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316 citation(s) found for "Swanson, S".

Abstract SY30-03: Composing each patient’s equation: Unraveling brain tumor complexity by integrating multi-regional image-localized biopsies
Swanson, Kristin R. , Swanson, Kristin R

Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: SY30-03-SY30-03

10.1158/1538-7445.am2023-sy30-03 Get It

Abstract Glioblastoma is a uniquely challenging and aggressive cancer that is practically considered uniformly fatal. This aggressiveness is driven by heterogeneity between and within patients and the diffuse invasion of tumor cells deep into the normal appearing brain tissue surrounding the frank tumor abnormality. Mathematical neuro-oncology (MNO) is a burgeoning field that seeks to bring together individual patient data (like patient imaging, tissue biopsies etc) to tune mathematical models that accurately predict and quantify response to treatments for each patient. These mathematical models use both mechanistic “weather forecasting” methods and artificial intelligence pattern recognition methods. Ultimately, these models form the basis of modern "precision medicine" approaches to tailor therapy in a patient-specific manner. These models can be used to overcome the limited ability of imaging to accurately detect tumor cells, improve prognostic predictions, stratify patients, and assess treatment response in silico in the construction of effective clinical trials and treatment protocols, thus accelerating the pace of clinical research. This presentation will focus on the growing translation of MNO to clinical neuro-oncology highlighting burgeoning insights into sex differences in tumor incidence, outcomes, and response to therapy. Specifically, I will discuss 1) use of our 4,500+ patient cohorts of 100,000+ annotated serial MR imaging data to develop digital twins accurately predict response and outcomes in patients and 2) our unique collection of 1000+ image-localized biopsies across nearly 200 patients to detect sex-distinct patterns of mapping between regional imaging features and underlying regional tumor biology. We will demonstrate the value of these novel combined resources in predicting response to treatment for EGFR-targeted therapies in 3 clinical trials and differentiating response to novel dendritic cells vaccines and CAR T-cell therapies in 2 additional clinical trials. Taken together, these complimentary approaches provide a platform to incorporate inter- and intra- tumoral heterogeneity into accurate predictive models that advance precision oncology for glioblastoma patients. Citation Format: Kristin R. Swanson. Composing each patient’s equation: Unraveling brain tumor complexity by integrating multi-regional image-localized biopsies. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr SY30-03.
Abstract 5621: Multi-parametric MRI maps regional heterogeneity of high grade glioma phenotypes
Flick, Matthew , Weiskittel, Taylor M. , Meng-Lin, Kevin, Blomquist, Mylan, Wang, Luija, Sereduk, Christopher, León, Gustavo De , Nespodzany, Ashley , Urcuyo, Javier , Gonzalez, Ashlynn, Singleton, Kyle , Anil, Aliya , Simmineh, Natenael, Lewis, Erika , Patel, Reyna A., Wang, Panwen , Eschbacher, Jennifer , Smith, Kris A. , Bendok, Bernard R. , Zimmerman, Richard S. , Krishna, Chandan , Patra, Devi Prasad, Lyons, Mark , Neal, Matthew T. , Donev, Kliment , Mrugała, Maciej M. , Porter, Alyx B. , Beeman, Scott C. , Lasorella, Anna , Quarles, C. Chad , Tran, Nhan L. , Hu, Leland , Tran, Nhan L , D’Angelo, Fulvio , Caruso, Francesca Pia , Ensign, Shannon P. Fortin , Sereduk, Chris , Leon, Gustavo De, Curtin, Lee , Noviello, Teresa , Wang, Junwen , Hawkins‐Daarud, Andrea , Jackson, Pamela , Nakaji, Peter , Patel, Naresh P. , Zhou, Yuxiang , Baxter, Leslie C. , Plaisier, Christopher L. , Li, Jing , Li, Hu, Swanson, Kristin R , Ceccarelli, Michele , Iavarone, Antonio

Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: 5621-5621

10.1158/1538-7445.am2023-5621 Get It

Abstract High grade glioma (HGG) represents a group of devastating diseases with dismal prognosis. Surgical resection of the contrast enhancing (CE) region of HGG remains the mainstay of treatment, but recurrence inevitably arises from the unresected non-contrast enhancing (NE) region, surgically inaccessible due to cancer cell invasion into healthy brain tissue. Due to its critical role in recurrence, understanding of the NE region is central to the improvement of clinical outcomes. We reveal the biological characteristics of this region through image localized multi-regional sampling. We linked microenvironmental characteristics measured by multi-parametric MRI to genomic mutations and transcriptional phenotypes using mixed effect modeling which allowed us to control for individualized patient effects. We first confirmed that T2 is a significant indicator of IDH mutation status in the NE region, being the first description of such a relationship in a HGG cohort. We found the combination of EGFR amplification and CDKN2A homozygous loss was associated with a significantly lower mean diffusivity (MD) compared to double wild type tumors in the NE region, indicating the presence of greater cellular packing and proliferation in EGFR amplification/CDKN2A loss regions. Finally, using single cell pathway based tumor classifications, we showed that nK2, a DSC-MRI metric representing cell size heterogeneity, correlated positively with neuronal signature and negatively with glycolytic/plurimetabolic signature within the NE tumor, indicating that glycolytic/plurimetobolic tumors possessed a high amount of cell size heterogeneity compared to neuronal samples. This hypothesis was supported using digital reference object (DRO) modeling which confirmed that cell size and heterogeneity drove the differential nK2 signal between neuronal and glycolytic/plurimetabolic samples. We identified immune cell infiltrate as one possible mechanism of increased cell size heterogeneity using transcriptomic signature analysis which found more immune cell signatures within glycolytic/plurimetobolic tumors compared to neuronal. Collectively this study demonstrates the central role of multi-parametric MRI as a non-invasive measure of tumor biology and a tool for understanding the clinically critical NE region which can then inform new therapies targeting this region of HGG recurrence. Citation Format: Matthew Flick, Taylor Weiskittel, Kevin Meng-Lin, Fulvio D'Angelo, Francesca Caruso, Shannon Ensign, Mylan Blomquist, Luija Wang, Christopher Sereduk, Gustavo De Leon, Ashley Nespodzany, Javier Urcuyo, Ashlynn Gonzalez, Lee Curtin, Kyle Singleton, Aliya Anil, Natenael Simmineh, Erika Lewis, Teresa Noviello, Reyna Patel, Panwen Wang, Junwen Wang, Jennifer Eschbacher, Andrea Hawkins-Daarud, Pamela Jackson, Kris Smith, Peter Nakaji, Bernard Bendok, Richard Zimmerman, Chandan Krishna, Devi Patra, Naresh Patel, Mark Lyons, Matthew Neal, Kliment Donev, Maciej Mrugala, Alyx Porter, Scott Beeman, Yuxiang Zhou, Leslie Baxter, Christopher Plaisier, Jing Li, Hu Li, Anna Lasorella, Chad Quarles, Kristin Swanson, Michele Ceccarelli, Antonio Iavarone, Nhan Tran, Leland Hu. Multi-parametric MRI maps regional heterogeneity of high grade glioma phenotypes. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5621.
Abstract 1507: Multiregional sampling of high grade glioma identifies regional biologic signatures
Blomquist, Mylan, Hu, Leland , Weiskittel, Taylor M. , Ensign, Shannon P. Fortin , Sereduk, Christopher, León, Gustavo De , Urcuyo, Javier , Gonzalez, Ashlynn, Nespodzany, Ashley , Eschbacher, Jennifer , Smith, Kris A. , Zimmerman, Richard S. , Krishna, Chandan , Patra, Devi Prasad, Lyons, Mark , Donev, Kliment , Mrugała, Maciej M. , Porter, Alyx B. , Lasorella, Anna , Swanson, Kristin R. , Tran, Nhan L. , Ensign, Shannon P. Fortin , Swanson, Kristin R , Tran, Nhan L , D’Angelo, Fulvio , Caruso, Francesca Pia , Sereduk, Chris , Leon, Gustavo De, Curtin, Lee , Noviello, Teresa , Nakaji, Peter , Bendok, Bernard R. , Patel, Naresh P. , Ceccarelli, Michele , Iavarone, Antonio

Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: 1507-1507

10.1158/1538-7445.am2023-1507 Get It

Abstract High grade gliomas (HGG) are aggressive primary brain malignancies typified by diffuse invasion, genetic heterogeneity, and a universally fatal outcome. MRI-defined contrast-enhancing (CE) tumor burden serves as the clinical standard that guides maximal surgical resection and post-therapy response assessment. However, HGGs also comprise an invasive non-enhancing (NE) tumor margin that extends beyond the CE core and harbors the cells that contribute to recurrence. Sampling restrictions have hindered the comprehensive study of these NE HGG cell populations driving tumor progression. Herein, we present an integrated multi-omic analysis of 313 spatially matched multi-regional CE and NE tumor biopsies from 68 HGG patients, performing whole exome and RNA sequencing of both IDH wild-type and IDH mutant HGGs. We report spatially restricted molecular profiles in IDH-mutant HGG, highlighting a concern for sampling bias given the importance of molecular diagnosis and prognostication in IDH-mutant HGG. Regardless of IDH status, we found that NE tumor regions harbored the highest proportion of private mutations, which reflects an increased development of regional genomic complexity in infiltrative tumor. The multiregional genomic profiling of our IDH wild-type HGG cohort reveals that EGFR and NF1 somatic alterations occur as mutually exclusive events in 98.7% of tumors. However, we resolved rare low allele frequency co-alterations of EGFR and NF1 within the NE region. We find this co-occurrence enriched in recurrent tumors, pointing to the early emergence of NF1 inactivation in the NE regions. We constructed genomic models predictive of recurrent disease from both NE and CE regions, which highlight the occurrence of clonal EGFR copy number alterations and NF1 loss as clonal or subclonal events, respectively, emphasizing the regional and temporal complexity of well-studied canonical driver alterations. We detailed the spatially unique acquisition of multiple distinct EGFR alterations giving rise to intra-tumoral EGFR mosaicism, a challenge in the implementation of EGFR directed therapies. Our study also identified two transcriptomic clusters delineated by the significant overrepresentation of neuronal (NEU) and glycolytic/plurimetabolic (GPM) pathway-based functional states in the NE region. NE regions of the NEU subtype harbor the greatest proportion of private mutations, suggesting these infiltrative tumor cells accumulate alterations without clonal expansion. GPM populations conversely displayed a less branched phylogeny and were transcriptionally enriched in immune cell signatures. This phenotypic dichotomy between GPM and NEU populations supports the growing body of evidence that invasive GBM cells either take on a neuronal phenotype for active invasion or a more metabolic phenotype involving interaction with astrocytes, other glial cells, and infiltrating immune cells. Citation Format: Mylan R. Blomquist, Leland S. Hu, Fulvio D'Angelo, Taylor M. Weiskittel, Francesca P. Caruso, Shannon P. Fortin Ensign, Christopher Sereduk, Gustavo De Leon, Lee Curtin, Javier Urcuyo, Ashlynn Gonzalez, Ashley Nespodzany, Teresa Noviello, Jennifer M. Eschbacher, Kris A. Smith, Peter Nakaji, Bernard R. Bendok, Richard S. Zimmerman, Chandan Krishna, Devi Patra, Naresh Patel, Mark Lyons, Kliment Donev, Maciej Mrugala, Alyx Porter, Anna Lasorella, Kristin R. Swanson, Michele Ceccarelli, Antonio Iavarone, Nhan L. Tran. Multiregional sampling of high grade glioma identifies regional biologic signatures [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 1507.
Lymphangioleiomyomatosis in lymph node cytology: Another “Floating Island” to visit
Jawaid, Tabinda , Swanson, Amy A. , Bois, Melanie C. , Folpe, Andrew L. , Rivera, Michael , Hartley, Christopher , Sturgis, Charles D. , Hartley, Christopher P., Sturgis, Charles D , Hartley, Christopher P

Diagnostic Cytopathology | March 28, 2023 | Volume: 51 | Issue: 6 | Pages: No page available

