1
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Milanes JE, Yan VC, Pham CD, Muller F, Kwain S, Rees KC, Dominy BN, Whitehead DC, Millward SW, Bolejack M, Shek R, Tillery L, Phan IQ, Staker B, Moseman EA, Zhang X, Ma X, Jebet A, Yin X, Morris JC. Enolase inhibitors as therapeutic leads for Naegleria fowleri infection. PLoS Pathog 2024; 20:e1012412. [PMID: 39088549 PMCID: PMC11321563 DOI: 10.1371/journal.ppat.1012412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 08/13/2024] [Accepted: 07/11/2024] [Indexed: 08/03/2024] Open
Abstract
Infections with the pathogenic free-living amoebae Naegleria fowleri can lead to life-threatening illnesses including catastrophic primary amoebic meningoencephalitis (PAM). Efficacious treatment options for these infections are lacking and the mortality rate remains >95% in the US. Glycolysis is very important for the infectious trophozoite lifecycle stage and inhibitors of glucose metabolism have been found to be toxic to the pathogen. Recently, human enolase 2 (ENO2) phosphonate inhibitors have been developed as lead agents to treat glioblastoma multiforme (GBM). These compounds, which cure GBM in a rodent model, are well-tolerated in mammals because enolase 1 (ENO1) is the predominant isoform used systemically. Here, we describe findings that demonstrate these agents are potent inhibitors of N. fowleri ENO (NfENO) and are lethal to amoebae. In particular, (1-hydroxy-2-oxopiperidin-3-yl) phosphonic acid (HEX) was a potent enzyme inhibitor (IC50 = 0.14 ± 0.04 μM) that was toxic to trophozoites (EC50 = 0.21 ± 0.02 μM) while the reported CC50 was >300 μM. Molecular docking simulation revealed that HEX binds strongly to the active site of NfENO with a binding affinity of -8.6 kcal/mol. Metabolomic studies of parasites treated with HEX revealed a 4.5 to 78-fold accumulation of glycolytic intermediates upstream of NfENO. Last, nasal instillation of HEX increased longevity of amoebae-infected rodents. Two days after infection, animals were treated for 10 days with 3 mg/kg HEX, followed by one week of observation. At the end of the one-week observation, eight of 12 HEX-treated animals remained alive (resulting in an indeterminable median survival time) while one of 12 vehicle-treated rodents remained, yielding a median survival time of 10.9 days. However, intranasal HEX delivery was not curative as brains of six of the eight survivors were positive for amoebae. These findings suggest that HEX requires further evaluation to develop as a lead for treatment of PAM.
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Affiliation(s)
- Jillian E. Milanes
- Department of Genetics and Biochemistry, Eukaryotic Pathogens Innovation Center, Clemson University, Clemson, South Carolina, United States of America
| | - Victoria C. Yan
- Department of Cancer Systems Imaging, UT MD Anderson Cancer Center, Houston, Texas, United States of America
| | - Cong-Dat Pham
- Department of Cancer Systems Imaging, UT MD Anderson Cancer Center, Houston, Texas, United States of America
| | - Florian Muller
- Sporos Bioventures, Houston, Texas, United States of America
| | - Samuel Kwain
- Department of Chemistry, Eukaryotic Pathogens Innovation Center, Clemson University, Clemson, South Carolina, United States of America
| | - Kerrick C. Rees
- Department of Chemistry, Eukaryotic Pathogens Innovation Center, Clemson University, Clemson, South Carolina, United States of America
| | - Brian N. Dominy
- Department of Chemistry, Eukaryotic Pathogens Innovation Center, Clemson University, Clemson, South Carolina, United States of America
| | - Daniel C. Whitehead
- Department of Chemistry, Eukaryotic Pathogens Innovation Center, Clemson University, Clemson, South Carolina, United States of America
| | - Steven W. Millward
- Department of Cancer Systems Imaging, UT MD Anderson Cancer Center, Houston, Texas, United States of America
| | - Madison Bolejack
