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Seiter D, Chen R, Ludwig KD, Zhu A, Shah D, Wieben O, Johnson KM. Velocity-selective arterial spin labeling perfusion measurements in 2nd trimester human placenta with varying BMI. Placenta 2024; 150:72-79. [PMID: 38615536 PMCID: PMC11065564 DOI: 10.1016/j.placenta.2024.03.012] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 03/19/2024] [Accepted: 03/22/2024] [Indexed: 04/16/2024]
Abstract
INTRODUCTION Proper placental development is crucial to fetal health but is challenging to functionally assess non-invasively and is thus poorly characterized in populations. Body mass index (BMI) has been linked with adverse outcomes, but the causative mechanism is uncertain. Velocity-selective arterial spin labeling (VS-ASL) MRI provides a method to non-invasively measure placental perfusion with robustness to confounding transit time delays. In this study, we report on the measurement of perfusion in the human placenta in early pregnancy using velocity-selective arterial spin labeling (VS-ASL) MRI, comparing non-obese and obese participants. METHODS Participants (N = 97) undergoing routine prenatal care were recruited and imaged with structural and VS-ASL perfusion MRI at 15 and 21 weeks gestation. Resulting perfusion images were analyzed with respect to obesity based on BMI, gestational age, and the presence of adverse outcomes. RESULTS At 15 weeks gestation BMI was not associated with placental perfusion or perfusion heterogeneity. However, at 21 weeks gestation BMI was associated with higher placental perfusion (p < 0.01) and a decrease in perfusion heterogeneity (p < 0.05). In alignment with past studies, perfusion values were also higher at 21 weeks compared to 15 weeks gestation. In a small cohort of participants with adverse outcomes, at 21 weeks lower perfusion was observed compared to participants with uncomplicated pregnancies. DISCUSSION These results suggest low placental perfusion in the early second trimester may not be the culpable factor driving associations of obesity with adverse outcomes.
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Affiliation(s)
- Daniel Seiter
- Medical Physics, University of Wisconsin-Madison, Madison, WI, United States
| | - Ruiming Chen
- Medical Physics, University of Wisconsin-Madison, Madison, WI, United States
| | - Kai D Ludwig
- Medical Physics, University of Wisconsin-Madison, Madison, WI, United States
| | - Ante Zhu
- Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, United States; Radiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Dinesh Shah
- Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, WI, United States
| | - Oliver Wieben
- Medical Physics, University of Wisconsin-Madison, Madison, WI, United States; Radiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Kevin M Johnson
- Medical Physics, University of Wisconsin-Madison, Madison, WI, United States; Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, United States; Radiology, University of Wisconsin-Madison, Madison, WI, United States.
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Chen R, Seiter D, Keding LT, Vazquez J, Antony KM, Simmons HA, Basu P, Mejia AF, Johnson KM, Stanic AK, Liu RY, Shah DM, Golos TG, Wieben O. Cotyledon-Specific Flow Evaluation of Rhesus Macaque Placental Injury Using Ferumoxytol Dynamic Contrast-Enhanced MRI. J Magn Reson Imaging 2024. [PMID: 38375996 DOI: 10.1002/jmri.29291] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 01/29/2024] [Accepted: 01/29/2024] [Indexed: 02/21/2024] Open
Abstract
BACKGROUND Recently, dynamic contrast-enhanced (DCE) MRI with ferumoxytol as contrast agent has recently been introduced for the noninvasive assessment of placental structure and function throughout. However, it has not been demonstrated under pathological conditions. PURPOSE To measure cotyledon-specific rhesus macaque maternal placental blood flow using ferumoxytol DCE MRI in a novel animal model for local placental injury. STUDY TYPE Prospective animal model. SUBJECTS Placental injections of Tisseel (three with 0.5 mL and two with 1.5 mL), monocyte chemoattractant protein 1 (three with 100 μg), and three with saline as controls were performed in a total of 11 rhesus macaque pregnancies at approximate gestational day (GD 101). DCE MRI scans were performed prior (GD 100) and after (GD 115 and GD 145) the injection (term = GD 165). FIELD STRENGTH/SEQUENCE 3 T, T1-weighted spoiled gradient echo sequence (product sequence, DISCO). ASSESSMENT Source images were inspected for motion artefacts from the mother or fetus. Placenta segmentation and DCE processing were performed for the dynamic image series to measure cotyledon specific volume, flow, and normalized flow. Overall placental histopathology was conducted for controls, Tisseel, and MCP-1 animals and regions of tissue infarctions and necrosis were documented. Visual inspections for potential necrotic tissue were conducted for the two Tisseelx3 animals. STATISTICAL TESTS Wilcoxon rank sum test, significance level P < 0.05. RESULTS No motion artefacts were observed. For the group treated with 1.5 mL of Tisseel, significantly lower cotyledon volume, flow, and normalized flow per cotyledon were observed for the third gestational time point of imaging (day ~145), with mean normalized flow of 0.53 minute-1 . Preliminary histopathological analysis shows areas of tissue necrosis from a selected cotyledon in one Tisseel-treated (single dose) animal and both Tisseelx3 (triple dose) animals. DATA CONCLUSION This study demonstrates the feasibility of cotyledon-specific functional analysis at multiple gestational time points and injury detection in a placental rhesus macaque model through ferumoxytol-enhanced DCE MRI. LEVEL OF EVIDENCE NA TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Ruiming Chen
- Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Daniel Seiter
- Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Logan T Keding
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Jessica Vazquez
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Comparative Biosciences, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Kathleen M Antony
- Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Heather A Simmons
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Comparative Biosciences, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Puja Basu
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Andres F Mejia
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Kevin M Johnson
- Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Biomedical Engineering, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Aleksandar K Stanic
- Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Ruo-Yu Liu
- Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Dinesh M Shah
- Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Thaddeus G Golos
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Comparative Biosciences, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Oliver Wieben
- Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
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Rivera-Rivera LA, Roberts GS, Peret A, Langhough RE, Jonaitis EM, Du L, Field A, Eisenmenger L, Johnson SC, Johnson KM. Unraveling diurnal and technical variability in cerebral hemodynamics from neurovascular 4D-Flow MRI. J Cereb Blood Flow Metab 2024:271678X241232190. [PMID: 38340787 DOI: 10.1177/0271678x241232190] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/12/2024]
Abstract
Neurovascular 4D-Flow MRI enables non-invasive evaluation of cerebral hemodynamics including measures of cerebral blood flow (CBF), vessel pulsatility index (PI), and cerebral pulse wave velocity (PWV). 4D-Flow measures have been linked to various neurovascular disorders including small vessel disease and Alzheimer's disease; however, physiological and technical sources of variability are not well established. Here, we characterized sources of diurnal physiological and technical variability in cerebral hemodynamics using 4D-Flow in a retrospective study of cognitively unimpaired older adults (N = 750) and a prospective study of younger adults (N = 10). Younger participants underwent repeated MRI sessions at 7am, 4 pm, and 10 pm. In the older cohort, having an MRI earlier on the day was significantly associated with higher CBF and lower PI. In prospective experiments, time of day significantly explained variability in CBF and PI; however, not in PWV. Test-retest experiments showed high CBF intra-session repeatability (repeatability coefficient (RPC) =7.2%), compared to lower diurnal repeatability (RPC = 40%). PI and PWV displayed similar intra-session and diurnal variability (PI intra-session RPC = 22%, RPC = 24% 7am vs 4 pm; PWV intra-session RPC = 17%, RPC = 21% 7am vs 4 pm). Overall, CBF measures showed low technical variability, supporting diurnal variability is from physiology. PI and PWV showed higher technical variability but less diurnal variability.
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Affiliation(s)
- Leonardo A Rivera-Rivera
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Grant S Roberts
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Anthony Peret
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Rebecca E Langhough
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Erin M Jonaitis
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Lianlian Du
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Aaron Field
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Laura Eisenmenger
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Sterling C Johnson
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Kevin M Johnson
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
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Ruiz-Muñoz A, Guala A, Dux-Santoy L, Teixidó-Turà G, Valente F, Garrido-Oliver J, Galian-Gay L, Gutiérrez L, Fernandez-Galera R, Casas-Masnou G, González-Alujas T, Cuéllar-Calabria H, Carrasco-Poves A, Morales-Galán A, Johnson KM, Wieben O, Ferreira-González I, Evangelista A, Rodriguez-Palomares J. False lumen hemodynamics and partial thrombosis in chronic aortic dissection of the descending aorta. Eur Radiol 2024:10.1007/s00330-023-10513-6. [PMID: 38183450 DOI: 10.1007/s00330-023-10513-6] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 10/17/2023] [Accepted: 11/08/2023] [Indexed: 01/08/2024]
Abstract
OBJECTIVES Partial thrombosis of the false lumen (FL) in patients with chronic aortic dissection (AD) of the descending aorta has been associated with poor outcomes. Meanwhile, the fluid dynamic and biomechanical characteristics associated with partial thrombosis remain to be elucidated. This retrospective, single-center study tested the association between FL fluid dynamics and biomechanics and the presence and extent of FL thrombus. METHODS Patients with chronic non-thrombosed or partially thrombosed FLs in the descending aorta after an aortic dissection underwent computed tomography angiography, cardiovascular magnetic resonance (CMR) angiography, and a 4D flow CMR study. A comprehensive quantitative analysis was performed to test the association between FL thrombus presence and extent (percentage of FL with thrombus) and FL anatomy (diameter, entry tear location and size), fluid dynamics (inflow, rotational flow, wall shear stress, kinetic energy, and flow acceleration and stasis), and biomechanics (pulse wave velocity). RESULTS Sixty-eight patients were included. In multivariate logistic regression FL kinetic energy (p = 0.038) discriminated the 33 patients with partial FL thrombosis from the 35 patients with no thrombosis. Similarly, in separated multivariate linear correlations kinetic energy (p = 0.006) and FL inflow (p = 0.002) were independently related to the extent of the thrombus. FL vortexes, flow acceleration and stasis, wall shear stress, and pulse wave velocity showed limited associations with thrombus presence and extent. CONCLUSION In patients with chronic descending aorta dissection, false lumen kinetic energy is related to the presence and extent of false lumen thrombus. CLINICAL RELEVANCE STATEMENT In patients with chronic aortic dissection of the descending aorta, false lumen hemodynamic parameters are closely linked with the presence and extent of false lumen thrombosis, and these non-invasive measures might be important in patient management. KEY POINTS • Partial false lumen thrombosis has been associated with aortic growth in patients with chronic descending aortic dissection; therefore, the identification of prothrombotic flow conditions is desirable. • The presence of partial false lumen thrombosis as well as its extent was related with false lumen kinetic energy. • The assessment of false lumen hemodynamics may be important in the management of patients with chronic aortic dissection of the descending aorta.
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Affiliation(s)
- Aroa Ruiz-Muñoz
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
| | - Andrea Guala
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain.
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain.