10.1002/dc.25131 | PMID 36975549 Get It

AbstractLymphangioleiomyomatosis (LAM) is a rare disease with variable presentations. The neoplastic cells in LAM demonstrate a unique and diagnostically important “myomelanocytic” phenotype. Cytologic reports of LAM are infrequent and have not in the past emphasized the floating island pattern in which circumscribed aggregates of lesional cells are rimmed by appliques of flattened endothelium. This case illustrates the cytology of LAM and emphasizes that the floating island cytoarchitectural pattern more classically associated with entities such as hepatocellular carcinomas may be seen in cytological preparations of LAM at unanticipated body sites.
Multicenter Phase II Clinical Trial of Gemcitabine and Cisplatin as Neoadjuvant Chemotherapy for Patients With High-Grade Upper Tract Urothelial Carcinoma
Coleman, Jonathan , Yip, Wesley , Wong, Nathan C. , Sjoberg, Daniel D. , Bochner, Bernard H. , Dalbagni, Guido , Herr, Harry W., Eugene, K. , Donahue, Timothy F. , Kim, Kwanghee , Vargas, H. Alberto, Alvim, Ricardo , Ghafoor, Soleen , Benfante, Nicole , Meraney, Anoop, Shichman, Steven J., Kamradt, Jeffrey M., Nair, Suresh , Baccala, Angelo A., Palyca, Paul, Lash, Bradley W. , Rizvi, Muhammad A. , Swanson, Scott K., Muina, Antonio F, Teo, Min Yuen , Bajorin, Dean F. , Coleman, Jonathan A , Cha, Eugene K , Donahue, Timothy F , Pietzak, Eugene J , Hakimi, A Ari , Al-Ahmadie, Hikmat A , Alvim, Ricardo G , Nair, Suresh , Apolo, Andrea B , Iyer, Gopa , Rosenberg, Jonathan E , Teo, Min Y , Bajorin, Dean , Donat, S. Machele

Journal of Clinical Oncology | January 5, 2023 | Volume: 41 | Issue: 8 | Pages: 1618-1625

10.1200/jco.22.00763 | PMID 36603175 Get It

PURPOSE Neoadjuvant chemotherapy (NAC) has proven survival benefits for patients with invasive urothelial carcinoma of the bladder, yet its role for upper tract urothelial carcinoma (UTUC) remains undefined. We conducted a multicenter, single-arm, phase II trial of NAC with gemcitabine and split-dose cisplatin (GC) for patients with high-risk UTUC before extirpative surgery to evaluate response, survival, and tolerability. METHODS Eligible patients with defined criteria for high-risk localized UTUC received four cycles of split-dose GC before surgical resection and lymph node dissection. The primary study end point was rate of pathologic response (defined as < ypT2N0). Secondary end points included progression-free survival (PFS), overall survival (OS), and safety and tolerability. RESULTS Among 57 patients evaluated, 36 (63%) demonstrated pathologic response (95% CI, 49 to 76). A complete pathologic response (ypT0N0) was noted in 11 patients (19%). Fifty-one patients (89%) tolerated at least three complete cycles of split-dose GC, 27 patients (47%) tolerated four complete cycles, and all patients proceeded to surgery. With a median follow up of 3.1 years, 2- and 5-year PFS rates were 89% (95% CI, 81 to 98) and 72% (95% CI, 59 to 87), while 2- and 5-year OS rates were 93% (95% CI, 86 to 100) and 79% (95% CI, 67 to 94), respectively. Pathologic complete and partial responses were associated with improved PFS and OS compared with nonresponders (≥ ypT2N any; 2-year PFS 100% and 95% v 76%, P < .001; 2-year OS 100% and 100% v 80%, P < .001). CONCLUSION NAC with split-dose GC for high-risk UTUC is a well-tolerated, effective therapy demonstrating evidence of pathologic response that is associated with favorable survival outcomes. Given that these survival outcomes are superior to historical series, these data support the use of NAC as a standard of care for high-risk UTUC, and split-dose GC is a viable option for NAC.
Pseudoaneurysm following Two-Stage Hip Revision with Fasciotomy
McQuivey, Kade S. , Braithwaite, Collin , Swanson, Jennifer, Bingham, Joshua S. , Bingham, Joshua S , Braithwaite, Collin L , Pollock, Jordan Riley

