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Stackhouse CT, Anderson JC, Yue Z, Nguyen T, Eustace NJ, Langford CP, Wang J, Rowland JR, Xing C, Mikhail FM, Cui X, Alrefai H, Bash RE, Lee KJ, Yang ES, Hjelmeland AB, Miller CR, Chen JY, Gillespie GY, Willey CD. An in vivo model of glioblastoma radiation resistance identifies long non-coding RNAs and targetable kinases. JCI Insight 2022; 7:148717. [PMID: 35852875 PMCID: PMC9462495 DOI: 10.1172/jci.insight.148717] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 07/07/2022] [Indexed: 12/03/2022] Open
Abstract
Key molecular regulators of acquired radiation resistance in recurrent glioblastoma (GBM) are largely unknown, with a dearth of accurate preclinical models. To address this, we generated 8 GBM patient-derived xenograft (PDX) models of acquired radiation therapy–selected (RTS) resistance compared with same-patient, treatment-naive (radiation-sensitive, unselected; RTU) PDXs. These likely unique models mimic the longitudinal evolution of patient recurrent tumors following serial radiation therapy. Indeed, while whole-exome sequencing showed retention of major genomic alterations in the RTS lines, we did detect a chromosome 12q14 amplification that was associated with clinical GBM recurrence in 2 RTS models. A potentially novel bioinformatics pipeline was applied to analyze phenotypic, transcriptomic, and kinomic alterations, which identified long noncoding RNAs (lncRNAs) and targetable, PDX-specific kinases. We observed differential transcriptional enrichment of DNA damage repair pathways in our RTS models, which correlated with several lncRNAs. Global kinomic profiling separated RTU and RTS models, but pairwise analyses indicated that there are multiple molecular routes to acquired radiation resistance. RTS model–specific kinases were identified and targeted with clinically relevant small molecule inhibitors. This cohort of in vivo RTS patient-derived models will enable future preclinical therapeutic testing to help overcome the treatment resistance seen in patients with GBM.
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Affiliation(s)
| | | | - Zongliang Yue
- Informatics Institute, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA. Birmingham, Alabama, USA
| | - Thanh Nguyen
- Informatics Institute, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA. Birmingham, Alabama, USA
| | | | | | - Jelai Wang
- Informatics Institute, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA. Birmingham, Alabama, USA
| | - James R. Rowland
- Department of Physics, The Ohio State University, Columbus, Ohio, USA
| | | | - Fady M. Mikhail
- Department of Genetics, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Xiangqin Cui
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | | | - Ryan E. Bash
- Division of Neuropathology, Department of Pathology, and
| | | | | | - Anita B. Hjelmeland
- Department of Cell, Developmental, and Integrative Biology, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - C. Ryan Miller
- Division of Neuropathology, Department of Pathology, and
| | - Jake Y. Chen
- Informatics Institute, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA. Birmingham, Alabama, USA
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Stackhouse CT, Rowland JR, Wang J, Nguyen T, Yue Z, Chen JY, Ianov L, Gillespie GY, Willey CD. Abstract 279: Long non-coding RNAs in glioblastoma tumor recurrence and therapy resistance. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-279] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Glioblastoma multiforme (GBM) is a devastating disease which invariably recurs and is often resistant to standard therapies. GBM patient-derived xenoline (PDX) models of tumor recurrence and radiation resistance were created using serial in vivo selection against radiation therapy (6 × 2Gy fractions over 2 weeks for 6+ rounds). This produced 8 isogenic pairs of patient matched radiation-sensitive, primary GBM PDX to radiation-resistant, recurrent GBM PDX. Long non-coding RNAs (lncRNA) represent novel regulatory mechanisms for therapy resistance and tumor recurrence in GBM. An in silico informatics pipeline employing differential expression, differential gene correlation, machine learning, and semantic networking was devised to identify coding and non-coding transcripts related to radiation resistance from deep total RNA sequencing. This analysis revealed 269 lncRNA and 947 coding transcripts that are associated with adaptive radiation resistance. LncRNA:RNA and lncRNA:DNA interaction prediction software was employed to further uncover mechanisms of epigenetic regulation by lncRNAs. A subset of the lncRNA transcripts were predicted to interact directly with other coding transcripts while other lncRNAs have predicted interactions with DNA in regulatory regions of the human genome. We are further validating lncRNA:DNA interactions through in silico methods to determine if genes proximal to these interaction sites are related to tumorigenesis or therapy response. Semantic linkages have been predicted from references in the current literature for lncRNAs and key molecular processes such as DNA damage response, extracellular matrix, and chromatin remodeling. Modules of highly correlated genes, including lncRNAs, have been identified that are differentially regulated between radiation sensitive and resistant tumors. Cross-validation between our in silico approaches have confirmed high-confidence associations of a subset of lncRNAs with acquired radiation resistance. Subsequently, we will validate the expression and phenotypic relevance of high-confidence transcripts in our cohort of PDX models derived from recurrent GBM tumors. In conclusion, recurrence of therapy resistant GBM is responsible for patient mortality. Not all patients qualify for surgical resection or for chemotherapy, but radiation is almost a universally tolerated therapy. We have generated a novel model of tumor recurrence and radiation resistance that recapitulates recurrent tumor physiology. We have discovered 269 lncRNAs associated with radiation resistance that suggests potential regulatory mechanisms through nucleic acid binding. Evidence suggests that lncRNAs most likely contribute to acquired resistance through epigenetic regulation of transcription and chromatin state. These transcripts may provide novel, druggable targets for treating therapy resistant, recurrent GBM.