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain.
| | | | - Gisela Teixidó-Turà
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Filipa Valente
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | | | - Laura Galian-Gay
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Laura Gutiérrez
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Rubén Fernandez-Galera
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Guillem Casas-Masnou
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Teresa González-Alujas
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Hug Cuéllar-Calabria
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
- Department of Radiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | | | | | - Kevin M Johnson
- Departments of Medical Physics & Radiology, University of Wisconsin, Madison, WI, USA
| | - Oliver Wieben
- Departments of Medical Physics & Radiology, University of Wisconsin, Madison, WI, USA
| | - Ignacio Ferreira-González
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
- CIBERESP, Instituto de Salud Carlos III, Madrid, Spain
| | - Arturo Evangelista
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
- Instituto del Corazón, Quirónsalud-Teknon, Barcelona, Spain
| | - Jose Rodriguez-Palomares
- Vall d'Hebron Institut de Recerca (VHIR), Barcelona, Spain.
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain.
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Paseo Vall d'Hebron 119-129, 08035, Barcelona, Spain.
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain.
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Rivera-Rivera LA, Vikner T, Eisenmenger L, Johnson SC, Johnson KM. Four-dimensional flow MRI for quantitative assessment of cerebrospinal fluid dynamics: Status and opportunities. NMR Biomed 2023:e5082. [PMID: 38124351 DOI: 10.1002/nbm.5082] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 10/03/2023] [Accepted: 11/07/2023] [Indexed: 12/23/2023]
Abstract
Neurological disorders can manifest with altered neurofluid dynamics in different compartments of the central nervous system. These include alterations in cerebral blood flow, cerebrospinal fluid (CSF) flow, and tissue biomechanics. Noninvasive quantitative assessment of neurofluid flow and tissue motion is feasible with phase contrast magnetic resonance imaging (PC MRI). While two-dimensional (2D) PC MRI is routinely utilized in research and clinical settings to assess flow dynamics through a single imaging slice, comprehensive neurofluid dynamic assessment can be limited or impractical. Recently, four-dimensional (4D) flow MRI (or time-resolved three-dimensional PC with three-directional velocity encoding) has emerged as a powerful extension of 2D PC, allowing for large volumetric coverage of fluid velocities at high spatiotemporal resolution within clinically reasonable scan times. Yet, most 4D flow studies have focused on blood flow imaging. Characterizing CSF flow dynamics with 4D flow (i.e., 4D CSF flow) is of high interest to understand normal brain and spine physiology, but also to study neurological disorders such as dysfunctional brain metabolite waste clearance, where CSF dynamics appear to play an important role. However, 4D CSF flow imaging is challenged by the long T1 time of CSF and slower velocities compared with blood flow, which can result in longer scan times from low flip angles and extended motion-sensitive gradients, hindering clinical adoption. In this work, we review the state of 4D CSF flow MRI including challenges, novel solutions from current research and ongoing needs, examples of clinical and research applications, and discuss an outlook on the future of 4D CSF flow.
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Affiliation(s)
- Leonardo A Rivera-Rivera
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Tomas Vikner
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Radiation Sciences, Radiation Physics and Biomedical Engineering, Umeå University, Umeå, Sweden
| | - Laura Eisenmenger
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Sterling C Johnson
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
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Wang S, Argikar UA, Cheruzel L, Cho S, Crouch RD, Dhaware D, Heck CJS, Johnson KM, Kalgutkar AS, King L, Liu J, Ma B, Maw H, Miller GP, Seneviratne HK, Takahashi RH, Wei C, Khojasteh SC. Bioactivation and reactivity research advances - 2022 year in review‡. Drug Metab Rev 2023; 55:267-300. [PMID: 37608698 DOI: 10.1080/03602532.2023.2244193] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 06/05/2023] [Indexed: 08/24/2023]
Abstract
With the 50th year mark since the launch of Drug Metabolism and Disposition journal, the field of drug metabolism and bioactivation has advanced exponentially in the past decades (Guengerich 2023).This has, in a major part, been due to the continued advances across the whole spectrum of applied technologies in hardware, software, machine learning (ML), and artificial intelligence (AI). LC-MS platforms continue to evolve to support key applications in the field, and automation is also improving the accuracy, precision, and throughput of these supporting assays. In addition, sample generation and processing is being aided by increased diversity and quality of reagents and bio-matrices so that what is being analyzed is more relevant and translatable. The application of in silico platforms (applied software, ML, and AI) is also making great strides, and in tandem with the more traditional approaches mentioned previously, is significantly advancing our understanding of bioactivation pathways and how these play a role in toxicity. All of this continues to allow the area of bioactivation to evolve in parallel with associated fields to help bring novel or improved medicines to patients with urgent or unmet needs.Shuai Wang and Cyrus Khojasteh, on behalf of the authors.
