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Weisberg SP, Carpenter DJ, Chait M, Dogra P, Gartrell-Corrado RD, Chen AX, Campbell S, Liu W, Saraf P, Snyder ME, Kubota M, Danzl NM, Schrope BA, Rabadan R, Saenger Y, Chen X, Farber DL. Tissue-Resident Memory T Cells Mediate Immune Homeostasis in the Human Pancreas through the PD-1/PD-L1 Pathway. Cell Rep 2020; 29:3916-3932.e5. [PMID: 31851923 PMCID: PMC6939378 DOI: 10.1016/j.celrep.2019.11.056] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Revised: 10/21/2019] [Accepted: 11/13/2019] [Indexed: 12/21/2022] Open
Abstract
Non-recirculating tissue-resident memory T cells (TRMs) are the predominant T cell subset in diverse tissue sites, where they mediate protective immune responses in situ. Here, we reveal a role for TRM in maintaining immune homeostasis in the human pancreas through interactions with resident macrophages and the PD-1/PD-L1 inhibitory pathway. Using tissues obtained from organ donors, we identify that pancreas T cells comprise CD8+PD-1hi TRMs, which are phenotypically, functionally, and transcriptionally distinct compared to TRMs in neighboring jejunum and lymph node sites. Pancreas TRMs cluster with resident macrophages throughout the exocrine areas; TRM effector functions are enhanced by macrophage-derived co-stimulation and attenuated by the PD-1/PD-L1 pathways. Conversely, in samples from chronic pancreatitis, TRMs exhibit reduced PD-1 expression and reduced interactions with macrophages. These findings suggest important roles for PD-1 and TRM-macrophage interactions in controlling tissue homeostasis and immune dysfunctions underlying inflammatory disease, with important implications for PD-1-based immunotherapies.
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Research Support, Non-U.S. Gov't |
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79 |
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Kulkarni PM, Robinson EJ, Sarin Pradhan J, Gartrell-Corrado RD, Rohr BR, Trager MH, Geskin LJ, Kluger HM, Wong PF, Acs B, Rizk EM, Yang C, Mondal M, Moore MR, Osman I, Phelps R, Horst BA, Chen ZS, Ferringer T, Rimm DL, Wang J, Saenger YM. Deep Learning Based on Standard H&E Images of Primary Melanoma Tumors Identifies Patients at Risk for Visceral Recurrence and Death. Clin Cancer Res 2019; 26:1126-1134. [PMID: 31636101 PMCID: PMC8142811 DOI: 10.1158/1078-0432.ccr-19-1495] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Revised: 08/09/2019] [Accepted: 10/16/2019] [Indexed: 12/22/2022]
Abstract
PURPOSE Biomarkers for disease-specific survival (DSS) in early-stage melanoma are needed to select patients for adjuvant immunotherapy and accelerate clinical trial design. We present a pathology-based computational method using a deep neural network architecture for DSS prediction. EXPERIMENTAL DESIGN The model was trained on 108 patients from four institutions and tested on 104 patients from Yale School of Medicine (YSM, New Haven, CT). A receiver operating characteristic (ROC) curve was generated on the basis of vote aggregation of individual image sequences, an optimized cutoff was selected, and the computational model was tested on a third independent population of 51 patients from Geisinger Health Systems (GHS). RESULTS Area under the curve (AUC) in the YSM patients was 0.905 (P < 0.0001). AUC in the GHS patients was 0.880 (P < 0.0001). Using the cutoff selected in the YSM cohort, the computational model predicted DSS in the GHS cohort based on Kaplan-Meier (KM) analysis (P < 0.0001). CONCLUSIONS The novel method presented is applicable to digital images, obviating the need for sample shipment and manipulation and representing a practical advance over current genetic and IHC-based methods.