Case Reports in Orthopedics | December 26, 2022 | Volume: 2022 | Issue: No issue available | Pages: 1-7

10.1155/2022/6254542 | PMID 36601446 Get It

In the setting of total hip arthroplasty (THA), pseudoaneurysms are extremely rare and can be difficult to diagnose, as clinical symptoms can mimic symptoms of other more common complications, such as periprosthetic joint infection, hematoma, and nerve damage. We present a case of a 69-year-old male with a history of slipped capital femoral epiphysis 56 years prior and subsequent right THA. The right hip primary arthroplasty was subsequently complicated by multiple dislocations and recurrent prosthetic joint infections. The most recent infection was treated with debridement, antibiotics, and implant retention (DAIR) in 2017. The patient later presented in 2019 with right thigh pain. Upon further analysis, he was diagnosed with Streptococcus bovis positive periprosthetic joint infection. The patient underwent a two-stage revision of the hip using an antibiotic spacer. Two weeks following the second stage, he presented with a sudden onset of uncontrolled atrial fibrillation with rapid ventricular response and a low hemoglobin. The computed tomography scan revealed a large hematoma involving both the anterior and posterior thigh compartments with lab markers that were questionable for infection. An operation to remove the hematoma revealed no purulence, and a large pulsatile pseudoaneurysm on the posterolateral aspect at the mid femur was found. A sharp bone fragment was noted next to the pseudoaneurysm. The pseudoaneurysm was repaired by a vascular surgeon, and the bone fragment was removed. Following this procedure, the patient developed a subsequent periprosthetic joint infection requiring a double DAIR procedure six weeks following the pseudoaneurysm repair and is now on chronic antibiotic suppression. Orthopedic surgeons should be aware of the potential for pseudoaneurysm in the setting of total joint arthroplasty when treating a postsurgical hematoma of sudden onset.
Impact of Persistent Iatrogenic Atrial Septal Defect following MitraClip
Seri, Amith Reddy , Abraham, Bishoy, Farina, Juan M. , Fennelly, Evelyn , Campany, Megan , Pereyra, Milagros , Said, Ebram F, Kenyon, Courtney , Fath, Ayman R. , Smith, Sean D. , Buckner‐Petty, Skye , Rayfield, Corbin, Fortuin, David, Sweeney, John P., Eleid, Mackram F. , Rihal, Charanjit S. , Holmes, David R. , Pollak, Peter , Sabbagh, Abdallah El , Oh, Jae K. , Arsanjani, Reza , Seri, Amith , Farina, Juan M , Pereyra, Milagros , Smith, Sean , Buckner-Petty, Skye, Rayfield, Corbin A, Pollak, Peter M, Arsanjani, Reza , Kenyon, Courtney R , Chao, Chieh‐Ju , Abraham, Bishoy , Yang, Eric H. , Alkhouli, Mohamad , Rihal, Charanjit S.

Journal of Cardiovascular Development and Disease | December 23, 2022 | Volume: 10 | Issue: 1 | Pages: 1

10.3390/jcdd10010001 | PMID 36661896 Get It

Background: Prior studies have reported conflicting results of persistent iatrogenic atrial septal defect (iASD) and its impact following a transcatheter edge-to-edge repair (TEER) procedure. This study aims to evaluate the incidence of iASD and its clinical and hemodynamic impact after a TEER. Methods: Consecutive patients who underwent a TEER procedure from June 2014 to September 2020 at the Mayo Clinic were identified. The presence of iASD was retrospectively identified on post-procedure transthoracic echocardiography (TTE) to group patients into an iASD+ group and an iASD− group for comparison of prognosis and cardiac function. Results: A total of 316 patients were included; the mean age was 79.1 ± 9.1 years, and 67.7% were male. Persistent iASD was diagnosed in 108 (34.2%) patients. There was no difference concerning all-cause mortality, heart failure hospitalization, and stroke/TIA between groups at follow-up (median follow-up of 9 months). Post-procedure TTE demonstrated no differences regarding right ventricle (RV) and left ventricle (LV) dimensions and function, including TAPSE (15.2 ± 4.6 vs. 15.4 ± 5.5 mm, p = 0.875), and LV ejection fraction (51.1 ± 14.0% vs. 51.3 ± 13.9%, p = 0.933). However, patients with iASD had higher RV systolic pressure (48.7 ± 14.4 vs. 45.5 ± 14.5 mmHg, p = 0.042) compared with patients without iASD. Conclusion: Notwithstanding higher RV pressures, patients with persistent iASD had no hemodynamic compromise and an equal prognosis compared with those without a residual atrial defect after a TEER procedure. These findings support the mid-term safety of procedures in which an interatrial defect needs to be created and would argue against the need for interventional closure.
Feasibility and Efficacy of a Non-Opioid Based Pain Management After Medical Thoracoscopy
Low, See‐Wei , Mullon, John J., Swanson, Karen L., Kern, Ryan , Nelson, Darlene R. , Fernández-Bussy, Sebastián , Sakata, Kenneth K. , Kern, Ryan M, Kern, R