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Affiliation(s)
- Shuai Wang
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, CA, USA
| | - Upendra A Argikar
- Non-clinical Development, Bill and Melinda Gates Medical Research Institute, Cambridge, MA, USA
| | - Lionel Cheruzel
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, CA, USA
| | - Sungjoon Cho
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, CA, USA
| | - Rachel D Crouch
- Department of Pharmacy and Pharmaceutical Sciences, Lipscomb University College of Pharmacy, Nashville, TN, USA
| | | | - Carley J S Heck
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Groton, CT, USA
| | - Kevin M Johnson
- Drug Metabolism and Pharmacokinetics, Inotiv, Maryland Heights, MO, USA
| | - Amit S Kalgutkar
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Cambridge, MA, USA
| | - Lloyd King
- Quantitative Drug Discovery, UCB Biopharma UK, Slough, UK
| | - Joyce Liu
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, CA, USA
| | - Bin Ma
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, CA, USA
| | - Hlaing Maw
- Drug Metabolism and Pharmacokinetics, Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, USA
| | - Grover P Miller
- Department of Biochemistry and Molecular Biology, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Herana Kamal Seneviratne
- Department of Chemistry and Biochemistry, University of Maryland, Baltimore County, Baltimore, MD, USA
| | | | - Cong Wei
- Drug Metabolism and Pharmacokinetics, Biogen Inc., Cambridge, MA, USA
| | - S Cyrus Khojasteh
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, CA, USA
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7
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Khojasteh SC, Argikar UA, Cheruzel L, Cho S, Crouch RD, Dhaware D, Heck CJS, Johnson KM, Kalgutkar AS, King L, Liu J, Ma B, Maw H, Miller GP, Seneviratne HK, Takahashi RH, Wang S, Wei C, Jackson KD. Biotransformation research advances - 2022 year in review. Drug Metab Rev 2023; 55:301-342. [PMID: 37737116 DOI: 10.1080/03602532.2023.2262161] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 06/05/2023] [Indexed: 09/23/2023]
Abstract
This annual review is the eighth of its kind since 2016 (Baillie et al. 2016, Khojasteh et al. 2017, Khojasteh et al. 2018, Khojasteh et al. 2019, Khojasteh et al. 2020, Khojasteh et al. 2021, Khojasteh et al. 2022). Our objective is to explore and share articles which we deem influential and significant in the field of biotransformation.
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Affiliation(s)
- S Cyrus Khojasteh
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc, South San Francisco, CA, USA
| | - Upendra A Argikar
- Non-clinical Development, Bill and Melinda Gates Medical Research Institute, Cambridge, MA, USA
| | - Lionel Cheruzel
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc, South San Francisco, CA, USA
| | - Sungjoon Cho
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc, South San Francisco, CA, USA
| | - Rachel D Crouch
- Department of Pharmacy and Pharmaceutical Sciences, Lipscomb University College of Pharmacy, Nashville, TN, USA
| | | | - Carley J S Heck
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Groton, CT, USA
| | - Kevin M Johnson
- Drug Metabolism and Pharmacokinetics, Inotiv, MD Heights, MO, USA
| | - Amit S Kalgutkar
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Cambridge, MA, USA
| | - Lloyd King
- Quantitative Drug Discovery, UCB Biopharma UK, Slough UK
| | - Joyce Liu
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc, South San Francisco, CA, USA
| | - Bin Ma
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc, South San Francisco, CA, USA
| | - Hlaing Maw
- Drug Metabolism and Pharmacokinetics, Boehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA
| | - Grover P Miller
- Department of Biochemistry and Molecular Biology, University of AR for Medical Sciences, Little Rock, AR, USA
| | | | - Ryan H Takahashi
- Drug Metabolism and Pharmacokinetics, Denali Therapeutics, South San Francisco, CA, USA
| | - Shuai Wang
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc, South San Francisco, CA, USA
| | - Cong Wei
- Drug Metabolism and Pharmacokinetics, Biogen Inc, Cambridge, MA, USA
| | - Klarissa D Jackson
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, NC, USA
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8
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Saunders LC, Collier GJ, Chan HF, Hughes PJC, Smith LJ, Watson JGR, Meiring JE, Gabriel Z, Newman T, Plowright M, Wade P, Eaden JA, Thomas S, Strickland S, Gustafsson L, Bray J, Marshall H, Capener DA, Armstrong L, Rodgers J, Brook M, Biancardi AM, Rao MR, Norquay G, Rodgers O, Munro R, Ball JE, Stewart NJ, Lawrie A, Jenkins RG, Grist JT, Gleeson F, Schulte RF, Johnson KM, Wilson FJ, Cahn A, Swift AJ, Rajaram S, Mills GH, Watson L, Collini PJ, Lawson R, Thompson AAR, Wild JM. Longitudinal Lung Function Assessment of Patients Hospitalized With COVID-19 Using 1H and 129Xe Lung MRI. Chest 2023; 164:700-716. [PMID: 36965765 PMCID: PMC10036146 DOI: 10.1016/j.chest.2023.03.024] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [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] [Received: 12/21/2022] [Revised: 03/14/2023] [Accepted: 03/18/2023] [Indexed: 03/25/2023] Open
Abstract
BACKGROUND Microvascular abnormalities and impaired gas transfer have been observed in patients with COVID-19. The progression of pulmonary changes in these patients remains unclear. RESEARCH QUESTION Do patients hospitalized with COVID-19 without evidence of architectural distortion on structural imaging exhibit longitudinal improvements in lung function measured by using 1H and 129Xe MRI between 6 and 52 weeks following hospitalization? STUDY DESIGN AND METHODS Patients who were hospitalized with COVID-19 pneumonia underwent a pulmonary 1H and 129Xe MRI protocol at 6, 12, 25, and 51 weeks following hospital admission in a prospective cohort study between November 2020 and February 2022. The imaging protocol was as follows: 1H ultra-short echo time, contrast-enhanced lung perfusion, 129Xe ventilation, 129Xe diffusion-weighted, and 129Xe spectroscopic imaging of gas exchange. RESULTS Nine patients were recruited (age 57 ± 14 [median ± interquartile range] years; six of nine patients were male). Patients underwent MRI at 6 (n = 9), 12 (n = 9), 25 (n = 6), and 51 (n = 8) weeks following hospital admission. Patients with signs of interstitial lung damage were excluded. At 6 weeks, patients exhibited impaired 129Xe gas transfer (RBC to membrane fraction), but lung microstructure was not increased (apparent diffusion coefficient and mean acinar airway dimensions). Minor ventilation abnormalities present in four patients were largely resolved in the 6- to 25-week period. At 12 weeks, all patients with lung perfusion data (n = 6) showed an increase in both pulmonary blood volume and flow compared with 6 weeks, although this was not statistically significant. At 12 weeks, significant improvements in 129Xe gas transfer were observed compared with 6-week examinations; however, 129Xe gas transfer remained abnormally low at weeks 12, 25, and 51. INTERPRETATION 129Xe gas transfer was impaired up to 1 year following hospitalization in patients who were hospitalized with COVID-19 pneumonia, without evidence of architectural distortion on structural imaging, whereas lung ventilation was normal at 52 weeks.
