1
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Xie J, Kuriakose T, Bianski B, Twarog N, Savage E, Xu K, Zhu X, He C, Hansen B, Wang H, High A, Li Y, Rehg JE, Tillman HS, Freeman BB, Rankovic Z, Onar-Thomas A, Fan Y, Wu G, Peng J, Miller S, Baker SJ, Shelat AA, Tinkle CL. ATM inhibition enhances the efficacy of radiation across distinct molecular subgroups of pediatric high-grade glioma. Neuro Oncol 2023; 25:1828-1841. [PMID: 36971093 PMCID: PMC10547515 DOI: 10.1093/neuonc/noad064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/05/2023] Open
Abstract
BACKGROUND Pediatric high-grade glioma (pHGG) is largely incurable and accounts for most brain tumor-related deaths in children. Radiation is a standard therapy, yet the benefit from this treatment modality is transient, and most children succumb to disease within 2 years. Recent large-scale genomic studies suggest that pHGG has alterations in DNA damage response (DDR) pathways that induce resistance to DNA damaging agents. The aim of this study was to evaluate the therapeutic potential and molecular consequences of combining radiation with selective DDR inhibition in pHGG. METHODS We conducted an unbiased screen in pHGG cells that combined radiation with clinical candidates targeting the DDR and identified the ATM inhibitor AZD1390. Subsequently, we profiled AZD1390 + radiation in an extensive panel of early passage pHGG cell lines, mechanistically characterized response to the combination in vitro in sensitive and resistant cells and evaluated the combination in vivo using TP53 wild-type and TP53 mutant orthotopic xenografts. RESULTS AZD1390 significantly potentiated radiation across molecular subgroups of pHGG by increasing mutagenic nonhomologous end joining and augmenting genomic instability. In contrast to previous reports, ATM inhibition significantly improved the efficacy of radiation in both TP53 wild-type and TP53 mutant isogenic cell lines and distinct orthotopic xenograft models. Furthermore, we identified a novel mechanism of resistance to AZD1390 + radiation that was marked by an attenuated ATM pathway response which dampened sensitivity to ATM inhibition and induced synthetic lethality with ATR inhibition. CONCLUSIONS Our study supports the clinical evaluation of AZD1390 in combination with radiation in pediatric patients with HGG.
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Affiliation(s)
- Jia Xie
- Department of Radiation Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, USA
| | - Teneema Kuriakose
- Department of Radiation Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, USA
| | - Brandon Bianski
- Department of Radiation Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, USA
| | - Nathaniel Twarog
- Department of Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital
| | - Evan Savage
- Department of Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital
| | - Ke Xu
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital, Memphis, USA
| | - Xiaoyan Zhu
- Department of Developmental Neurobiology, St. Jude Children’s Research Hospital
| | - Chen He
- Department of Developmental Neurobiology, St. Jude Children’s Research Hospital
| | - Baranda Hansen
- Center for Advanced Genome Engineering, St. Jude Children’s Research Hospital
| | - Hong Wang
- Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital
| | - Anthony High
- Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital
| | - Yuxin Li
- Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital
| | - Jerold E Rehg
- Department of Pathology, St. Jude Children’s Research Hospital
| | | | - Burgess B Freeman
- Preclinical Pharmacokinetic Shared Resource, St. Jude Children’s Research Hospital
| | - Zoran Rankovic
- Department of Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital
| | - Arzu Onar-Thomas
- Department of Biostatistics, St. Jude Children’s Research Hospital
| | - Yiping Fan
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital, Memphis, USA
| | - Gang Wu
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital, Memphis, USA
| | - Junmin Peng
- Department of Developmental Neurobiology, St. Jude Children’s Research Hospital
- Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital
- Department of Structural Biology, St. Jude Children’s Research Hospital
| | - Shondra Miller
- Center for Advanced Genome Engineering, St. Jude Children’s Research Hospital
| | - Suzanne J Baker
- Department of Developmental Neurobiology, St. Jude Children’s Research Hospital
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital
| | - Christopher L Tinkle
- Department of Radiation Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, USA
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2
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Kamens JL, Nance S, Koss C, Xu B, Cotton A, Lam JW, Garfinkle EAR, Nallagatla P, Smith AMR, Mitchell S, Ma J, Currier D, Wright WC, Kavdia K, Pagala VR, Kim W, Wallace LM, Cho JH, Fan Y, Seth A, Twarog N, Choi JK, Obeng EA, Hatley ME, Metzger ML, Inaba H, Jeha S, Rubnitz JE, Peng J, Chen T, Shelat AA, Guy RK, Gruber TA. Author Correction: Proteasome inhibition targets the KMT2A transcriptional complex in acute lymphoblastic leukemia. Nat Commun 2023; 14:1297. [PMID: 36894563 PMCID: PMC10063615 DOI: 10.1038/s41467-023-37141-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/11/2023] Open
Affiliation(s)
- Jennifer L Kamens
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Stephanie Nance
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Cary Koss
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Beisi Xu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Anitria Cotton
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeannie W Lam
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Pratima Nallagatla
