizumab (200 mg) or placebo once every 3 …

Multifocal And Multicentric Glioblastoma: Imaging Signature, Molecular Characterization, Patterns Of Spread, And Treatment, Maguy Farhat, Gregory N Fuller, Max Wintermark, Caroline Chung, Vinodh A Kumar, Melissa Chen

Faculty, Staff and Student Publications

Multifocal and multicentric glioblastoma (GBM) or collectively, m-GBM, is an imaging diagnosis present in up to 34% of patients with GBM. Compared to unifocal disease, patients with m-GBM have worse outcomes owing to the enhanced aggressive nature of the disease and its resistance to currently available treatments. To improve the understanding of its complex behavior, many associations have been established between the radiologic findings of m-GBM and its gross histology, genetic composition, and patterns of spread. Additionally, the holistic knowledge of the exact mechanisms of m-GBM genesis and progression is crucial for identifying potential targets permitting enhanced diagnosis and treatment. …

Real-World Experience Of Patients With Multiple Myeloma Receiving Ide-Cel After A Prior Bcma-Targeted Therapy, Christopher J Ferreri, Michelle A T Hildebrandt, Hamza Hashmi, Leyla O Shune, Joseph P Mcguirk, Douglas W Sborov, Charlotte B Wagner, M Hakan Kocoglu, Aaron Rapoport, Shebli Atrash, Peter M Voorhees, Jack Khouri, Danai Dima, Aimaz Afrough, Gurbakhash Kaur, Larry D Anderson, Gary Simmons, James A Davis, Nilesh Kalariya, Lauren C Peres, Yi Lin, Murali Janakiram, Omar Nadeem, Melissa Alsina, Frederick L Locke, Surbhi Sidana, Doris K Hansen, Krina K Patel, Omar Alexis Castaneda Puglianini

Faculty, Staff and Student Publications

Most patients with multiple myeloma experience disease relapse after treatment with a B-cell maturation antigen-targeted therapy (BCMA-TT), and data describing outcomes for patients treated with sequential BCMA-TT are limited. We analyzed clinical outcomes for patients infused with standard-of-care idecabtagene vicleucel, an anti-BCMA chimeric antigen receptor (CAR) T-cell therapy, at 11 US medical centers. A total of 50 patients with prior BCMA-TT exposure (38 antibody-drug conjugate, 7 bispecific, 5 CAR T) and 153 patients with no prior BCMA-TT were infused with ide-cel, with a median follow-up duration of 4.5 and 6.0 months, respectively. Safety outcomes between cohorts were comparable. The prior …

Genetic Control Of Mrna Splicing As A Potential Mechanism For Incomplete Penetrance Of Rare Coding Variants, Jonah Einson, Dafni Glinos, Eric Boerwinkle, Peter Castaldi, Dawood Darbar, Mariza De Andrade, Patrick Ellinor, Myriam Fornage, Stacey Gabriel, Soren Germer, Richard Gibbs, Craig P Hersh, Jill Johnsen, Robert Kaplan, Barbara A Konkle, Charles Kooperberg, Rami Nassir, Ruth J F Loos, Deborah A Meyers, Braxton D Mitchell, Bruce Psaty, Ramachandran S Vasan, Stephen S Rich, Michael Rienstra, Jerome I Rotter, Aabida Saferali, Moore Benjamin Shoemaker, Edwin Silverman, Albert Vernon Smith, Nhlbi Trans-Omics For Precision Medicine (Topmed) Consortium; Pejman Mohammadi, Pejman Mohammadi, Stephane E Castel, Ivan Iossifov, Tuuli Lappalainen

Faculty, Staff and Student Publications

Exonic variants present some of the strongest links between genotype and phenotype. However, these variants can have significant inter-individual pathogenicity differences, known as variable penetrance. In this study, we propose a model where genetically controlled mRNA splicing modulates the pathogenicity of exonic variants. By first cataloging exonic inclusion from RNA-sequencing data in GTEx V8, we find that pathogenic alleles are depleted on highly included exons. Using a large-scale phased whole genome sequencing data from the TOPMed consortium, we observe that this effect may be driven by common splice-regulatory genetic variants, and that natural selection acts on haplotype configurations that reduce …