Journal of Bronchology & Interventional Pulmonology | December 21, 2022 | Volume: 30 | Issue: 4 | Pages: 321-327

10.1097/lbr.0000000000000908 | PMID 36541719 Get It

Background: Prescription opioids are a major cause of the opioid epidemic. Despite the minimally invasive nature of medical thoracoscopy (MT), data on the efficacy of non-opioid-based pain control after MT is lacking. The purpose of this study is to assess the feasibility and efficacy of a non-opioid-based pain management strategy in patients who underwent MT. Methods: We performed a retrospective analysis of all patients who underwent MT in the Mayo Clinic (Minnesota and Arizona) outpatient setting. We assessed their pain level and the need for analgesia post-MT from August 1, 2019, to May 24, 2021. Results: Forty patients were included. In the first 24 hours, 5/40 (12.5%) reported no pain. Twenty-eight patients out of 40 (70%) reported minor pain (pain scale 1-3), and 7/40 (17.5%) reported moderate pain (pain scale 4-6). No patients reported severe pain. Twenty-two out of 35 patients who experienced discomfort (63%) required acetaminophen, 6/35 patients (17%) required nonsteroidal anti-inflammatory drug, and 7/35 patients (20%) did not require analgesia. Of the 7 patients who had moderate pain, 5 (71%) reported that the moderate pain improved to mild at 72 hours post-MT. Zero patients required opioids, and none reported contacting any provider to manage the pain post-MT. Fourteen patients (78%) who had both parietal pleural biopsies and tunneled pleural catheter placed reported minor pain, 3 patients (17%) reported moderate pain, and 1 patient (6%) experienced no discomfort. Conclusion: MT is well-tolerated by patients with non-opioid-based pain management strategy as needed if there is no absolute contraindication.
Paging the Clinical Informatics Community: Respond STAT to Dobbs v. Jackson's Women's Health Organization
Ravi, Akshay , Weia, Benjamin , Aarts, Jos , Ahmad, Hasan B., Araj, Ellen, Bauml, Julie A., Boyd, Andrew D. , Brecht-Doscher, Aimee, Butler‐Henderson, Kerryn , Butte, Atul J. , Cardilo, Anthony B., Chilukuri, Nymisha , Cho, Mildred K. , Cohen, Jenny K., Craven, Catherine K. , Crusco, Salvatore, Dadabhoy, Farah Z. , Dash, Dev , DeBolt, Claire , Fayanju, Oluseyi A, Fochtmann, Laura J. , Graham, Justin V., Hanna, John , Hofford, Mackenzie , Hron, Jonathan D. , Huang, Sean S, Jackson, Brian R. , Kaplan, Bonnie , Kelly, William R. , Ko, Kyungmin, Kurapati, Nikhil , Labbad, Gabriel , Lee, Julie , Leitner, Stefano, Liao, Zachary C , Melnick, Edward R. , Muniyappa, Anoop , Murray, Sara G. , Nichols-Johnson, Victoria, Novak, Laurie L. , Ogan, William Scott , Ozeran, Larry, Pageler, Natalie M. , Pandita, Deepti , Perumbeti, Ajay, Petersen, Carolyn , Pierce, Logan , Puttagunta, Raghuveer, Ramaswamy, Priya , Rogers, Kendall, Ryan, Angela M., Sarabu, Chethan , Shaw, Kate A. , Spector, Jacob D. , Starren, Justin , Stoffel, Michelle , Swanson, Karl , Tomes, Adrian, Unertl, Kim M. , Weon, Jenny L. , Wiley, Kevin , Winkelstein, Peter , Wong, Jenson, Xie, James , Yarahuan, Julia , Yung, Nathan , Zera, Chloe , Sadasivaiah, Shobha , Boyd, Andrew D , Melnick, Edward R , Petersen, Carolyn , Arvisais‐Anhalt, Simone , Benham‐Hutchins, Marge , Brecht-Doscher, Aimee, Elkin, Peter L. , Hersh, William , Kelly, William, Koppel, Ross , Lehmann, Christoph U. , Medford, Richard J , Neinstein, Aaron Barak , Rosenbloom, S. Trent , Ryan, Angela, Saleh, Sameh Nagui , Schreiber, Richard , Sim, Ida , Sirintrapun, Sahussapont Joseph , Solomonides, Anthony , Subbian, Vignesh , Trang, Karen , Whooley, Mary A. , Williamson, Drew F. K. , Ratanawongsa, Neda