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Research Support, Non-U.S. Gov't |
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74 |
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Newton JM, Hanoteau A, Liu HC, Gaspero A, Parikh F, Gartrell-Corrado RD, Hart TD, Laoui D, Van Ginderachter JA, Dharmaraj N, Spanos WC, Saenger Y, Young S, Sikora AG. Immune microenvironment modulation unmasks therapeutic benefit of radiotherapy and checkpoint inhibition. J Immunother Cancer 2019; 7:216. [PMID: 31409394 PMCID: PMC6693252 DOI: 10.1186/s40425-019-0698-6] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 07/31/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Immune checkpoint inhibitors (ICIs) for solid tumors, including those targeting programmed cell death 1 (PD-1) and cytotoxic T lymphocyte-associated antigen 4 (CTLA-4), have shown impressive clinical efficacy, however, most patients do not achieve durable responses. One major therapeutic obstacle is the immunosuppressive tumor immune microenvironment (TIME). Thus, we hypothesized that a strategy combining tumor-directed radiation with TIME immunomodulation could improve ICI response rates in established solid tumors. METHODS Using a syngeneic mouse model of human papillomavirus (HPV)-associated head and neck cancer, mEER, we developed a maximally effective regimen combining PD-1 and CTLA-4 inhibition, tumor-directed radiation, and two existing immunomodulatory drugs: cyclophosphamide (CTX) and a small-molecule inducible nitric oxide synthase (iNOS) inhibitor, L-n6-(1-iminoethyl)-lysine (L-NIL). We compared the effects of the various combinations of this regimen on tumor growth, overall survival, establishment of immunologic memory, and immunologic changes with flow cytometry and quantitative multiplex immunofluorescence. RESULTS We found PD-1 and CTLA-4 blockade, and radiotherapy alone or in combination, incapable of clearing established tumors or reversing the unfavorable balance of effector to suppressor cells in the TIME. However, modulation of the TIME with cyclophosphamide (CTX) and L-NIL in combination with dual checkpoint inhibition and radiation led to rejection of over 70% of established mEER tumors and doubled median survival in the B16 melanoma model. Anti-tumor activity was CD8+ T cell-dependent and led to development of immunologic memory against tumor-associated HPV antigens. Immune profiling revealed that CTX/L-NIL induced remodeling of myeloid cell populations in the TIME and tumor-draining lymph node and drove subsequent activation and intratumoral infiltration of CD8+ effector T cells. CONCLUSIONS Overall, this study demonstrates that modulation of the immunosuppressive TIME is required to unlock the benefits of ICIs and radiotherapy to induce immunologic rejection of treatment-refractory established solid tumors.
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Randomized Controlled Trial |
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Gartrell-Corrado RD, Chen AX, Rizk EM, Marks DK, Bogardus MH, Hart TD, Silverman AM, Bayan CAY, Finkel GG, Barker LW, Komatsubara KM, Carvajal RD, Horst BA, Chang R, Monod A, Rabadan R, Saenger YM. Linking Transcriptomic and Imaging Data Defines Features of a Favorable Tumor Immune Microenvironment and Identifies a Combination Biomarker for Primary Melanoma. Cancer Res 2020; 80:1078-1087. [PMID: 31948941 PMCID: PMC7112471 DOI: 10.1158/0008-5472.can-19-2039] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 11/25/2019] [Accepted: 01/10/2020] [Indexed: 12/31/2022]
Abstract
Patients with resected stage II-III melanoma have approximately a 35% chance of death from their disease. A deeper understanding of the tumor immune microenvironment (TIME) is required to stratify patients and identify factors leading to therapy resistance. We previously identified that the melanoma immune profile (MIP), an IFN-based gene signature, and the ratio of CD8+ cytotoxic T lymphocytes (CTL) to CD68+ macrophages both predict disease-specific survival (DSS). Here, we compared primary with metastatic tumors and found that the nuclei of tumor cells were significantly larger in metastases. The CTL/macrophage ratio was significantly different between primary tumors without distant metastatic recurrence (DMR) and metastases. Patients without DMR had higher degrees of clustering between tumor cells and CTLs, and between tumor cells and HLA-DR+ macrophages, but not HLA-DR- macrophages. The HLA-DR- subset coexpressed CD163+CSF1R+ at higher levels than CD68+HLA-DR+ macrophages, consistent with an M2 phenotype. Finally, combined transcriptomic and multiplex data revealed that densities of CD8 and M1 macrophages correlated with their respective cell phenotype signatures. Combination of the MIP signature with the CTL/macrophage ratio stratified patients into three risk groups that were predictive of DSS, highlighting the potential use of combination biomarkers for adjuvant therapy. SIGNIFICANCE: These findings provide a deeper understanding of the tumor immune microenvironment by combining multiple modalities to stratify patients into risk groups, a critical step to improving the management of patients with melanoma.