Feasibility And Value Of Genomic Profiling In Cancer Of Unknown Primary: Real-World Evidence From Prospective Profiling Study, Ryan W Huey, Aakash Tushar Shah, Honey V Reddi, Priyadarsini Dasari, James T Topham, Hyunsoo Hwang, Nishat Dhillon, Anneleis Willett, Brandon G Smaglo, Jeannelyn S Estrella, Asif Rashid, Aurelio Matamoros, Michael J Overman, Linda Choquette, Greg Omerza, Kevin Kelly, Xuemei Wang, Jonathan M Loree, Jens Rueter, Gauri R Varadhachary, Kanwal Raghav

Faculty, Staff and Student Publications

Real-world evidence regarding the value of integrating genomic profiling (GP) in managing cancer of unknown primary (CUP) is limited. We assessed this clinical utility using a prospective trial of 158 patients with CUP (October 2016-September 2019) who underwent GP using next-generation sequencing designed to identify genomic alterations (GAs). Only 61 (38.6%) patients had sufficient tissue for successful profiling. GAs were seen in 55 (90.2%) patients of which GAs with US Food and Drug Administration-approved genomically matched therapy were seen in 25 (40.9%) patients. A change in therapy was recommended and implemented (primary endpoint of the study) in 16 (10.1%) and …

Successful Treatment Of Non-Langerhans Cell Histiocytosis With The Mek Inhibitor Trametinib: A Multicenter Analysis, Ashley Aaroe, Razelle Kurzrock, Gaurav Goyal, Aaron M Goodman, Harsh Patel, Gordon Ruan, Gary Ulaner, Jason Young, Ziyi Li, Derek Dustin, Ronald S Go, Eli L Diamond, Filip Janku

Faculty, Staff and Student Publications

Erdheim-Chester disease (ECD) and Rosai-Dorfman disease (RDD) are rare non-Langerhans cell histiocytoses (non-LCHs), for which therapeutic options are limited. MAPK pathway activation through BRAFV600E mutation or other genomic alterations is a histiocytosis hallmark and correlates with a favorable response to BRAF inhibitors and the MEK inhibitor cobimetinib. However, there has been no systematic evaluation of alternative MEK inhibitors. To assess the efficacy and safety of the MEK inhibitor trametinib, we retrospectively analyzed the outcomes of 26 adult patients (17 with ECD, 5 with ECD/RDD, 3 with RDD, and 1 with ECD/LCH) treated with orally administered trametinib at 4 major US …

Molecular Mechanisms Of Snorna-Ll-15 Crosstalk In Adipocyte Lipolysis And Nk Cell Rejuvenation, Yaohua Zhang, Zilong Zhao, Lisa A Huang, Yuan Liu, Jun Yao, Chengcao Sun, Yajuan Li, Zhao Zhang, Youqiong Ye, Fei Yuan, Tina K Nguyen, Nikhil Reddy Garlapati, Andrew Wu, Sergey D Egranov, Abigail S Caudle, Aysegul A Sahin, Bora Lim, Laura Beretta, George A Calin, Dihua Yu, Mien-Chie Hung, Michael A Curran, Katayoun Rezvani, Boyi Gan, Zhi Tan, Leng Han, Chunru Lin, Liuqing Yang

Faculty, Staff and Student Publications

Obesity, in which the functional importance of small nucleolar RNAs (snoRNAs) remains elusive, correlates with risk for many cancer types. Here, we identify that the serum copies of adipocyte-expressed SNORD46 correlate with body mass index (BMI), and serum SNORD46 antagonizes interleukin-15 (IL-15) signaling. Mechanically, SNORD46 binds IL-15 via G11, and G11A (a mutation that significantly enhances binding affinity) knockin drives obesity in mice. Functionally, SNORD46 blocks IL-15-induced, FER kinase-dependent phosphorylation of platelet glycoprotein 4 (CD36) and monoglyceride lipase (MGLL) in adipocytes, leading to inhibited lipolysis and browning. In natural killer (NK) cells, SNORD46 suppresses the IL-15-dependent autophagy, leading to reduced …

Traf3-Ewsr1 Signaling Axis Acts As A Checkpoint On Germinal Center Responses, Yanchuan Li, Lele Zhu, Chun-Jung Ko, Jin-Young Yang, Hongjiao Wang, Ganiraju Manyam, Jing Wang, Xuhong Cheng, Shuli Zhao, Zuliang Jie