Applied Clinical Informatics | December 19, 2022 | Volume: 14 | Issue: 01 | Pages: 164-171

10.1055/a-2000-7590 | PMID 36535703 Get It

TMIC-58. PATTERNS OF CELLULAR SUBPOPULATION COHABITATION DEFINE GLIOBLASTOMA STATES
Bond, Kamila M. , Urcuyo, Javier , León, Gustavo De , Sereduk, Christopher, Singleton, Kyle , Langworthy, Jazlynn , Krishna, Chandan , Zimmerman, Richard S. , Patra, Devi Prasad, Smith, Kris A. , Donev, Kliment , Baxter, Leslie A., Mrugała, Maciej M. , Hu, Leland , Canoll, Peter , Swanson, Kristin R. , Swanson, Kristin R , Curtin, Lee , Hawkins‐Daarud, Andrea , Leon, Gustavo De, Sereduk, Chris , Jackson, Pamela , Bendok, Bernard R. , Nakaji, Peter , Baxter, Leslie, Al‐Dalahmah, Osama , Tran, Nhan L. , Rubin, Joshua B

Neuro-Oncology | November 14, 2022 | Volume: 24 | Issue: Supplement_7 | Pages: vii284-vii284

10.1093/neuonc/noac209.1102 Get It

Abstract Characterizing intra- and inter-tumoral heterogeneity of glioblastoma has historically relied on discrete classifications of malignant cell populations leaving immune and other cell populations, known to exist admixed with the malignant tumor cells, relatively neglected. Manifold learning algorithms can manage deconvolving multiple cell populations and are often used to track cell state transitions in single cell transcriptomics. We applied a manifold learning approach to TCGA microarray data (Nf525) and bulk transcriptomics of 134 image localized biopsies across 30 patients with primary and 9 with recurrent glioblastoma to further elucidate how to organize biopsies across a spectrum of possible tissue states. The algorithm revealed a low-dimensional manifold graph for which each biopsy lives across 3 polarizing tissue states - one that is associated with diffusely invaded brain, one that is enriched in mesenchymal genes, and one that is enriched in classical proliferative tumor signatures. We deconvolved the bulk transcriptomics of the image-localized biopsies to reveal the relative abundance of 18 malignant, immune, and other cell subpopulations in each biopsy. Overlaying the cellular decomposition onto the manifold graph visualizing the tissue state distributions revealed that transitions between states correlate with changes in cellular cohabitation composition. The tumor cellular cohabitation ecologies have the lowest diversity, as inferred by ecological measures such as Shannon entropy and evenness, at the distal poles of the graph when compared to the transitional arms. Further, we found that the relationship between imaging appearance of contrast enhancement on T1-weighted MRI and the biopsy cellular composition varies with sex and primary vs recurrent biopsy status. The limited spectrum of possible tissue states revealed by the manifold learning is suggestive of a limited continuum along which tumor and non-tumoral cell populations can cohabitate. Such a limited low-dimensional biological space may constrain the dynamics of tumor biology in a predictable manner.