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Amelia M R Smith
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Sharnise Mitchell
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jing Ma
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Duane Currier
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - William C Wright
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kanisha Kavdia
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Vishwajeeth R Pagala
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wonil Kim
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - LaShanale M Wallace
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ji-Hoon Cho
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yiping Fan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Aman Seth
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nathaniel Twarog
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - John K Choi
- Department of Pathology, University of Alabama School of Medicine, Birmingham, AL, USA
| | - Esther A Obeng
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Mark E Hatley
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Monika L Metzger
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sima Jeha
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Junmin Peng
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Structural Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Taosheng Chen
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - R Kiplin Guy
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, KY, USA
| | - Tanja A Gruber
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA. .,Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA.
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3
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Kamens JL, Nance S, Koss C, Xu B, Cotton A, Lam JW, Garfinkle EAR, Nallagatla P, Smith AMR, Mitchell S, Ma J, Currier D, Wright WC, Kavdia K, Pagala VR, Kim W, Wallace LM, Cho JH, Fan Y, Seth A, Twarog N, Choi JK, Obeng EA, Hatley ME, Metzger ML, Inaba H, Jeha S, Rubnitz JE, Peng J, Chen T, Shelat AA, Guy RK, Gruber TA. Proteasome inhibition targets the KMT2A transcriptional complex in acute lymphoblastic leukemia. Nat Commun 2023; 14:809. [PMID: 36781850 PMCID: PMC9925443 DOI: 10.1038/s41467-023-36370-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 01/26/2023] [Indexed: 02/15/2023] Open
Abstract
Rearrangments in Histone-lysine-N-methyltransferase 2A (KMT2Ar) are associated with pediatric, adult and therapy-induced acute leukemias. Infants with KMT2Ar acute lymphoblastic leukemia (ALL) have a poor prognosis with an event-free-survival of 38%. Herein we evaluate 1116 FDA approved compounds in primary KMT2Ar infant ALL specimens and identify a sensitivity to proteasome inhibition. Upon exposure to this class of agents, cells demonstrate a depletion of histone H2B monoubiquitination (H2Bub1) and histone H3 lysine 79 dimethylation (H3K79me2) at KMT2A target genes in addition to a downregulation of the KMT2A gene expression signature, providing evidence that it targets the KMT2A transcriptional complex and alters the epigenome. A cohort of relapsed/refractory KMT2Ar patients treated with this approach on a compassionate basis had an overall response rate of 90%. In conclusion, we report on a high throughput drug screen in primary pediatric leukemia specimens whose results translate into clinically meaningful responses. This innovative treatment approach is now being evaluated in a multi-institutional upfront trial for infants with newly diagnosed ALL.
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Affiliation(s)
- Jennifer L Kamens
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Stephanie Nance
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Cary Koss
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Beisi Xu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Anitria Cotton
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeannie W Lam
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Pratima Nallagatla
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Amelia M R Smith
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Sharnise Mitchell
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jing Ma
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Duane Currier
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - William C Wright
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kanisha Kavdia
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Vishwajeeth R Pagala
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wonil Kim
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - LaShanale M Wallace
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ji-Hoon Cho
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yiping Fan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Aman Seth
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nathaniel Twarog
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - John K Choi
- Department of Pathology, University of Alabama School of Medicine, Birmingham, AL, USA
| | - Esther A Obeng
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Mark E Hatley
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Monika L Metzger
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sima Jeha
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Junmin Peng
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Structural Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Taosheng Chen
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - R Kiplin Guy
- Department of Pharmaceutical Sciences, University of Kentucky, Lexington, KY, USA
| | - Tanja A Gruber
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA. .,Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA.