Faculty, Staff and Student Publications

The formation of germinal centers (GCs) is crucial for humoral immunity and vaccine efficacy. Constant stimulation through microbiota drives the formation of constitutive GCs in Peyer's patches (PPs), which generate B cells that produce antibodies against gut antigens derived from commensal bacteria and infectious pathogens. However, the molecular mechanism that regulates this persistent process is poorly understood. We report that Ewing Sarcoma Breakpoint Region 1 (EWSR1) is a brake to constitutive GC generation and immunoglobulin G (IgG) production in PPs, vaccination-induced GC formation, and IgG responses. Mechanistically, EWSR1 suppresses Bcl6 upregulation after antigen encounter, thereby negatively regulating induced GC B …

Psilocybin-Assisted Psychotherapy For Cancer-Related Anxiety And Depression, Dan Yaniv, Lois Michelle Ramondetta, Lorenzo Cohen, Moran Amit

Faculty, Staff and Student Publications

No abstract provided.

Metabolic Liver Cancer: Associations Of Rare And Common Germline Variants In One-Carbon Metabolism And Dna Methylation Genes, Samuel O Antwi, Michael Heckman, Launia White, Irene Yan, Vivekananda Sarangi, Kimberly P Lauer, Joseph Reddy, Fowsiyo Ahmed, Swathi Veliginti, Ellis D Mejías Febres, Rikita I Hatia, Ping Chang, Laura Izquierdo-Sanchez, Loreto Boix, Angela Rojas, Jesus M Banales, Maria Reig, Per Stål, Manuel Romero Gómez, Amit G Singal, Donghui Li, Manal M Hassan, Lewis R Roberts, Tushar Patel

Faculty, Staff and Student Publications

Animal studies implicate one-carbon metabolism and DNA methylation genes in hepatocellular carcinoma (HCC) development in the setting of metabolic perturbations. Using human samples, we investigated the associations between common and rare variants in these closely related biochemical pathways and risk for metabolic HCC development in a multicenter international study. We performed targeted exome sequencing of 64 genes among 556 metabolic HCC cases and 643 cancer-free controls with metabolic conditions. Multivariable logistic regression was used to calculate odds ratios (ORs) and 95% confidence intervals (CIs), adjusting for multiple comparisons. Gene-burden tests were used for rare variant associations. Analyses were performed in …

Metabolic Liver Cancer: Associations Of Rare And Common Germline Variants In One-Carbon Metabolism And Dna Methylation Genes, Samuel O Antwi, Michael Heckman, Launia White, Irene Yan, Vivekananda Sarangi, Kimberly P Lauer, Joseph Reddy, Fowsiyo Ahmed, Swathi Veliginti, Ellis D Mejías Febres, Rikita I Hatia, Ping Chang, Laura Izquierdo-Sanchez, Loreto Boix, Angela Rojas, Jesus M Banales, Maria Reig, Per Stål, Manuel Romero Gómez, Amit G Singal, Donghui Li, Manal M Hassan, Lewis R Roberts, Tushar Patel

Faculty, Staff and Student Publications

Animal studies implicate one-carbon metabolism and DNA methylation genes in hepatocellular carcinoma (HCC) development in the setting of metabolic perturbations. Using human samples, we investigated the associations between common and rare variants in these closely related biochemical pathways and risk for metabolic HCC development in a multicenter international study. We performed targeted exome sequencing of 64 genes among 556 metabolic HCC cases and 643 cancer-free controls with metabolic conditions. Multivariable logistic regression was used to calculate odds ratios (ORs) and 95% confidence intervals (CIs), adjusting for multiple comparisons. Gene-burden tests were used for rare variant associations. Analyses were performed in …

Gsk-J4 Inhibition Of Kdm6b Histone Demethylase Blocks Adhesion Of Mantle Cell Lymphoma Cells To Stromal Cells By Modulating Nf-Κb Signaling, Laia Sadeghi, Anthony P H Wright