- UCB BioSciences, Bainbridge Island, Washington, United States of America
| | - Roger Shek
- Center for Emerging and Re-emerging Infectious Diseases and Seattle Structural Genomics Center for Infectious Disease, Center for Global Infection Disease Research, Seattle Children’s Research Institute, Seattle, Washington, United States of America
| | - Logan Tillery
- Center for Emerging and Re-emerging Infectious Diseases and Seattle Structural Genomics Center for Infectious Disease, Center for Global Infection Disease Research, Seattle Children’s Research Institute, Seattle, Washington, United States of America
| | - Isabelle Q. Phan
- Seattle Structural Genomics Center for Infectious Disease, Center for Global Infection Disease Research, Seattle Children’s Research Institute, Seattle, Washington, United States of America
| | - Bart Staker
- Seattle Structural Genomics Center for Infectious Disease, Center for Global Infection Disease Research, Seattle Children’s Research Institute, Seattle, Washington, United States of America
| | - E. Ashley Moseman
- Department of Immunology, Duke University School of Medicine, Durham, North Carolina, United States of America
| | - Xiang Zhang
- Department of Chemistry, University of Louisville, Louisville, Kentucky, United States of America
| | - Xipeng Ma
- Department of Chemistry, University of Louisville, Louisville, Kentucky, United States of America
| | - Audriy Jebet
- Department of Chemistry, University of Louisville, Louisville, Kentucky, United States of America
| | - Xinmin Yin
- Department of Chemistry, University of Louisville, Louisville, Kentucky, United States of America
| | - James C. Morris
- Department of Genetics and Biochemistry, Eukaryotic Pathogens Innovation Center, Clemson University, Clemson, South Carolina, United States of America
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Batarchuk V, Shepelytskyi Y, Grynko V, Kovacs AH, Hodgson A, Rodriguez K, Aldossary R, Talwar T, Hasselbrink C, Ruset IC, DeBoef B, Albert MS. Hyperpolarized Xenon-129 Chemical Exchange Saturation Transfer (HyperCEST) Molecular Imaging: Achievements and Future Challenges. Int J Mol Sci 2024; 25:1939. [PMID: 38339217 PMCID: PMC10856220 DOI: 10.3390/ijms25031939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2024] [Revised: 01/25/2024] [Accepted: 01/28/2024] [Indexed: 02/12/2024] Open
Abstract
Molecular magnetic resonance imaging (MRI) is an emerging field that is set to revolutionize our perspective of disease diagnosis, treatment efficacy monitoring, and precision medicine in full concordance with personalized medicine. A wide range of hyperpolarized (HP) 129Xe biosensors have been recently developed, demonstrating their potential applications in molecular settings, and achieving notable success within in vitro studies. The favorable nuclear magnetic resonance properties of 129Xe, coupled with its non-toxic nature, high solubility in biological tissues, and capacity to dissolve in blood and diffuse across membranes, highlight its superior role for applications in molecular MRI settings. The incorporation of reporters that combine signal enhancement from both hyperpolarized 129Xe and chemical exchange saturation transfer holds the potential to address the primary limitation of low sensitivity observed in conventional MRI. This review provides a summary of the various applications of HP 129Xe biosensors developed over the last decade, specifically highlighting their use in MRI. Moreover, this paper addresses the evolution of in vivo applications of HP 129Xe, discussing its potential transition into clinical settings.
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Affiliation(s)
- Viktoriia Batarchuk
- Chemistry Department, Lakehead University, Thunder Bay, ON P7B 5E1, Canada; (V.B.)
- Thunder Bay Regional Health Research Institute, Thunder Bay, ON P7B 6V4, Canada
| | - Yurii Shepelytskyi
- Chemistry Department, Lakehead University, Thunder Bay, ON P7B 5E1, Canada; (V.B.)
