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Deconvolution of the tumor-educated platelet transcriptome reveals activated platelet and inflammatory cell transcript signatures
Karp, Jerome M; Modrek, Aram S; Ezhilarasan, Ravesanker; Zhang, Ze-Yan; Ding, Yingwen; Graciani, Melanie; Sahimi, Ali; Silvestro, Michele; Chen, Ting; Li, Shuai; Wong, Kwok-Kin; Ramkhelawon, Bhama; Bhat, Krishna Pl; Sulman, Erik P
Tumor-educated platelets (TEPs) are a potential method of liquid biopsy for the diagnosis and monitoring of cancer. However, the mechanism underlying tumor education of platelets is not known, and transcripts associated with TEPs are often not tumor-associated transcripts. We demonstrated that direct tumor transfer of transcripts to circulating platelets is an unlikely source of the TEP signal. We used CDSeq, a latent Dirichlet allocation algorithm, to deconvolute the TEP signal in blood samples from patients with glioblastoma. We demonstrated that a substantial proportion of transcripts in the platelet transcriptome are derived from nonplatelet cells, and the use of this algorithm allows the removal of contaminant transcripts. Furthermore, we used the results of this algorithm to demonstrate that TEPs represent a subset of more activated platelets, which also contain transcripts normally associated with nonplatelet inflammatory cells, suggesting that these inflammatory cells, possibly in the tumor microenvironment, transfer transcripts to platelets that are then found in circulation. Our analysis suggests a useful and efficient method of processing TEP transcriptomic data to enable the isolation of a unique TEP signal associated with specific tumors.
PMCID:11466191
PMID: 39190500
ISSN: 2379-3708
CID: 5705692
Pulmonary Toxic Effects After Myeloablative Conditioning With Total Body Irradiation Delivered via Volumetric Modulated Arc Therapy With Fludarabine
Modrek, Aram S; Karp, Jerome M; Byun, David; Gerber, Naamit K; Abdul-Hay, Maher; Al-Homsi, Ahmad Samer; Galavis, Paulina; Teruel, Jose; Yuan, Ye
We present the case of a 56-year-old female with a diagnosis of acute T-cell lymphoblastic leukemia who received myeloablative conditioning for bone marrow transplant with total body irradiation (TBI) using volumetric modulated arc therapy (VMAT) to the upper body and anterior-posterior/posterior-anterior (AP/PA) open fields to the lower body followed by hematopoietic stem cell transplant. Her clinical course was complicated by high-grade pulmonary toxic effects 55 days after treatment that resulted in death. We discuss the case, planning considerations by radiation oncologists and radiation physicists, and the multidisciplinary medical management of this patient.
PMID: 35598860
ISSN: 1879-8519
CID: 5275182
Lineage-coupled clonal capture identifies clonal evolution mechanisms and vulnerabilities of BRAFV600E inhibition resistance in melanoma
Zhang, Ze-Yan; Ding, Yingwen; Ezhilarasan, Ravesanker; Lhakhang, Tenzin; Wang, Qianghu; Yang, Jie; Modrek, Aram S; Zhang, Hua; Tsirigos, Aristotelis; Futreal, Andrew; Draetta, Giulio F; Verhaak, Roel G W; Sulman, Erik P
Targeted cancer therapies have revolutionized treatment but their efficacies are limited by the development of resistance driven by clonal evolution within tumors. We developed "CAPTURE", a single-cell barcoding approach to comprehensively trace clonal dynamics and capture live lineage-coupled resistant cells for in-depth multi-omics analysis and functional exploration. We demonstrate that heterogeneous clones, either preexisting or emerging from drug-tolerant persister cells, dominated resistance to vemurafenib in BRAFV600E melanoma. Further integrative studies uncovered diverse resistance mechanisms. This includes a previously unrecognized and clinically relevant mechanism, chromosome 18q21 gain, which leads to vulnerability of the cells to BCL2 inhibitor. We also identified targetable common dependencies of captured resistant clones, such as oxidative phosphorylation and E2F pathways. Our study provides new therapeutic insights into overcoming therapy resistance in BRAFV600E melanoma and presents a platform for exploring clonal evolution dynamics and vulnerabilities that can be applied to study treatment resistance in other cancers.
PMCID:9537441
PMID: 36202798
ISSN: 2056-5968
CID: 5361762
DNA damage drives DNA methylation and 3D chromatin organization alterations in glioblastoma [Meeting Abstract]
Modrek, Aram S.; Do, Catherine; Zhang, Zeyan; Deng, Yingwen; Karp, Jerome; Ezhilarasan, Ravesanker; Cova, Giulia; Snuderl, Matija; Tsirigos, Aristotelis; Skok, Jane; Sulman, Erik P.