Faculty, Staff and Student Publications

Multiple signaling pathways facilitate the survival and drug resistance of malignant B-cells by regulating their migration and adhesion to microenvironmental niches. NF-κB pathways are commonly dysregulated in mantle cell lymphoma (MCL), but the exact underlying mechanisms are not well understood. Here, using a co-culture model system, we show that the adhesion of MCL cells to stromal cells is associated with elevated levels of KDM6B histone demethylase mRNA in adherent cells. The inhibition of KDM6B activity, using either a selective inhibitor (GSK-J4) or siRNA-mediated knockdown, reduces MCL adhesion to stromal cells. We showed that KDM6B is required both for the removal …

Examination Of Fully Automated Mammographic Density Measures Using Libra And Breast Cancer Risk In A Cohort Of 21,000 Non-Hispanic White Women, Laurel A Habel, Stacey E Alexeeff, Ninah Achacoso, Vignesh A Arasu, Aimilia Gastounioti, Lawrence Gerstley, Robert J Klein, Rhea Y Liang, Jafi A Lipson, Walter Mankowski, Laurie R Margolies, Joseph H Rothstein, Daniel L Rubin, Li Shen, Adriana Sistig, Xiaoyu Song, Marvella A Villaseñor, Mark Westley, Alice S Whittemore, Martin J Yaffe, Pei Wang, Despina Kontos, Weiva Sieh

Faculty, Staff and Student Publications

BACKGROUND: Breast density is strongly associated with breast cancer risk. Fully automated quantitative density assessment methods have recently been developed that could facilitate large-scale studies, although data on associations with long-term breast cancer risk are limited. We examined LIBRA assessments and breast cancer risk and compared results to prior assessments using Cumulus, an established computer-assisted method requiring manual thresholding.

METHODS: We conducted a cohort study among 21,150 non-Hispanic white female participants of the Research Program in Genes, Environment and Health of Kaiser Permanente Northern California who were 40-74 years at enrollment, followed for up to 10 years, and had archived …

Ex Vivo Drug Sensitivity Imaging-Based Platform For Primary Acute Lymphoblastic Leukemia Cells, Lauren Rowland, Brandon Smart, Anthony Brown, Gino M Dettorre, Yoshihiro Gocho, Jeremy Hunt, Wenjian Yang, Satoshi Yoshimura, Noemi Reyes, Guoqing Du, August John, Dylan Maxwell, Wendy Stock, Steven Kornblau, Mary V Relling, Hiroto Inaba, Ching-Hon Pui, Jean-Pierre Bourquin, Seth E Karol, Charles G Mullighan, William E Evans, Jun J Yang, Kristine R Crews

Faculty, Staff and Student Publications

Resistance of acute lymphoblastic leukemia (ALL) cells to chemotherapy, whether present at diagnosis or acquired during treatment, is a major cause of treatment failure. Primary ALL cells are accessible for drug sensitivity testing at the time of new diagnosis or at relapse, but there are major limitations with current methods for determining drug sensitivity ex vivo. Here, we describe a functional precision medicine method using a fluorescence imaging platform to test drug sensitivity profiles of primary ALL cells. Leukemia cells are co-cultured with mesenchymal stromal cells and tested with a panel of 40 anti-leukemia drugs to determine individual patterns of …

The At-Hook Is An Evolutionarily Conserved Auto-Regulatory Domain Of Swi/Snf Required For Cell Lineage Priming, Dhurjhoti Saha, Solomon Hailu, Arjan Hada, Junwoo Lee, Jie Luo, Jeff A Ranish, Yuan-Chi Lin, Kyle Feola, Jim Persinger, Abhinav Jain, Bin Liu, Yue Lu, Payel Sen, Blaine Bartholomew

Faculty, Staff and Student Publications

The SWI/SNF ATP-dependent chromatin remodeler is a master regulator of the epigenome, controlling pluripotency and differentiation. Towards the C-terminus of the catalytic subunit of SWI/SNF is a motif called the AT-hook that is evolutionary conserved. The AT-hook is present in many chromatin modifiers and generally thought to help anchor them to DNA. We observe however that the AT-hook regulates the intrinsic DNA-stimulated ATPase activity aside from promoting SWI/SNF recruitment to DNA or nucleosomes by increasing the reaction velocity a factor of 13 with no accompanying change in substrate affinity (K