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Affiliation(s)
- Laura C Saunders
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Guilhem J Collier
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Ho-Fung Chan
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Paul J C Hughes
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Laurie J Smith
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - J G R Watson
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - James E Meiring
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Zoë Gabriel
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Thomas Newman
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England; Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Megan Plowright
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Phillip Wade
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - James A Eaden
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Siby Thomas
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | | | - Lotta Gustafsson
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Jody Bray
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Helen Marshall
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - David A Capener
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Leanne Armstrong
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Jennifer Rodgers
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Martin Brook
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Alberto M Biancardi
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Madhwesha R Rao
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Graham Norquay
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Oliver Rodgers
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Ryan Munro
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - James E Ball
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Neil J Stewart
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Allan Lawrie
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - R Gisli Jenkins
- National Heart and Lung Institute, Imperial College London, London, England
| | - James T Grist
- Department of Radiology, Oxford University Hospitals, Oxford, England; Oxford Centre for Clinical Magnetic Resonance Research, University of Oxford, Oxford, England; Department of Physiology, Anatomy, and Genetics, University of Oxford, Oxford, England
| | - Fergus Gleeson
- Department of Oncology, University of Oxford, Oxford, England; Department of Radiology, Oxford University Hospitals, Oxford, England
| | | | - Kevin M Johnson
- Department of Medical Physics, University of Madison, Madison, WI, USA
| | | | | | - Andrew J Swift
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Smitha Rajaram
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Gary H Mills
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Lisa Watson
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Paul J Collini
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England
| | - Rod Lawson
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - A A Roger Thompson
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England; Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England
| | - Jim M Wild
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, England.
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9
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Zou Q, Miller Z, Dzelebdzic S, Abadeer M, Johnson KM, Hussain T. Time-Resolved 3D cardiopulmonary MRI reconstruction using spatial transformer network. Math Biosci Eng 2023; 20:15982-15998. [PMID: 37919998 DOI: 10.3934/mbe.2023712] [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] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/04/2023]
Abstract
The accurate visualization and assessment of the complex cardiac and pulmonary structures in 3D is critical for the diagnosis and treatment of cardiovascular and respiratory disorders. Conventional 3D cardiac magnetic resonance imaging (MRI) techniques suffer from long acquisition times, motion artifacts, and limited spatiotemporal resolution. This study proposes a novel time-resolved 3D cardiopulmonary MRI reconstruction method based on spatial transformer networks (STNs) to reconstruct the 3D cardiopulmonary MRI acquired using 3D center-out radial ultra-short echo time (UTE) sequences. The proposed reconstruction method employed an STN-based deep learning framework, which used a combination of data-processing, grid generator, and sampler. The reconstructed 3D images were compared against the start-of-the-art time-resolved reconstruction method. The results showed that the proposed time-resolved 3D cardiopulmonary MRI reconstruction using STNs offers a robust and efficient approach to obtain high-quality images. This method effectively overcomes the limitations of conventional 3D cardiac MRI techniques and has the potential to improve the diagnosis and treatment planning of cardiopulmonary disorders.
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Affiliation(s)
- Qing Zou
- Division of Pediatric Cardiology, Department of Pediatrics, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Radiology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Advanced Imaging Research Center, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Zachary Miller
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, USA
| | - Sanja Dzelebdzic
- Division of Pediatric Cardiology, Department of Pediatrics, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Maher Abadeer
- Division of Pediatric Cardiology, Department of Pediatrics, The University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Tarique Hussain
- Division of Pediatric Cardiology, Department of Pediatrics, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Radiology, The University of Texas Southwestern Medical Center, Dallas, TX, USA
- Advanced Imaging Research Center, The University of Texas Southwestern Medical Center, Dallas, TX, USA
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10
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Wieben O, Roberts GS, Corrado PA, Johnson KM, Roldán-Alzate A. Four-Dimensional Flow MR Imaging: Technique and Advances. Magn Reson Imaging Clin N Am 2023; 31:433-449. [PMID: 37414470 DOI: 10.1016/j.mric.2023.05.003] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023]
Abstract
4D Flow MRI is an advanced imaging technique for comprehensive non-invasive assessment of the cardiovascular system. The capture of the blood velocity vector field throughout the cardiac cycle enables measures of flow, pulse wave velocity, kinetic energy, wall shear stress, and more. Advances in hardware, MRI data acquisition and reconstruction methodology allow for clinically feasible scan times. The availability of 4D Flow analysis packages allows for more widespread use in research and the clinic and will facilitate much needed multi-center, multi-vendor studies in order to establish consistency across scanner platforms and to enable larger scale studies to demonstrate clinical value.