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Research Support, N.I.H., Extramural |
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17 |
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Campbell AA, Gartrell-Corrado RD, Mansukhani M, Zanazzi G, Canoll P, Garvin JH, Kazim M. SETD2 Mutation in an Aggressive Optic Nerve Glioma. JAMA Ophthalmol 2020; 138:102-104. [PMID: 31697302 DOI: 10.1001/jamaophthalmol.2019.4511] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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Case Reports |
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Audrey-Bayan C, Trager MH, Gartrell-Corrado RD, Rizk EM, Pradhan J, Silverman AM, Lopez A, Marks DK, Niedt G, Geskin LJ, Saenger YM. Distinguishing melanophages from tumor in melanoma patients treated with talimogene laherparepvec. Melanoma Res 2020; 30:410-415. [PMID: 32379409 PMCID: PMC10961165 DOI: 10.1097/cmr.0000000000000661] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Response to talimogene laherparepvec (T-Vec) is difficult to assess as pigmented macrophages that have ingested melanoma cells ('melanophages') persist after injection, mimicking melanoma. We used quantitative immunofluorescence (qIF) to (1) distinguish melanophages from melanoma in biopsies from two patients treated with T-Vec and (2) evaluate the tumor microenvironment pretreatment and posttreatment. Tissues were stained with 4',6-diamidino-2-phenylindole, cluster of differentiation (CD) 3, CD8, CD68, human leukocyte antigen-DR isotype (HLA-DR), and SRY-Box Transcription Factor 10 (SOX10), and multispectral images were analyzed. Post-T-Vec samples showed melanophages with cytoplasmic costaining of CD68, SOX10, and HLA-DR, without nuclear SOX10 expression. qIF revealed a dense immune infiltrate of CD3, CD8, and CD68 cells in post-T-Vec samples. Melanophages from tumors post-T-Vec stain the nuclear melanoma marker SOX10 in their cytoplasms as compared to melanoma cells that stain nuclear SOX10. This novel finding highlights the phagocytosis of melanoma cell components by macrophages after treatment with T-Vec. qIF may assist pathologists in determining whether lesions treated with immunotherapy contain residual viable melanoma.
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Research Support, N.I.H., Extramural |
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Trager MH, Rizk E, Rose S, Lau B, Fullerton B, Zhu K, Pradhan J, Moore M, Chandra A, Bogardus M, Singer G, Gartrell-Corrado R, Chang R, Geskin L, Saenger Y, Goldenbery G. Abstract PO063: Transcriptomic analysis identifies changes in gene expression in Actinic Keratoses after treatment with imiquimod and differential gene expression. Cancer Immunol Res 2021. [DOI: 10.1158/2326-6074.tumimm20-po063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: The presence of actinic keratoses (AKs) increases a patient’s risk of developing squamous cell carcinoma (SCC) by greater than six-fold. It is difficult to predict which AKs will progress to become SCC, and topical treatments such as imiquimod are used to treat the entire affected field indiscriminately, effectively eliminating AKs in 50% of patients but sometimes resulting in severe inflammation and pain. Defining biomarkers to predict response to treatment would be helpful to guide therapy. Objectives: To evaluate the effect of imiquimod on the tumor microenvironment by measuring transcriptomic differences in AKs before and after treatment in patients treated with imiquimod.
Methods: Biopsies were collected prospectively from 21 patients with presumptive AK and examined histologically. All patients were treated with imiquimod 3.75% on a short cyclical treatment regimen. 19 patients had available pre-treatment AK biopsies and 14 patients had paired pre- and post-treatment biopsies. RNA was extracted and transcriptomic analyses of 788 genes were performed using the nanoString assay.
Results: Imiquimod significantly decreased total number of AKs by study endpoint at week 14 (p<0.0001). Post-imiquimod therapy, levels of CDK1, CXCL13, IL1B, GADPH, TTK, ILF3, EWSR1, BIRC5, PLAUR, ISG20, and C1QBP were significantly lower (p<0.05 after adjustment for multiple comparisons), with CXCL13 and IL1B showing a greater than 2-log2 fold decrease in expression post-treatment. Complete responders (CR) exhibited a distinct pattern of inflammatory gene expression pre-treatment relative to incomplete responders (IR), with significant alterations in 15 inflammatory pathways (p<0.05) reflecting differential expression of 103 genes, of which 95 were upregulated in CR (p<0.05). Presence of adverse effects was found to be related to an improved treatment response.