Citation Format: Christian Tyler Stackhouse, James R. Rowland, Jelai Wang, Thanh Nguyen, Zongliang Yue, Jake Y. Chen, Lara Ianov, G. Yancey Gillespie, Christopher D. Willey. Long non-coding RNAs in glioblastoma tumor recurrence and therapy resistance [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 279.
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Affiliation(s)
| | | | - Jelai Wang
- 1University of Alabama at Birmingham (UAB), Birmingham, AL
| | - Thanh Nguyen
- 1University of Alabama at Birmingham (UAB), Birmingham, AL
| | - Zongliang Yue
- 1University of Alabama at Birmingham (UAB), Birmingham, AL
| | - Jake Y. Chen
- 1University of Alabama at Birmingham (UAB), Birmingham, AL
| | - Lara Ianov
- 1University of Alabama at Birmingham (UAB), Birmingham, AL
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Ahmed AS, Lee AJ, Bagués N, McCullian BA, Thabt AMA, Perrine A, Wu PK, Rowland JR, Randeria M, Hammel PC, McComb DW, Yang F. Spin-Hall Topological Hall Effect in Highly Tunable Pt/Ferrimagnetic-Insulator Bilayers. Nano Lett 2019; 19:5683-5688. [PMID: 31310542 DOI: 10.1021/acs.nanolett.9b02265] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Electrical detection of topological magnetic textures such as skyrmions is currently limited to conducting materials. Although magnetic insulators offer key advantages for skyrmion technologies with high speed and low loss, they have not yet been explored electrically. Here, we report a prominent topological Hall effect in Pt/Tm3Fe5O12 bilayers, where the pristine Tm3Fe5O12 epitaxial films down to 1.25 unit cell thickness allow for tuning of topological Hall stability over a broad range from 200 to 465 K through atomic-scale thickness control. Although Tm3Fe5O12 is insulating, we demonstrate the detection of topological magnetic textures through a novel phenomenon: "spin-Hall topological Hall effect" (SH-THE), where the interfacial spin-orbit torques allow spin-Hall-effect generated spins in Pt to experience the unique topology of the underlying skyrmions in Tm3Fe5O12. This novel electrical detection phenomenon paves a new path for utilizing a large family of magnetic insulators in future skyrmion technologies.
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Rowland JR. The Health Reform Consensus Act: proceed with caution. J Am Health Policy 1994; 4:28-31. [PMID: 10134319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
Abstract
Congress must seize the opportunity President Clinton has created to make some long-needed changes to the nation's health system. But we can't afford the expensive and experimental measures contained in the Clinton bill or in the other measures now being debated in Congress. What we can do this year is pass measures that revamp the insurance market, expand access to the uninsured through community health centers, eliminate administrative burdens, and reform our medical malpractice and antitrust systems.