Proteomic Profiling Across Breast Cancer Cell Lines And Models, Marian Kalocsay, Matthew J Berberich, Robert A Everley, Maulik K Nariya, Mirra Chung, Benjamin Gaudio, Chiara Victor, Gary A Bradshaw, Robyn J Eisert, Marc Hafner, Peter K Sorger, Caitlin E Mills, Kartik Subramanian

Faculty, Staff and Student Publications

We performed quantitative proteomics on 60 human-derived breast cancer cell line models to a depth of ~13,000 proteins. The resulting high-throughput datasets were assessed for quality and reproducibility. We used the datasets to identify and characterize the subtypes of breast cancer and showed that they conform to known transcriptional subtypes, revealing that molecular subtypes are preserved even in under-sampled protein feature sets. All datasets are freely available as public resources on the LINCS portal. We anticipate that these datasets, either in isolation or in combination with complimentary measurements such as genomics, transcriptomics and phosphoproteomics, can be mined for the purpose …

Spatial Transcriptomics Of Intraductal Papillary Mucinous Neoplasms Of The Pancreas Identifies Nkx6-2 As A Driver Of Gastric Differentiation And Indolent Biological Potential, Marta Sans, Yuki Makino, Jimin Min, Kimal I Rajapakshe, Michele Yip-Schneider, C Max Schmidt, Mark W Hurd, Jared K Burks, Javier A Gomez, Fredrik I Thege, Johannes F Fahrmann, Robert A Wolff, Michael P Kim, Paola A Guerrero, Anirban Maitra

Faculty, Staff and Student Publications

Intraductal Papillary Mucinous Neoplasms (IPMNs) of the pancreas are bona fide precursor lesions of pancreatic ductal adenocarcinoma (PDAC). The most common subtype of IPMNs harbor a gastric foveolar-type epithelium, and these low-grade mucinous neoplasms are harbingers of IPMNs with high-grade dysplasia and cancer. The molecular underpinning of gastric differentiation in IPMNs is unknown, although identifying drivers of this indolent phenotype might enable opportunities for intercepting progression to high-grade IPMN and cancer. We conducted spatial transcriptomics on a cohort of IPMNs, followed by orthogonal and cross species validation studies, which established the transcription factor NKX6-2 as a key determinant of gastric …

Multiomics Analyses Reveal Dars1-As1/Ybx1-Controlled Posttranscriptional Circuits Promoting Glioblastoma Tumorigenesis/Radioresistance, Caishang Zheng, Yanjun Wei, Qiang Zhang, Ming Sun, Yunfei Wang, Jiakai Hou, Peng Zhang, Xiangdong Lv, Dan Su, Yujie Jiang, Joy Gumin, Nidhi Sahni, Baoli Hu, Wenyi Wang, Xi Chen, Daniel J Mcgrail, Chaolin Zhang, Suyun Huang, Han Xu, Junjie Chen, Frederick F Lang, Jian Hu, Yiwen Chen

Faculty, Staff and Student Publications

The glioblastoma (GBM) stem cell-like cells (GSCs) are critical for tumorigenesis/therapeutic resistance of GBM. Mounting evidence supports tumor-promoting function of long noncoding RNAs (lncRNAs), but their role in GSCs remains poorly understood. By combining CRISPRi screen with orthogonal multiomics approaches, we identified a lncRNA DARS1-AS1-controlled posttranscriptional circuitry that promoted the malignant properties of GBM cells/GSCs. Depleting DARS1-AS1 inhibited the proliferation of GBM cells/GSCs and self-renewal of GSCs, prolonging survival in orthotopic GBM models. DARS1-AS1 depletion also impaired the homologous recombination (HR)-mediated double-strand break (DSB) repair and enhanced the radiosensitivity of GBM cells/GSCs. Mechanistically, DARS1-AS1 interacted with YBX1 to promote …

Combined Crispri And Proteomics Screening Reveal A Cohesin-Ctcf-Bound Allele Contributing To Increased Expression Of Ruvbl1 And Prostate Cancer Progression, Yijun Tian, Dandan Dong, Zixian Wang, Lang Wu, Jong Y Park, Gong-Hong Wei, Liang Wang