ISI:000892509507561
ISSN: 0008-5472
CID: 5526672
PDPN marks a subset of aggressive and radiation-resistant glioblastoma cells
Modrek, Aram S; Eskilsson, Eskil; Ezhilarasan, Ravesanker; Wang, Qianghu; Goodman, Lindsey D; Ding, Yingwen; Zhang, Ze-Yan; Bhat, Krishna P L; Le, Thanh-Thuy T; Barthel, Floris P; Tang, Ming; Yang, Jie; Long, Lihong; Gumin, Joy; Lang, Frederick F; Verhaak, Roel G W; Aldape, Kenneth D; Sulman, Erik P
Treatment-resistant glioma stem cells are thought to propagate and drive growth of malignant gliomas, but their markers and our ability to target them specifically are not well understood. We demonstrate that podoplanin (PDPN) expression is an independent prognostic marker in gliomas across multiple independent patient cohorts comprising both high- and low-grade gliomas. Knockdown of PDPN radiosensitized glioma cell lines and glioma-stem-like cells (GSCs). Clonogenic assays and xenograft experiments revealed that PDPN expression was associated with radiotherapy resistance and tumor aggressiveness. We further demonstrate that knockdown of PDPN in GSCs in vivo is sufficient to improve overall survival in an intracranial xenograft mouse model. PDPN therefore identifies a subset of aggressive, treatment-resistant glioma cells responsible for radiation resistance and may serve as a novel therapeutic target.
PMCID:9434399
PMID: 36059614
ISSN: 2234-943x
CID: 5336872
ADAPTIVE RESPONSES TO GENOME-WIDE DNA DAMAGE RESULT IN TOPOLOGIC GENOME REORGANIZATION IN GLIOBLASTOMA [Meeting Abstract]
Modrek, Aram; Do, Catherine; Zhang, Zeyan; Deng, Yingwen; Karp, Jerome; Ezhilarasan, Ravesanker; Valor, Belen; Cova, Giulia; Jafari, Matiar; Snuderl, Matija; Tsirigos, Aristotelis; Skok, Jane; Sulman, Erik
ISI:000888571000458
ISSN: 1522-8517
CID: 5526662
Radiotherapy is Associated With Global Methylation Alterations in Patient Derived Glioblastoma Cell Lines
Modrek, A S; Ezhilarasan, R; Snuderl, M; Sulman, E P
PURPOSE/OBJECTIVE(S): Despite maximal surgical resection, radiotherapy, chemotherapy and re-treatment at re-occurrence, median overall survival time of glioblastoma (WHO grade IV, IDH wild-type) is estimated to be ~16 months. In glioma, DNA methylation states are the most predictive marker of overall survival and response to therapy. Our understanding of how epigenetic states, such as DNA methylation, are "mis-repaired" after DNA damage repair is scant, hampering our ability to understand how treatment associated DNA methylation alterations may drive tumor resistance and growth. MATERIALS/METHODS: Three different patient derived glioma stem cell (GSC) lines, in duplicates, were treated with 20 Gy in 10 fractions and allowed to recover prior to DNA methylation analysis with 850K methylation arrays. To analyze the methylation array data, we used RnBeads (version 2.4.0) and R (version 3.6.1) packages. We further focused our analysis to various genomic regions, including CpG islands, promoters, gene bodies and CTCF motifs to understand how methylation alterations may differ between these and other genomic contexts.
RESULT(S): We found differential methylation (pre-treatment vs. radiation treatment) changes among the genomic regions examined. Interestingly, we found differential methylation changes at CTCF motifs, which play important DNA-methylation dependent roles in gene expression and chromatin architecture regulation. Hierarchical clustering, PCA and MDS analysis amongst CpG islands, promoters, gene bodies and CTCF domains did not reveal strong inter-sample differences that segregated the samples on the basis of treatment status, suggesting radiation associated methylation alterations are context dependent.
CONCLUSION(S): Radiation treatment is associated with wide-spread alterations of DNA methylation states in this patient derived glioblastoma model. Such alterations may drive gene expression changes, or genomic architecture alterations, that lead to treatment resistance in the recurrent setting. AUTHOR DISCLOSURE: A.S. Modrek: None. R. Ezhilarasan: None. M. Snuderl: None. E.P. Sulman: None.