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Rowland JR. A national AIDS czar ... no, we don't need one. J Am Health Policy 1993; 3:41, 43. [PMID: 10126979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Rowland JR. Health care perspectives. An interview with Congressman J. Roy Rowland. Interview by Richard B. Patterson. J Am Podiatr Med Assoc 1992; 82:336-7. [PMID: 1517989 DOI: 10.7547/87507315-82-6-336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
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Rowland JR. A legislative approach toward the hassle factor. Internist 1990; 31:18-9. [PMID: 10106940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/11/2023]
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Abstract
Correlations between oral and intravenous (i.v.) doses of phenytoin, maternal plasma levels, and subsequent developmental toxicity were examined in the Sprague-Dawley rat. Oral administration of 150 to 1500 mg/kg and i.v. administration of 25 to 100 mg/kg phenytoin from gestational days (GD) 8 to 17 resulted in a dose-dependent increase in maternal death and toxicity [impaired motor function, decreased maternal weight gain (oral dose only)], embryolethality, and intrauterine growth retardation, in addition to significant increases in craniofacial (1125 mg/kg oral; 75 mg/kg i.v.) and urogenital (1125 mg/kg oral) malformations. Pharmacokinetic sampling in oral and i.v. groups on GD 8-9 and 16-17 revealed significant increases in maternal drug exposure over the treatment period, as evidenced by 2- to 3-fold increases in total plasma phenytoin (bound + free) half-life, area under the concentration curve, peak concentration (oral dose only), and decreases in clearance. These findings emphasize the importance of pharmacokinetics in the evaluation of phenytoin-induced developmental toxicity.
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Affiliation(s)
- J R Rowland
- California Primate Research Center, University of California, Davis 95616
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Hendrie TA, Rowland JR, Binkerd PE, Hendrickx AG. Developmental toxicity and pharmacokinetics of phenytoin in the rhesus macaque: an interspecies comparison. Reprod Toxicol 1990; 4:257-66. [PMID: 2136046 DOI: 10.1016/0890-6238(90)90037-v] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The developmental toxicity and pharmacokinetic fate of phenytoin in the pregnant rhesus macaque (Macaca mulatta) were examined. Oral administration of 60 to 600 mg/kg phenytoin once daily from gestational day 21 to 50 resulted in dose-dependent maternal toxicity of the central nervous system and gastrointestinal tract and an increase in embryonic loss, but no teratogenic insult. Sustained plasma levels as high as 40 micrograms/mL of total phenytoin occurred at the beginning of the treatment period. However, significant increases in the rate of elimination resulted in the reduction of total phenytoin exposure as treatment progressed. This was evidenced by large increases in phenytoin clearance, and decreases in elimination half-life and area under the time versus plasma concentration curve. Maternal toxicity, but not embryolethality, correlated with plasma phenytoin levels. Interspecies comparisons of these parameters from published data were evaluated in the mouse, rat, rabbit, rhesus macaque, and human.
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Affiliation(s)
- T A Hendrie
- California Primate Research Center, University of California, Davis 95616
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Rowland JR. Legislating abortion rights "with justice for all". J Med Assoc Ga 1990; 79:29-30. [PMID: 2335760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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Hendrickx AG, Nau H, Binkerd P, Rowland JM, Rowland JR, Cukierski MJ, Cukierski MA. Valproic acid developmental toxicity and pharmacokinetics in the rhesus monkey: an interspecies comparison. Teratology 1988; 38:329-45. [PMID: 3149039 DOI: 10.1002/tera.1420380405] [Citation(s) in RCA: 48] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
This study was undertaken to assess the developmental toxicity and drug distributional and metabolic characteristics of prenatal valproic acid (VPA) exposure in rhesus monkeys. Oral administration of 20-600 mg/kg/day VPA (approximately 1-15 X human therapeutic dose) to 33 animals on variable gestational days (GD) during organogenesis resulted in dose-dependent developmental toxicity manifested as increased embryo/fetal mortality, intrauterine growth retardation, and craniofacial and skeletal defects. Biphasic plasma elimination curves were observed for total and free VPA on the first (GD 21) and last (GD 50) days of treatment in the 100- and 200-mg/kg/day dose groups. VPA exhibited dose-independent elimination kinetics at the plasma concentrations observed in this study. There was no significant change in pharmacokinetic parameters (maternal plasma elimination rate, area under the curve, peak plasma concentration) between the first and last days of treatment at either dose level. Placental transfer studies indicated that embryos were exposed to half the free VPA concentrations present in maternal plasma on GD 37. Comparisons of interspecies sensitivity to VPA-induced developmental toxicity in the mouse, rat, monkey, and man are made.
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Affiliation(s)
- A G Hendrickx
- California Primate Research Center, University of California, Davis 95616
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Rowland JR. New DRG proposal expanded to physicians? J Med Assoc Ga 1987; 76:99. [PMID: 3104523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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Rowland JR. Health care issues on the Hill: working toward solutions. J Med Assoc Ga 1984; 73:667-70. [PMID: 6502032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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Rowland JR. Dr. Rowland goes to Washington. J Med Assoc Ga 1982; 71:856-7. [PMID: 6759600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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