Conclusions: NanoString analysis of AKs pre- and post-treatment with imiquimod shows downregulation of genes implicated in oncogenesis and immune suppression. Differences in gene expression were found between pre-treatment samples in CR versus IR, suggesting that higher levels of inflammation pre-treatment may play a part in regression of AKs. Further, presence of adverse effects in response to therapy was associated with an improved response to imiquimod. These findings show that the pre-treatment immune micro-environment impacts responsiveness of AKs to imiquimod and that clinical inflammation during treatment is associated with AK resolution. Further characterization of the immune micro-environment in AKs may help develop biomarkers predictive of response to topical immune modulators and may guide therapy in patients with high numbers of AKs at risk for SCC.
Citation Format: Megan H. Trager, Emanuelle Rizk, Sharon Rose, Branden Lau, Ben Fullerton, Kuixi Zhu, Jaya Pradhan, Michael Moore, Ayush Chandra, Margaret Bogardus, Giselle Singer, Robyn Gartrell-Corrado, Rui Chang, Larisa Geskin, Yvonne Saenger, Gary Goldenbery. Transcriptomic analysis identifies changes in gene expression in Actinic Keratoses after treatment with imiquimod and differential gene expression [abstract]. In: Abstracts: AACR Virtual Special Conference: Tumor Immunology and Immunotherapy; 2020 Oct 19-20. Philadelphia (PA): AACR; Cancer Immunol Res 2021;9(2 Suppl):Abstract nr PO063.
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Campbell AA, Silverman AM, Moisander-Joyce H, Wu CC, Mansukhani M, Zanazzi G, Turk A, Canoll PD, Garvin JH, Kazim M, Gartrell-Corrado RD. LGG-22. EVALUATION OF IMMUNE AND GENOMIC CHARACTERISTICS IN PEDIATRIC OPTIC NERVE GLIOMA (ONG). Neuro Oncol 2020. [PMCID: PMC7715187 DOI: 10.1093/neuonc/noaa222.404] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Pediatric optic nerve glioma (ONG) is a rare, sight-threatening tumor. We previously reported clinical, radiologic, histopathologic, and molecular characteristics of pediatric ONG patients treated at Columbia University Medical Center between 2000–2017. Here we evaluate this cohort and one additional patient using quantitative multiple immunofluorescence (qmIF) and next generation sequencing (NGS) using the Columbia Combined Cancer Panel (CCCP). For qmIF, 4 micron immuno-blank slides were stained for CD3, CD8, CD68, CD163, HLA-DR, and Olig2. QmIF images were analyzed and data were processed in R studio and compared based on tumor mutation and treatment history. QmIF failed in 1 case and CCCP failed in 2 cases. CCCP confirmed KIAA1549:BRAF fusions in 2 patients, identified NF1 in 2 patients, and demonstrated both a KIAA1549:BRAF fusion and SETD2 mutation in the added case. Qualitative analysis showed immune infiltrate across cases included macrophages (CD68+, 1.6–6.5% of all cells) and T cells (CD3+, 0.4% to 1.5%). Non-cytotoxic T cells (CD3+CD8-) comprised 60.7–100% of the T cell compartment. There was no difference when comparing mutation groups. However, patients who previously received radiation had increased CD3+, specifically CD3+CD8- cells compared to non-irradiated patients (p=0.01 and p<0.01, respectively) while CD3+CD8+ and CD68+ cells were not different between groups (p=0.49 and p=0.27, respectively). In summary, qmIF analysis showed increased tumor infiltration by non-cytotoxic T cells in previously irradiated pediatric ONG patients compared to non-irradiated patients, while there was no difference in macrophages of cytotoxic T cells. This type of analysis may be useful in designing immunotherapeutic strategies for pediatric ONG.