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4
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Zuckermann M, He C, Andrews J, Sloan-Henry R, Bianski B, Xie J, Wang Y, Twarog N, Onar-Thomas A, Ernst K, Yang L, Li Y, Dalton J, Li X, Chepyala D, Zhu X, Zhang J, Xu K, Hover L, McKinnon PJ, Pfister SM, Rankovic Z, Freeman BB, Shelat AA, Chiang J, Jones DTW, Tinkle CL, Baker SJ. MODL-06. Targeting c-MET in combination with radiation is effective in MET-fusion driven high-grade glioma. Neuro Oncol 2022. [PMCID: PMC9165032 DOI: 10.1093/neuonc/noac079.629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Oncogenic fusion events involving c-MET have been observed in up to 12% of pediatric high-grade glioma (pHGG). MET inhibitors have displayed potent initial responses in MET rearranged tumors but acquired resistance to single agent modalities invariably occurs. To identify new treatment options against these tumors, we established two novel orthotopic mouse models including an immunocompetent, murine allograft and an intracranial patient-derived xenograft (PDX), both harboring distinct MET fusions. We analyzed the pharmacokinetic and pharmacodynamic profiles of two MET inhibitors, crizotinib and capmatinib, and examined their efficacy against tumor cell cultures derived from the aforementioned models. Capmatinib outperformed crizotinib in terms of specificity, potency and brain availability, resulting in a highly differential cellular response compared to crizotinib treatment. We evaluated the efficacy of both compounds in combination with radiotherapy (RT) and found that radiation further potentiated the inhibitory effect of capmatinib on tumor cell growth. We then utilized both models to assess the combinatorial effect of capmatinib and radiation on intracranial tumors in vivo and found that the combination therapy significantly increased overall survival in both cohorts. In the PDX model, the combination, relative to either intervention alone, induced a remarkable decrease of tumor burden, which persisted throughout the observation period in all treated animals. RNA-sequencing of capmatinib-treated tumors and tumor cell cultures revealed impaired expression of DNA repair genes. Further, we showed that capmatinib enhanced radiation-induced DNA damage, as demonstrated by increased γ-H2AX foci in treated cells, providing mechanistic insight for the cooperative effects of the combined treatment. Our results validate capmatinib as an effective inhibitor of MET in pHGG and demonstrate the outstanding efficacy of capmatinib and radiation against MET-driven pHGG in two complementary preclinical models, informing future clinical trials.
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Affiliation(s)
- Marc Zuckermann
- Hopp Children’s Cancer Center Heidelberg (KiTZ) , Heidelberg , Germany
- Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) , Heidelberg , Germany
| | - Chen He
- Developmental Neurobiology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Jared Andrews
- Developmental Neurobiology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Roketa Sloan-Henry
- Center for Pediatric Neurological Disease Research, St. Jude Children’s Research Hospital , Memphis , USA
| | - Brandon Bianski
- Radiation Oncology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Jia Xie
- Radiation Oncology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Yingzhe Wang
- Preclinical Pharmacokinetics Shared Resource, St. Jude Children’s Research Hospital , Memphis , USA
| | - Nathaniel Twarog
- Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital , Memphis , USA
| | - Arzu Onar-Thomas
- Biostatistics, St. Jude Children’s Research Hospital , Memphis , USA
| | - Kati Ernst
- Hopp Children’s Cancer Center Heidelberg (KiTZ) , Heidelberg , Germany
- Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) , Heidelberg , Germany
| | - Lei Yang
- Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital , Memphis , USA
| | - Yong Li
- Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital , Memphis , USA
| | - James Dalton
- Pathology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Xiaoyu Li
- Pathology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Divyabharathi Chepyala
- Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital , Memphis , USA
| | - Xiaoyan Zhu
- Developmental Neurobiology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Junyuan Zhang
- Developmental Neurobiology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Ke Xu
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital , Memphis , USA
- Computational Biology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Laura Hover
- Developmental Neurobiology, St. Jude Children’s Research Hospital , Memphis , USA
| | - Peter J McKinnon
- Center for Pediatric Neurological Disease Research, St. Jude Children’s Research Hospital , Memphis , USA
| | - Stefan M Pfister
- Hopp Children’s Cancer Center Heidelberg (KiTZ) , Heidelberg , Germany