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Affiliation(s)
- Oliver Wieben
- Department of Medical Physics, University of Wisconsin-Madison, Wisconsin Institutes for Medical Research, 1111 Highland Avenue, Suite 1127, Madison, WI 53705-2275, USA; Department of Radiology, University of Wisconsin-Madison, Wisconsin Institutes for Medical Research, 1111 Highland Avenue, Suite 1127, Madison, WI 53705-2275, USA.
| | - Grant S Roberts
- Department of Medical Physics, University of Wisconsin-Madison, Wisconsin Institutes for Medical Research, 1111 Highland Avenue, Madison, WI 53705-2275, USA
| | - Philip A Corrado
- Accuray Incorporated, 1414 Raleigh Road, Suite 330, DurhamChapel Hill, NC 27517, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin-Madison, Wisconsin Institutes for Medical Research, 1111 Highland Avenue, Room 1133, Madison, WI 53705-2275, USA; Department of Radiology, University of Wisconsin-Madison, Wisconsin Institutes for Medical Research, 1111 Highland Avenue, Room 1133, Madison, WI 53705-2275, USA
| | - Alejandro Roldán-Alzate
- Department of Mechanical Engineering, University of Wisconsin-Madison, Room: 3035, 1513 University Avenue, Madison, WI 53706, USA; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA
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11
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Eisenmenger LB, Spahic A, McNally JS, Johnson KM, Song JW, Junn JC. MR Imaging for Intracranial Vessel Wall Imaging: Pearls and Pitfalls. Magn Reson Imaging Clin N Am 2023; 31:461-474. [PMID: 37414472 DOI: 10.1016/j.mric.2023.04.006] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023]
Abstract
Conventional vascular imaging methods have primarily focused on evaluating the vascular lumen. However, these techniques are not intended to evaluate vessel wall abnormalities where many cerebrovascular pathologies reside. With increased interest for the visualization and study of the vessel wall, high-resolution vessel wall imaging (VWI) has gained traction.Over the past two decades, there has been a rapid increase in number of VWI publications with improvements in imaging techniques and expansion on clinical applications. With increasing utility and interest in VWI, application of proper protocols and understanding imaging characteristics of vasculopathies are important for the interpreting radiologists to understand.
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Affiliation(s)
- Laura B Eisenmenger
- University of Wisconsin - Madison, 1111 Highland Avenue, Madison, WI 53705, USA.
| | - Alma Spahic
- University of Wisconsin - Madison, 1111 Highland Avenue, Madison, WI 53705, USA
| | | | - Kevin M Johnson
- University of Wisconsin - Madison, 1111 Highland Avenue, Madison, WI 53705, USA
| | - Jae W Song
- University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Jacqueline C Junn
- Icahn School of Medicine at Mount Sinai, 1 Gustave Levy Place, Box 1234, New York City, NY 10029, USA
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12
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Peret A, Romero-Sanchez G, Dabiri M, McNally JS, Johnson KM, Mossa-Basha M, Eisenmenger LB. MR Angiography of Extracranial Carotid Disease. Magn Reson Imaging Clin N Am 2023; 31:395-411. [PMID: 37414468 DOI: 10.1016/j.mric.2023.04.003] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023]
Abstract
Magnetic resonance angiography sequences, such as time-of-flight and contrast-enhanced angiography, provide clear depiction of vessel lumen, traditionally used to evaluate carotid pathologic conditions such as stenosis, dissection, and occlusion; however, atherosclerotic plaques with a similar degree of stenosis may vary tremendously from a histopathological standpoint. MR vessel wall imaging is a promising noninvasive method to evaluate the content of the vessel wall at high spatial resolution. This is particularly interesting in the case of atherosclerosis as vessel wall imaging can identify higher risk, vulnerable plaques as well as has potential applications in the evaluation of other carotid pathologic conditions.
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Affiliation(s)
- Anthony Peret
- Department of Radiology, University of Wisconsin-Madison, 600 Highland Avenue, Madison, WI 53705, USA
| | - Griselda Romero-Sanchez
- Department of Radiology, Instituto Nacional de Ciencias Medicas y Nutricion Salvador Zubiran, Avenida Vasco de Quiroga No.15, Colonia Belisario Domínguez Sección XVI, Delegación Tlalpan C.P.14080, Ciudad de México, Mexico City, Mexico
| | - Mona Dabiri
- Radiology Department, Children's Medical Center, Tehran University of Medical Science, No 63, Gharib Avenue, Keshavarz Blv, Tehran 1419733151, Iran
| | - Joseph Scott McNally
- Department of Radiology, University of Utah, 50 N Medical Dr, Salt Lake City, UT 84132, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin-Madison, 600 Highland Avenue, Madison, WI 53705, USA
| | - Mahmud Mossa-Basha
- Department of Radiology, University of Washington School of Medicine, 1959 NE Pacific Street, Seattle, WA 98195, USA
| | - Laura B Eisenmenger
- Department of Radiology, University of Wisconsin-Madison, 600 Highland Avenue, Madison, WI 53705, USA.
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13
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Miller Z, Johnson KM. Motion compensated self supervised deep learning for highly accelerated 3D ultrashort Echo time pulmonary MRI. Magn Reson Med 2023; 89:2361-2375. [PMID: 36744745 PMCID: PMC10590257 DOI: 10.1002/mrm.29586] [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] [Received: 05/18/2022] [Revised: 12/09/2022] [Accepted: 12/29/2022] [Indexed: 02/07/2023]
Abstract
PURPOSE To investigate motion compensated, self-supervised, model based deep learning (MBDL) as a method to reconstruct free breathing, 3D pulmonary UTE acquisitions. THEORY AND METHODS A self-supervised eXtra dimension MBDL architecture (XD-MBDL) was developed that combined respiratory states to reconstruct a single high-quality 3D image. Non-rigid motion fields were incorporated into this architecture by estimating motion fields from a lower resolution motion resolved (XD-GRASP) reconstruction. Motion compensated XD-MBDL was evaluated on lung UTE datasets with and without contrast and compared to constrained reconstructions and variants of self-supervised MBDL that do not account for dynamic respiratory states or leverage motion correction. RESULTS Images reconstructed using XD-MBDL demonstrate improved image quality as measured by apparent SNR (aSNR), contrast to noise ratio (CNR), and visual assessment relative to self-supervised MBDL approaches that do not account for dynamic respiratory states, XD-GRASP and a recently proposed motion compensated iterative reconstruction strategy (iMoCo). Additionally, XD-MBDL reduced reconstruction time relative to both XD-GRASP and iMoCo. CONCLUSION A method was developed to allow self-supervised MBDL to combine multiple respiratory states to reconstruct a single image. This method was combined with graphics processing unit (GPU)-based image registration to further improve reconstruction quality. This approach showed promising results reconstructing a user-selected respiratory phase from free breathing 3D pulmonary UTE acquisitions.