Faculty, Staff and Student Publications

Genome-wide association studies along with expression quantitative trait locus (eQTL) mapping have identified hundreds of single-nucleotide polymorphisms (SNPs) and their target genes in prostate cancer (PCa), yet functional characterization of these risk loci remains challenging. To screen for potential regulatory SNPs, we designed a CRISPRi library containing 9,133 guide RNAs (gRNAs) to cover 2,166 candidate SNP loci implicated in PCa and identified 117 SNPs that could regulate 90 genes for PCa cell growth advantage. Among these, rs60464856 was covered by multiple gRNAs significantly depleted in screening (FDR < 0.05). Pooled SNP association analysis in the PRACTICAL and FinnGen cohorts showed significantly higher PCa risk for the rs60464856 G allele (p value = 1.2 × 10

Genotype Error Due To Low-Coverage Sequencing Induces Uncertainty In Polygenic Scoring, Ella Petter, Yi Ding, Kangcheng Hou, Arjun Bhattacharya, Alexander Gusev, Noah Zaitlen, Bogdan Pasaniuc

Faculty, Staff and Student Publications

Polygenic scores (PGSs) have emerged as a standard approach to predict phenotypes from genotype data in a wide array of applications from socio-genomics to personalized medicine. Traditional PGSs assume genotype data to be error-free, ignoring possible errors and uncertainties introduced from genotyping, sequencing, and/or imputation. In this work, we investigate the effects of genotyping error due to low coverage sequencing on PGS estimation. We leverage SNP array and low-coverage whole-genome sequencing data (lcWGS, median coverage 0.04×) of 802 individuals from the Dana-Farber PROFILE cohort to show that PGS error correlates with sequencing depth (p = 1.2 × 10

Moving The Pendulum For Glioblastoma Treatment: One Injection At A Time, Xizi Wu, Christopher Alvarez-Breckenridge

Faculty, Staff and Student Publications

Despite advances, glioblastoma is characterized by exceptionally high rates of recurrence and resistance to therapy. This commentary remarks on the recently published article by Maruyama et al, which reports the PMDA review of G47Δ injection for malignant glioma, in which the efficacy and safety results of G47Δ were evaluated and approval conditions clarified.

Facs-Based Genome-Wide Crispr Screens Define Key Regulators Of Dna Damage Signaling Pathways, Min Huang, Fuwen Yao, Litong Nie, Chao Wang, Dan Su, Huimin Zhang, Siting Li, Mengfan Tang, Xu Feng, Bin Yu, Zhen Chen, Shimin Wang, Ling Yin, Lisha Mou, Traver Hart, Junjie Chen

Faculty, Staff and Student Publications

DNA damage-activated signaling pathways are critical for coordinating multiple cellular processes, which must be tightly regulated to maintain genome stability. To provide a comprehensive and unbiased perspective of DNA damage response (DDR) signaling pathways, we performed 30 fluorescence-activated cell sorting (FACS)-based genome-wide CRISPR screens in human cell lines with antibodies recognizing distinct endogenous DNA damage signaling proteins to identify critical regulators involved in DDR. We discovered that proteasome-mediated processing is an early and prerequisite event for cells to trigger camptothecin- and etoposide-induced DDR signaling. Furthermore, we identified PRMT1 and PRMT5 as modulators that regulate ATM protein level. Moreover, we discovered …

Two Structurally Defined Aβ Polymorphs Promote Different Pathological Changes In Susceptible Mice, Ruben Gomez-Gutierrez, Ujjayini Ghosh, Wai-Ming Yau, Nazaret Gamez, Katherine Do, Carlos Kramm, Hamid Shirani, Laura Vegas-Gomez, Jonathan Schulz, Ines Moreno-Gonzalez, Antonia Gutierrez, K Peter R Nilsson, Robert Tycko, Claudio Soto, Rodrigo Morales

Faculty, Staff and Student Publications

Misfolded Aβ is involved in the progression of Alzheimer's disease (AD). However, the role of its polymorphic variants or conformational strains in AD pathogenesis is not fully understood. Here, we study the seeding properties of two structurally defined synthetic misfolded Aβ strains (termed 2F and 3F) using in vitro and in vivo assays. We show that 2F and 3F strains differ in their biochemical properties, including resistance to proteolysis, binding to strain-specific dyes, and in vitro seeding. Injection of these strains into a transgenic mouse model produces different pathological features, namely different rates of aggregation, formation of different plaque types, …