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) , Heidelberg , Germany
| | - Zoran Rankovic
- Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital , Memphis , USA
| | - Burgess B Freeman
- Preclinical Pharmacokinetics Shared Resource, St. Jude Children’s Research Hospital , Memphis , USA
| | - Anang A Shelat
- Chemical Biology and Therapeutics, St. Jude Children’s Research Hospital , Memphis , USA
| | - Jason Chiang
- Pathology, St. Jude Children’s Research Hospital , Memphis , USA
| | - David T W Jones
- Hopp Children’s Cancer Center Heidelberg (KiTZ) , Heidelberg , Germany
- Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) , Heidelberg , Germany
| | | | - Suzanne J Baker
- Developmental Neurobiology, St. Jude Children’s Research Hospital , Memphis , USA
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5
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Gartrell J, Mellado-Largarde M, Clay MR, Bahrami A, Sahr NA, Sykes A, Blankenship K, Hoffmann L, Xie J, Cho HP, Twarog N, Connelly M, Yan KK, Yu J, Porter SN, Pruett-Miller SM, Neale G, Tinkle CL, Federico SM, Stewart EA, Shelat AA. SLFN11 is Widely Expressed in Pediatric Sarcoma and Induces Variable Sensitization to Replicative Stress Caused By DNA-Damaging Agents. Mol Cancer Ther 2021; 20:2151-2165. [PMID: 34413129 DOI: 10.1158/1535-7163.mct-21-0089] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 04/08/2021] [Accepted: 08/09/2021] [Indexed: 01/02/2023]
Abstract
Pediatric sarcomas represent a heterogeneous group of malignancies that exhibit variable response to DNA-damaging chemotherapy. Schlafen family member 11 protein (SLFN11) increases sensitivity to replicative stress and has been implicated as a potential biomarker to predict sensitivity to DNA-damaging agents (DDA). SLFN11 expression was quantified in 220 children with solid tumors using IHC. Sensitivity to the PARP inhibitor talazoparib (TAL) and the topoisomerase I inhibitor irinotecan (IRN) was assessed in sarcoma cell lines, including SLFN11 knock-out (KO) and overexpression models, and a patient-derived orthotopic xenograft model (PDOX). SLFN11 was expressed in 69% of pediatric sarcoma sampled, including 90% and 100% of Ewing sarcoma and desmoplastic small round-cell tumors, respectively, although the magnitude of expression varied widely. In sarcoma cell lines, protein expression strongly correlated with response to TAL and IRN, with SLFN11 KO resulting in significant loss of sensitivity in vitro and in vivo Surprisingly, retrospective analysis of children with sarcoma found no association between SLFN11 levels and favorable outcome. Subsequently, high SLFN11 expression was confirmed in a PDOX model derived from a patient with recurrent Ewing sarcoma who failed to respond to treatment with TAL + IRN. Selective inhibition of BCL-xL increased sensitivity to TAL + IRN in SLFN11-positive resistant tumor cells. Although SLFN11 appears to drive sensitivity to replicative stress in pediatric sarcomas, its potential to act as a biomarker may be limited to certain tumor backgrounds or contexts. Impaired apoptotic response may be one mechanism of resistance to DDA-induced replicative stress.
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Affiliation(s)
- Jessica Gartrell
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Marcia Mellado-Largarde
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Michael R Clay
- Department of Pathology, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Armita Bahrami
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Natasha A Sahr
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - April Sykes
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Kaley Blankenship
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Lauren Hoffmann
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Jia Xie
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Hyekyung P Cho
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Nathaniel Twarog
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Michele Connelly
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Koon-Kiu Yan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Jiyang Yu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Shaina N Porter
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
- The Center for Advanced Genomic Engineering, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Shondra M Pruett-Miller
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
- The Center for Advanced Genomic Engineering, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Geoffrey Neale
- Hartwell Center for Bioinformatics and Biotechnology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Christopher L Tinkle
- Department of Radiation Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Sara M Federico
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Elizabeth A Stewart
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee.
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, Tennessee.