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Affiliation(s)
- Zachary Miller
- Department of Biomedical Engineering, University of Wisconsin, Madison, Wisconsin, USA
| | - Kevin M. Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
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14
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Fico BG, Miller KB, Rivera-Rivera LA, Corkery AT, Pearson AG, Loggie NA, Howery AJ, Rowley HA, Johnson KM, Johnson SC, Wieben O, Barnes JN. Cerebral hemodynamics comparison using transcranial doppler ultrasound and 4D flow MRI. Front Physiol 2023; 14:1198615. [PMID: 37304825 PMCID: PMC10250020 DOI: 10.3389/fphys.2023.1198615] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Accepted: 05/09/2023] [Indexed: 06/13/2023] Open
Abstract
Introduction: Age-related changes in cerebral hemodynamics are controversial and discrepancies may be due to experimental techniques. As such, the purpose of this study was to compare cerebral hemodynamics measurements of the middle cerebral artery (MCA) between transcranial Doppler ultrasound (TCD) and four-dimensional flow MRI (4D flow MRI). Methods: Twenty young (25 ± 3 years) and 19 older (62 ± 6 years) participants underwent two randomized study visits to evaluate hemodynamics at baseline (normocapnia) and in response to stepped hypercapnia (4% CO2, and 6% CO2) using TCD and 4D flow MRI. Cerebral hemodynamic measures included MCA velocity, MCA flow, cerebral pulsatility index (PI) and cerebrovascular reactivity to hypercapnia. MCA flow was only assessed using 4D flow MRI. Results: MCA velocity between the TCD and 4D flow MRI methods was positively correlated across the normocapnia and hypercapnia conditions (r = 0.262; p = 0.004). Additionally, cerebral PI was significantly correlated between TCD and 4D flow MRI across the conditions (r = 0.236; p = 0.010). However, there was no significant association between MCA velocity using TCD and MCA flow using 4D flow MRI across the conditions (r = 0.079; p = 0.397). When age-associated differences in cerebrovascular reactivity using conductance were compared using both methodologies, cerebrovascular reactivity was greater in young adults compared to older adults when using 4D flow MRI (2.11 ± 1.68 mL/min/mmHg/mmHg vs. 0.78 ± 1.68 mL/min/mmHg/mmHg; p = 0.019), but not with TCD (0.88 ± 1.01 cm/s/mmHg/mmHg vs. 0.68 ± 0.94 cm/s/mmHg/mmHg; p = 0.513). Conclusion: Our results demonstrated good agreement between the methods at measuring MCA velocity during normocapnia and in response to hypercapnia, but MCA velocity and MCA flow were not related. In addition, measurements using 4D flow MRI revealed effects of aging on cerebral hemodynamics that were not apparent using TCD.
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Affiliation(s)
- Brandon G. Fico
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
| | - Kathleen B. Miller
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
| | - Leonardo A. Rivera-Rivera
- Wisconsin Alzheimer’s Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
- Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Adam T. Corkery
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
| | - Andrew G. Pearson
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
| | - Nicole A. Loggie
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
| | - Anna J. Howery
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
| | - Howard A. Rowley
- Wisconsin Alzheimer’s Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
- Department of Radiology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Kevin M. Johnson
- Wisconsin Alzheimer’s Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
- Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Sterling C. Johnson
- Wisconsin Alzheimer’s Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veteran’s Hospital, Madison, WI, United States
| | - Oliver Wieben
- Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Jill N. Barnes
- Department of Kinesiology, Bruno Balke Biodynamics Laboratory, University of Wisconsin-Madison, Madison, WI, United States
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15
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Roberts GS, Peret A, Jonaitis EM, Koscik RL, Hoffman CA, Rivera-Rivera LA, Cody KA, Rowley HA, Johnson SC, Wieben O, Johnson KM, Eisenmenger LB. Normative Cerebral Hemodynamics in Middle-aged and Older Adults Using 4D Flow MRI: Initial Analysis of Vascular Aging. Radiology 2023; 307:e222685. [PMID: 36943077 PMCID: PMC10140641 DOI: 10.1148/radiol.222685] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [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: 10/21/2022] [Revised: 01/06/2023] [Accepted: 02/06/2023] [Indexed: 03/23/2023]
Abstract
Background Characterizing cerebrovascular hemodynamics in older adults is important for identifying disease and understanding normal neurovascular aging. Four-dimensional (4D) flow MRI allows for a comprehensive assessment of cerebral hemodynamics in a single acquisition. Purpose To establish reference intracranial blood flow and pulsatility index values in a large cross-sectional sample of middle-aged (45-65 years) and older (>65 years) adults and characterize the effect of age and sex on blood flow and pulsatility. Materials and Methods In this retrospective study, patients aged 45-93 years (cognitively unimpaired) underwent cranial 4D flow MRI between March 2010 and March 2020. Blood flow rates and pulsatility indexes from 13 major arteries and four venous sinuses and total cerebral blood flow were collected. Intraobserver and interobserver reproducibility of flow and pulsatility measures was assessed in 30 patients. Descriptive statistics (mean ± SD) of blood flow and pulsatility were tabulated for the entire group and by age and sex. Multiple linear regression and linear mixed-effects models were used to assess the effect of age and sex on total cerebral blood flow and vessel-specific flow and pulsatility, respectively. Results There were 759 patients (mean age, 65 years ± 8 [SD]; 506 female patients) analyzed. For intra- and interobserver reproducibility, median intraclass correlation coefficients were greater than 0.90 for flow and pulsatility measures across all vessels. Regression coefficients β ± standard error from multiple linear regression showed a 4 mL/min decrease in total cerebral blood flow each year (age β = -3.94 mL/min per year ± 0.44; P < .001). Mixed effects showed a 1 mL/min average annual decrease in blood flow (age β = -0.95 mL/min per year ± 0.16; P < .001) and 0.01 arbitrary unit (au) average annual increase in pulsatility over all vessels (age β = 0.011 au per year ± 0.001; P < .001). No evidence of sex differences was observed for flow (β = -1.60 mL/min per male patient ± 1.77; P = .37), but pulsatility was higher in female patients (sex β = -0.018 au per male patient ± 0.008; P = .02). Conclusion Normal reference values for blood flow and pulsatility obtained using four-dimensional flow MRI showed correlations with age. © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Steinman in this issue.