- Thunder Bay Regional Health Research Institute, Thunder Bay, ON P7B 6V4, Canada
| | - Vira Grynko
- Thunder Bay Regional Health Research Institute, Thunder Bay, ON P7B 6V4, Canada
- Chemistry and Materials Science Program, Lakehead University, Thunder Bay, ON P7B 5E1, Canada
| | - Antal Halen Kovacs
- Applied Life Science Program, Lakehead University, Thunder Bay, ON P7B 5E1, Canada
| | - Aaron Hodgson
- Physics Program, Lakehead University, Thunder Bay, ON P7B 5E1, Canada
| | - Karla Rodriguez
- Chemistry Department, Lakehead University, Thunder Bay, ON P7B 5E1, Canada; (V.B.)
| | - Ruba Aldossary
- Thunder Bay Regional Health Research Institute, Thunder Bay, ON P7B 6V4, Canada
| | - Tanu Talwar
- Chemistry Department, Lakehead University, Thunder Bay, ON P7B 5E1, Canada; (V.B.)
| | - Carson Hasselbrink
- Chemistry & Biochemistry Department, California Polytechnic State University, San Luis Obispo, CA 93407-005, USA
| | | | - Brenton DeBoef
- Department of Chemistry, University of Rhode Island, Kingston, RI 02881, USA
| | - Mitchell S. Albert
- Chemistry Department, Lakehead University, Thunder Bay, ON P7B 5E1, Canada; (V.B.)
- Thunder Bay Regional Health Research Institute, Thunder Bay, ON P7B 6V4, Canada
- Faculty of Medical Sciences, Northern Ontario School of Medicine, Thunder Bay, ON P7B 5E1, Canada
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3
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Milanes JE, Yan VC, Pham CD, Muller F, Kwain S, Rees KC, Dominy BN, Whitehead DC, Millward SW, Bolejack M, Abendroth J, Phan IQ, Staker B, Moseman EA, Zhang X, Ma X, Jebet A, Yin X, Morris JC. Enolase inhibitors as therapeutic leads for Naegleria fowleri infection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.16.575558. [PMID: 38293107 PMCID: PMC10827119 DOI: 10.1101/2024.01.16.575558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2024]
Abstract
Infections with the pathogenic free-living amoebae Naegleria fowleri can lead to life-threatening illnesses including catastrophic primary amebic meningoencephalitis (PAM). Efficacious treatment options for these infections are lacking and the mortality rate remains >95% in the US. Glycolysis is very important for the infectious trophozoite lifecycle stage and inhibitors of glucose metabolism have been found to be toxic to the pathogen. Recently, human enolase 2 (ENO2) phosphonate inhibitors have been developed as lead agents to treat glioblastoma multiforme (GBM). These compounds, which cure GBM in a rodent model, are well-tolerated in mammals because enolase 1 (ENO1) is the predominant isoform used systemically. Here, we describe findings that demonstrate that these agents are potent inhibitors of N. fowleri ENO ( Nf ENO) and are lethal to amoebae. In particular, (1-hydroxy-2-oxopiperidin-3-yl) phosphonic acid (HEX) was a potent enzyme inhibitor (IC 50 value of 0.14 ± 0.04 µM) that was toxic to trophozoites (EC 50 value of 0.21 ± 0.02 µM) while the reported CC 50 was >300 µM. Molecular docking simulation revealed that HEX binds strongly to the active site of Nf ENO with a binding affinity of -8.6 kcal/mol. Metabolomic studies of parasites treated with HEX revealed a 4.5 to 78-fold accumulation of glycolytic intermediates upstream of Nf ENO. Last, nasal instillation of HEX increased longevity of amoebae-infected rodents. Two days after infection, animals were treated for 10 days with 3 mg/kg HEX, followed by one week of observation. At the conclusion of the experiment, eight of 12 HEX-treated animals remained alive (resulting in an indeterminable median survival time) while one of 12 vehicle-treated rodents remained, yielding a median survival time of 10.9 days. Brains of six of the eight survivors were positive for amoebae, suggesting the agent at the tested dose suppressed, but did not eliminate, infection. These findings suggest that HEX is a promising lead for the treatment of PAM.