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6
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He C, Xu K, Zhu X, Dunphy PS, Gudenas B, Lin W, Twarog N, Hover LD, Kwon CH, Kasper LH, Zhang J, Li X, Dalton J, Jonchere B, Mercer KS, Currier DG, Caufield W, Wang Y, Xie J, Broniscer A, Wetmore C, Upadhyaya SA, Qaddoumi I, Klimo P, Boop F, Gajjar A, Zhang J, Orr BA, Robinson GW, Monje M, Freeman Iii BB, Roussel MF, Northcott PA, Chen T, Rankovic Z, Wu G, Chiang J, Tinkle CL, Shelat AA, Baker SJ. Patient-derived models recapitulate heterogeneity of molecular signatures and drug response in pediatric high-grade glioma. Nat Commun 2021; 12:4089. [PMID: 34215733 PMCID: PMC8253809 DOI: 10.1038/s41467-021-24168-8] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 05/25/2021] [Indexed: 01/02/2023] Open
Abstract
Pediatric high-grade glioma (pHGG) is a major contributor to cancer-related death in children. In vitro and in vivo disease models reflecting the intimate connection between developmental context and pathogenesis of pHGG are essential to advance understanding and identify therapeutic vulnerabilities. Here we report establishment of 21 patient-derived pHGG orthotopic xenograft (PDOX) models and eight matched cell lines from diverse groups of pHGG. These models recapitulate histopathology, DNA methylation signatures, mutations and gene expression patterns of the patient tumors from which they were derived, and include rare subgroups not well-represented by existing models. We deploy 16 new and existing cell lines for high-throughput screening (HTS). In vitro HTS results predict variable in vivo response to PI3K/mTOR and MEK pathway inhibitors. These unique new models and an online interactive data portal for exploration of associated detailed molecular characterization and HTS chemical sensitivity data provide a rich resource for pediatric brain tumor research.
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Affiliation(s)
- Chen He
- Department of Developmental Neurobiology, Memphis, TN, USA
| | - Ke Xu
- Center for Applied Bioinformatics, Memphis, TN, USA
- Department of Computational Biology, Memphis, TN, USA
| | - Xiaoyan Zhu
- Department of Developmental Neurobiology, Memphis, TN, USA
| | - Paige S Dunphy
- Department of Developmental Neurobiology, Memphis, TN, USA
- Department of Oncology, Memphis, TN, USA
| | - Brian Gudenas
- Department of Developmental Neurobiology, Memphis, TN, USA
| | - Wenwei Lin
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA
| | - Nathaniel Twarog
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA
| | - Laura D Hover
- Department of Developmental Neurobiology, Memphis, TN, USA
| | | | | | - Junyuan Zhang
- Department of Developmental Neurobiology, Memphis, TN, USA
| | - Xiaoyu Li
- Department of Pathology, Memphis, TN, USA
| | | | | | | | - Duane G Currier
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA
| | - William Caufield
- Preclinical Pharmacokinetics Shared Resource St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yingzhe Wang
- Preclinical Pharmacokinetics Shared Resource St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jia Xie
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA
| | - Alberto Broniscer
- Division of Hematology-Oncology, Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | | | | | | | - Paul Klimo
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Frederick Boop
- Department of Surgery, St. Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Jinghui Zhang
- Department of Computational Biology, Memphis, TN, USA
| | | | | | - Michelle Monje
- Department of Neurology, Stanford University, Stanford, CA, USA
| | - Burgess B Freeman Iii
- Preclinical Pharmacokinetics Shared Resource St. Jude Children's Research Hospital, Memphis, TN, USA
| | | | | | - Taosheng Chen
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA
| | - Zoran Rankovic
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA
| | - Gang Wu
- Center for Applied Bioinformatics, Memphis, TN, USA
- Department of Computational Biology, Memphis, TN, USA
| | | | - Christopher L Tinkle
- Department of Radiation Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, Memphis, TN, USA.