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Moisander-Joyce HM, Sinha A, Fernandez-Ledon S, Lee DT, Hatano S, Kahn J, Garvin JH, Zacharoulis S, Gartrell-Corrado RD. EPID-03. COMPARISON OF SURVIVAL IN ADULT AND PEDIATRIC PATIENTS WITH MEDULLOBLASTOMA: A 2018 SEER BASED ANALYSIS. Neuro Oncol 2020. [PMCID: PMC7715848 DOI: 10.1093/neuonc/noaa222.189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Medulloblastoma (MB) is the most common high-grade primary brain malignancy in children and accounts for 1% of adult brain tumors. Previous studies have compared survival in pediatric and adult MB from the National Cancer Institute Surveillance Epidemiology and End Results (SEER) database finding no difference. However, diagnostic subgroup analyses are limited. We examined survival in children (age 0–19) and adults (20–79) coded as MB in the 2018 SEER database (2000–2016), using Kaplan Meier analysis, log-rank test and Cox proportional hazard ratios (HR) with 95% confidence intervals (CI).). MB in SEER-18 is defined as ICD-O-3 histology codes 9470–9474 (n=1,728). ICD 9473, supratentorial PNET (sPNET, n=97) is biologically distinct so was analyzed separately. 5-year survival for MB, excluding sPNET, was similar in children (n = 1,091, 75.3%) and adults (n= 488, 79.1%) (HR=0.97, CI: 0.79 – 1.17, p=0.50). Subtype analyses showed no survival difference comparing adults and children with desmoplastic nodular MB (n=222, p=0.09), large cell MB (n=73, p=0.46), or MB NOS (n=1330, p=0.10). In contrast, children with sPNET had improved survival (n=65, 72.3%) compared to adults (n=29, 51.7%) (HR = 2.0, CI: 1.10 – 3.92; p=0.02,). In conclusion, 2018 SEER data for MB continue to show no survival difference between adults and children, suggesting adult patients could appropriately be entered on pediatric MB treatment protocols. Further analyses of the 2018 data are ongoing adjusting for sex, race, and treatment. Comparison of adults and children with MB and sPNET will be re-evaluated using the new 2016 World Health Organization classification.
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Moisander-Joyce H, Sinha A, Fernandez-Ledon S, Lee D, Hatano S, Kahn J, Garvin J, Zacharoulis S, Gartrell-Corrado RD. Survival in adult and pediatric patients with medulloblastoma: A 2018 SEER-based analysis. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e14529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e14529 Background: Medulloblastoma (MB) is a malignant neuroectodermal tumor accounting for 30% of pediatric and only 1% of adult brain tumors. In previous studies comparing survival in pediatric and adult MB from the National Cancer Institute Surveillance Epidemiology and End Results (SEER) database no difference has been found. However, diagnostic subgroup analyses have been limited. Methods: We examined survival in children (age 0-19) and adults (20-79) coded as MB in the 2018 SEER database (2000-2016). We used Kaplan Meier analysis, log-rank test and Cox proportional hazard ratios (HR) with 95% confidence intervals (CI). MB in SEER-18 is defined as ICD-O-3 histology codes 9470–9474 (n = 1,728). ICD 9473, supratentorial PNET (sPNET, n = 97) is biologically distinct and therefore it was analyzed separately. Results: We found that 5-year survival for MB, excluding sPNET, was similar in children (n = 1,091, 75.3%) and adults (n = 488, 79.1%) (HR = 0.97, CI: 0.79 – 1.17, p = 0.50). Furthermore, subtype analyses showed no survival difference comparing adults and children with desmoplastic nodular MB (n = 222, p = 0.09), large cell MB (n = 73, p = 0.46), or MB NOS (n = 1330, p = 0.10). Yet, children with sPNET had improved 5-year survival (n = 65, 72.3%) compared to adults (n = 29, 51.7%) (HR = 2.0, CI: 1.10 – 3.92; p = 0.02,). These findings indicate that while survival in patients with MB is similar across age groups, children with sPNET have improved outcomes. Conclusions: In summary, 2018 SEER data for MB continue to show no survival difference between adults and children, suggesting adult patients could appropriately be entered on pediatric MB treatment protocols. Further analyses of the 2018 data are ongoing adjusting for sex, race, and treatment (chemotherapy or radiation). For sPNET, the apparent improved outcomes for children merit further detailed investigation and will be re-evaluated using the new 2016 World Health Organization classification.
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