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4
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Khadka S, Lin YH, Ackroyd J, Chen YA, Sheng Y, Qian W, Guo S, Chen Y, Behr E, Barekatain Y, Uddin N, Arthur K, Yan V, Hsu WH, Chang Q, Poral A, Tran T, Chaurasia S, Georgiou DK, Asara JM, Barthel FP, Millward SW, DePinho RA, Muller FL. Anaplerotic nutrient stress drives synergy of angiogenesis inhibitors with therapeutics targeting tumor metabolism. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.07.539744. [PMID: 37214825 PMCID: PMC10197573 DOI: 10.1101/2023.05.07.539744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Tumor angiogenesis is a cancer hallmark, and its therapeutic inhibition has provided meaningful, albeit limited, clinical benefit. While anti-angiogenesis inhibitors deprive the tumor of oxygen and essential nutrients, cancer cells activate metabolic adaptations to diminish therapeutic response. Despite these adaptations, angiogenesis inhibition incurs extensive metabolic stress, prompting us to consider such metabolic stress as an induced vulnerability to therapies targeting cancer metabolism. Metabolomic profiling of angiogenesis-inhibited intracranial xenografts showed universal decrease in tricarboxylic acid cycle intermediates, corroborating a state of anaplerotic nutrient deficit or stress. Accordingly, we show strong synergy between angiogenesis inhibitors (Avastin, Tivozanib) and inhibitors of glycolysis or oxidative phosphorylation through exacerbation of anaplerotic nutrient stress in intracranial orthotopic xenografted gliomas. Our findings were recapitulated in GBM xenografts that do not have genetically predisposed metabolic vulnerabilities at baseline. Thus, our findings cement the central importance of the tricarboxylic acid cycle as the nexus of metabolic vulnerabilities and suggest clinical path hypothesis combining angiogenesis inhibitors with pharmacological cancer interventions targeting tumor metabolism for GBM tumors.
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Affiliation(s)
- Sunada Khadka
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- MD Anderson UT Health Graduate School of Biomedical Sciences, Houston, TX, USA
| | - Yu-Hsi Lin
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jeffrey Ackroyd
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- MD Anderson UT Health Graduate School of Biomedical Sciences, Houston, TX, USA
| | - Yi-An Chen
- Cancer and Cell Biology Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Yanghui Sheng
- Crown Bioscience Inc., Suzhou Industrial Park, 218 Xinghu Rd, Jiangsu, China
| | - Wubin Qian
- Crown Bioscience Inc., Suzhou Industrial Park, 218 Xinghu Rd, Jiangsu, China
| | - Sheng Guo
- Crown Bioscience Inc., Suzhou Industrial Park, 218 Xinghu Rd, Jiangsu, China
| | - Yining Chen
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Eliot Behr
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Yasaman Barekatain
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- MD Anderson UT Health Graduate School of Biomedical Sciences, Houston, TX, USA
| | - Nasir Uddin
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Kenisha Arthur
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Victoria Yan
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- MD Anderson UT Health Graduate School of Biomedical Sciences, Houston, TX, USA
| | - Wen-Hao Hsu
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Qing Chang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Anton Poral
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Theresa Tran
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Surendra Chaurasia
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Dimitra K Georgiou
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - John M Asara
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Floris P Barthel
- Cancer and Cell Biology Division, The Translational Genomics Research Institute (TGen), Phoenix, AZ, USA
| | - Steve W Millward
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ronald A DePinho
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Florian L Muller
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- MD Anderson UT Health Graduate School of Biomedical Sciences, Houston, TX, USA
- Present address: Sporos Bioventures, Houston, TX, USA
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5
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Yan VC, Barekatain Y, Lin YH, Satani N, Hammoudi N, Arthur K, Georgiou DK, Jiang Y, Sun Y, Marszalek JR, Millward SW, Muller FL. Comparative Pharmacology of a Bis-Pivaloyloxymethyl Phosphonate Prodrug Inhibitor of Enolase after Oral and Parenteral Administration. ACS Pharmacol Transl Sci 2023; 6:245-252. [PMID: 36798479 PMCID: PMC9926520 DOI: 10.1021/acsptsci.2c00216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Indexed: 01/08/2023]
Abstract
Metabolically labile prodrugs can experience stark differences in catabolism incurred by the chosen route of administration. This is especially true for phosph(on)ate prodrugs, in which successive promoiety removal transforms a lipophilic molecule into increasingly polar compounds. We previously described a phosphonate inhibitor of enolase (HEX) and its bis-pivaloyloxymethyl ester prodrug (POMHEX) capable of eliciting strong tumor regression in a murine model of enolase 1 (ENO1)-deleted glioblastoma following parenteral administration. Here, we characterize the pharmacokinetics and pharmacodynamics of these enolase inhibitors in vitro and in vivo after oral and parenteral administration. In support of the historical function of lipophilic prodrugs, the bis-POM prodrug significantly improves cell permeability of and rapid hydrolysis to the parent phosphonate, resulting in rapid intracellular loading of peripheral blood mononuclear cells in vitro and in vivo. We observe the influence of intracellular trapping in vivo on divergent pharmacokinetic profiles of POMHEX and its metabolites after oral and parenteral administration. This is a clear demonstration of the tissue reservoir effect hypothesized to explain phosph(on)ate prodrug pharmacokinetics but has heretofore not been explicitly demonstrated.