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Xie J, He C, Bianski B, Twarog N, Baker S, Shelat A, Tinkle C. A Rational Combination Strategy Targeting ATM Kinase in Pediatric High-Grade Glioma. Int J Radiat Oncol Biol Phys 2019. [DOI: 10.1016/j.ijrobp.2019.06.240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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8
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Xie J, He C, Bianski B, Twarog N, Baker S, Shelat A, Tinkle C. DIPG-05. A RATIONAL COMBINATION STRATEGY TARGETING ATM KINASE IN PEDIATRIC HIGH-GRADE GLIOMA. Neuro Oncol 2019. [DOI: 10.1093/neuonc/noz036.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Jia Xie
- St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Chen He
- St. Jude Children’s Research Hospital, Memphis, TN, USA
| | | | | | - Suzanne Baker
- St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Anang Shelat
- St. Jude Children’s Research Hospital, Memphis, TN, USA
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Zhang J, Bowling JJ, Smithson D, Clark J, Jacob MR, Khan SI, Tekwani BL, Connelly M, Samoylenko V, Ibrahim MA, Zaki MA, Wang M, Hester JP, Tu Y, Jeffries C, Twarog N, Shelat AA, Walker LA, Muhammad I, Guy RK. Diversity-oriented natural product platform identifies plant constituents targeting Plasmodium falciparum. Malar J 2016; 15:270. [PMID: 27165106 PMCID: PMC4863362 DOI: 10.1186/s12936-016-1313-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2016] [Accepted: 04/27/2016] [Indexed: 11/10/2022] Open
Abstract
Background A diverse library of pre-fractionated plant extracts, generated by an automated high-throughput system, was tested using an in vitro anti-malarial screening platform to identify known or new natural products for lead development. The platform identifies hits on the basis of in vitro growth inhibition of Plasmodium falciparum and counter-screens for cytotoxicity to human foreskin fibroblast or embryonic kidney cell lines. The physical library was supplemented by early-stage collection of analytical data for each fraction to aid rapid identification of the active components within each screening hit. Results A total of 16,177 fractions from 1300 plants were screened, identifying several P. falciparum inhibitory fractions from 35 plants. Although individual fractions were screened for bioactivity to ensure adequate signal in the analytical characterizations, fractions containing less than 2.0 mg of dry weight were combined to produce combined fractions (COMBIs). Fractions of active COMBIs had EC50 values of 0.21–50.28 and 0.08–20.04 µg/mL against chloroquine-sensitive and -resistant strains, respectively. In Berberis thunbergii, eight known alkaloids were dereplicated quickly from its COMBIs, but berberine was the most-active constituent against P. falciparum. The triterpenoids α-betulinic acid and β-betulinic acid of Eugenia rigida were also isolated as hits. Validation of the anti-malarial discovery platform was confirmed by these scaled isolations from B. thunbergii and E. rigida. Conclusions These results demonstrate the value of curating and exploring a library of natural products for small molecule drug discovery. Attention given to the diversity of plant species represented in the library, focus on practical analytical data collection, and the use of counter-screens all facilitate the identification of anti-malarial compounds for lead development or new tools for chemical biology. Electronic supplementary material The online version of this article (doi:10.1186/s12936-016-1313-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Jin Zhang
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - John J Bowling
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - David Smithson
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.,Genentech, San Francisco, CA, USA
| | - Julie Clark
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Melissa R Jacob
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - Shabana I Khan
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - Babu L Tekwani
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA.,Department of Biomolecular Sciences and Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - Michele Connelly
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Vladimir Samoylenko
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA.,Keiser University, West Palm Beach, FL, USA
| | - Mohamed A Ibrahim
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - Mohamed A Zaki
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA.,Beni-Suef University, Beni-Suef, Egypt
| | - Mei Wang
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - John P Hester
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - Ying Tu
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Cynthia Jeffries
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Nathaniel Twarog
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Anang A Shelat
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Larry A Walker
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA.,Department of Biomolecular Sciences and Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA
| | - Ilias Muhammad
- National Center for Natural Products Research, Research Institute of Pharmaceutical Sciences, School of Pharmacy, The University of Mississippi, University, MS, 38677, USA.
| | - R Kiplin Guy
- Department of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
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Twarog N, Adelson E. Puffball Part Segmentation: Psychophysical and Statistical Evaluation. J Vis 2014. [DOI: 10.1167/14.10.893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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Rosenholtz R, Twarog N, Wattenberg M. Filtering in feature space: a computational model of grouping by proximity and similarity. J Vis 2010. [DOI: 10.1167/7.9.313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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