Copyright
EMBASE:636627289
ISSN: 1879-355x
CID: 5077772
Insight into the public's interest in tumour treating fields [Letter]
Byun, David J; Modrek, Aram S; Sulman, Erik P
PMID: 34316021
ISSN: 1532-1827
CID: 4949362
Breaking Tradition to Bridge Bench and Bedside: Accelerating the MD-PhD-Residency Pathway
Modrek, Aram S; Tanese, Naoko; Placantonakis, Dimitris G; Sulman, Erik P; Rivera, Rafael; Du, Kevin L; Gerber, Naamit K; David, Gregory; Chesler, Mitchell; Philips, Mark R; Cangiarella, Joan
PROBLEM/OBJECTIVE:Physician-scientists are individuals trained in both clinical practice and scientific research. Often, the goal of physician-scientist training is to address pressing questions in biomedical research. The established pathways to formally train such individuals are, mainly, MD-PhD programs and physician-scientist track residencies. Although graduates of these pathways are well equipped to be physician-scientists, numerous factors, including funding and length of training, discourage application to such programs and impede success rates. APPROACH/METHODS:To address some of the pressing challenges in training and retaining burgeoning physician-scientists, New York University Grossman School of Medicine formed the Accelerated MD-PhD-Residency Pathway in 2016. This pathway builds on the previously established accelerated three-year MD pathway to residency at the same institution. The Accelerated MD-PhD-Residency Pathway conditionally accepts MD-PhD trainees to a residency position at the same institution through the National Resident Matching Program. OUTCOMES/RESULTS:Since its inception, 2 students have joined the Accelerated MD-PhD-Residency Pathway, which provides protected research time in their chosen residency. The pathway reduces the time to earn an MD and PhD by one year and reduces the MD training phase to three years, reducing the cost and lowering socioeconomic barriers. Remaining at the same institution for residency allows for the growth of strong research collaborations and mentoring opportunities, which foster success. NEXT STEPS/UNASSIGNED:The authors and institutional leaders plan to increase the number of trainees that are accepted into the Accelerated MD-PhD-Residency Pathway and track the success of these students through residency and into practice to determine if the pathway is meeting its goal of increasing the number of practicing physician-scientists. The authors hope this model can serve as an example to leaders at other institutions who may wish to adopt this pathway for the training of their MD-PhD students.
PMID: 33464738
ISSN: 1938-808x
CID: 4760452
Design and implementation of a clinical decision support tool for primary palliative Care for Emergency Medicine (PRIM-ER)
Tan, Audrey; Durbin, Mark; Chung, Frank R; Rubin, Ada L; Cuthel, Allison M; McQuilkin, Jordan A; Modrek, Aram S; Jamin, Catherine; Gavin, Nicholas; Mann, Devin; Swartz, Jordan L; Austrian, Jonathan S; Testa, Paul A; Hill, Jacob D; Grudzen, Corita R
BACKGROUND:The emergency department is a critical juncture in the trajectory of care of patients with serious, life-limiting illness. Implementation of a clinical decision support (CDS) tool automates identification of older adults who may benefit from palliative care instead of relying upon providers to identify such patients, thus improving quality of care by assisting providers with adhering to guidelines. The Primary Palliative Care for Emergency Medicine (PRIM-ER) study aims to optimize the use of the electronic health record by creating a CDS tool to identify high risk patients most likely to benefit from primary palliative care and provide point-of-care clinical recommendations. METHODS:A clinical decision support tool entitled Emergency Department Supportive Care Clinical Decision Support (Support-ED) was developed as part of an institutionally-sponsored value based medicine initiative at the Ronald O. Perelman Department of Emergency Medicine at NYU Langone Health. A multidisciplinary approach was used to develop Support-ED including: a scoping review of ED palliative care screening tools; launch of a workgroup to identify patient screening criteria and appropriate referral services; initial design and usability testing via the standard System Usability Scale questionnaire, education of the ED workforce on the Support-ED background, purpose and use, and; creation of a dashboard for monitoring and feedback. RESULTS:The scoping review identified the Palliative Care and Rapid Emergency Screening (P-CaRES) survey as a validated instrument in which to adapt and apply for the creation of the CDS tool. The multidisciplinary workshops identified two primary objectives of the CDS: to identify patients with indicators of serious life limiting illness, and to assist with referrals to services such as palliative care or social work. Additionally, the iterative design process yielded three specific patient scenarios that trigger a clinical alert to fire, including: 1) when an advance care planning document was present, 2) when a patient had a previous disposition to hospice, and 3) when historical and/or current clinical data points identify a serious life-limiting illness without an advance care planning document present. Monitoring and feedback indicated a need for several modifications to improve CDS functionality. CONCLUSIONS:CDS can be an effective tool in the implementation of primary palliative care quality improvement best practices. Health systems should thoughtfully consider tailoring their CDSs in order to adapt to their unique workflows and environments. The findings of this research can assist health systems in effectively integrating a primary palliative care CDS system seamlessly into their processes of care. TRIAL REGISTRATION/BACKGROUND:ClinicalTrials.gov Identifier: NCT03424109. Registered 6 February 2018, Grant Number: AT009844-01.
PMCID:6988238
PMID: 31992301
ISSN: 1472-6947
CID: 4294142