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Affiliation(s)
- Victoria C. Yan
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Yasaman Barekatain
- Department
of Cancer Biology, University of Texas MD
Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Yu-Hsi Lin
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Nikunj Satani
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Naima Hammoudi
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Kenisha Arthur
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Dimitra K. Georgiou
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Yongying Jiang
- Institute
of Applied Cancer Science, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Yuting Sun
- Institute
of Applied Cancer Science, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Joseph R. Marszalek
- Center
for Co-Clinical Trials, University of Texas
MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Steven W. Millward
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
| | - Florian L. Muller
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77030-4000, United States
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6
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Yan VC, Pham CD, Ballato ES, Yang KL, Arthur K, Khadka S, Barekatain Y, Shrestha P, Tran T, Poral AH, Washington M, Raghavan S, Czako B, Pisaneschi F, Lin YH, Satani N, Hammoudi N, Ackroyd JJ, Georgiou DK, Millward SW, Muller FL. Prodrugs of a 1-Hydroxy-2-oxopiperidin-3-yl Phosphonate Enolase Inhibitor for the Treatment of ENO1-Deleted Cancers. J Med Chem 2022; 65:13813-13832. [PMID: 36251833 PMCID: PMC9620261 DOI: 10.1021/acs.jmedchem.2c01039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Cancers harboring homozygous deletion of the glycolytic enzyme enolase 1 (ENO1) are selectively vulnerable to inhibition of the paralogous isoform, enolase 2 (ENO2). A previous work described the sustained tumor regression activities of a substrate-competitive phosphonate inhibitor of ENO2, 1-hydroxy-2-oxopiperidin-3-yl phosphonate (HEX) (5), and its bis-pivaloyoxymethyl prodrug, POMHEX (6), in an ENO1-deleted intracranial orthotopic xenograft model of glioblastoma [Nature Metabolism 2020, 2, 1423-1426]. Due to poor pharmacokinetics of bis-ester prodrugs, this study was undertaken to identify potential non-esterase prodrugs for further development. Whereas phosphonoamidate esters were efficiently bioactivated in ENO1-deleted glioma cells, McGuigan prodrugs were not. Other strategies, including cycloSal and lipid prodrugs of 5, exhibited low micromolar IC50 values in ENO1-deleted glioma cells and improved stability in human serum over 6. The activity of select prodrugs was also probed using the NCI-60 cell line screen, supporting its use to examine the relationship between prodrugs and cell line-dependent bioactivation.
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Affiliation(s)
- Victoria C. Yan
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States,. Twitter: @victoriacyanide
| | - Cong-Dat Pham
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Elliot S. Ballato
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Kristine L. Yang
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Kenisha Arthur
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Sunada Khadka
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States,Department
of Cancer Biology, University of Texas MD
Anderson Cancer Center, Houston, Texas 77054, United States
| | - Yasaman Barekatain
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States,Department
of Cancer Biology, University of Texas MD
Anderson Cancer Center, Houston, Texas 77054, United States
| | - Prakriti Shrestha
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Theresa Tran
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Anton H. Poral
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Mykia Washington
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Sudhir Raghavan
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Barbara Czako
- Institute
of Applied Cancer Science, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Federica Pisaneschi
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Yu-Hsi Lin
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Nikunj Satani
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Naima Hammoudi
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Jeffrey J. Ackroyd
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Dimitra K. Georgiou
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Steven W. Millward
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
| | - Florian L. Muller
- Department
of Cancer Systems Imaging, University of
Texas MD Anderson Cancer Center, Houston, Texas 77054, United States
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