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Affiliation(s)
- Grant S. Roberts
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Anthony Peret
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Erin M. Jonaitis
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Rebecca L. Koscik
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Carson A. Hoffman
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Leonardo A. Rivera-Rivera
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Karly A. Cody
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Howard A. Rowley
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Sterling C. Johnson
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Oliver Wieben
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Kevin M. Johnson
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
| | - Laura B. Eisenmenger
- From the Department of Medical Physics (G.S.R., L.A.R.R., O.W.,
K.M.J.), Department of Radiology (A.P., C.A.H., H.A.R., O.W., K.M.J., L.B.E.),
Wisconsin Alzheimer’s Institute (E.M.J., R.L.K., S.C.J.), and Wisconsin
Alzheimer’s Disease Research Center (E.M.J., L.A.R.R., K.A.C., S.C.J.),
University of Wisconsin School of Medicine and Public Health, 600 Highland Ave,
Madison, WI 53792-3252; and Geriatric Research Education and Clinical Center,
William S. Middleton Memorial Veterans Hospital, Madison, Wis (S.C.J.)
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16
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Shamim AMKM, Panagiotopoulos N, Spahic A, Harris DT, Roldán-Alzate A, Wieben O, Reeder SB, Oechtering TH, Johnson KM. Fat mitigation strategies to improve image quality of radial 4D flow MRI in obese subjects. Magn Reson Med 2023; 90:444-457. [PMID: 37036023 DOI: 10.1002/mrm.29652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 02/10/2023] [Accepted: 03/14/2023] [Indexed: 04/11/2023]
Abstract
PURPOSE This study addresses the challenges in obtaining abdominal 4D flow MRI of obese patients. We aimed to evaluate spectral saturation and inner volume excitation as methods to mitigating artifacts originating from adipose signals, with the goal of enhancing image quality and improving quantification. METHODS Radial 4D flow MRI acquisitions with fat mitigation (inner volume excitation [IVE] and intermittent fat saturation [FS]) were compared to a standard slab selective excitation (SSE) in a test-retest study of 15 obese participants. IVE selectively excited a cylindrical region of interest, avoiding contamination from peripheral adipose tissue, while FS globally suppressed fat based on spectral selection. Acquisitions were evaluated qualitatively based on expert ratings and quantitatively based on conservation of mass, test-retest repeatability, and a divergence free quality metric. Errors were evaluated statistically using the absolute and relative errors, regression, and Bland-Altman analysis. RESULTS IVE demonstrated superior performance quantitatively in the conservation of mass analysis in the portal vein, with higher correlation and lower bias in regression analysis. IVE also produced flow fields with the lowest divergence error and was rated best in overall image quality, delineating small vessels, and producing the least streaking artifacts. Evaluation results did not differ significantly between FS and SSE. Test-retest reproducibility was similarly high for all sequences, with data suggesting biological variations dominate the technical variability. CONCLUSION IVE improved hemodynamic assessment of radial 4D flow MRI in the abdomen of obese participants while FS did not lead to significant improvements in image quality or flow metrics.
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Affiliation(s)
- A M K Muntasir Shamim
- Department of Electrical and Computer Engineering, University of Wisconsin, Madison, Wisconsin, USA
| | - Nikolaos Panagiotopoulos
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Radiology and Nuclear Medicine, Universität zu Lübeck, Lübeck, Germany
| | - Alma Spahic
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - David T Harris
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Alejandro Roldán-Alzate
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Biomedical Engineering, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Mechanical Engineering, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Oliver Wieben
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Scott B Reeder
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Biomedical Engineering, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Mechanical Engineering, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Emergency Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Thekla Helene Oechtering
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Radiology and Nuclear Medicine, Universität zu Lübeck, Lübeck, Germany
| | - Kevin M Johnson
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
- Department of Biomedical Engineering, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
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17
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Eisenmenger LB, Peret A, Famakin BM, Spahic A, Roberts GS, Bockholt JH, Johnson KM, Paulsen JS. Vascular contributions to Alzheimer's disease. Transl Res 2023; 254:41-53. [PMID: 36529160 PMCID: PMC10481451 DOI: 10.1016/j.trsl.2022.12.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 12/05/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022]
Abstract
Alzheimer's disease (AD) is the most common cause of dementia and is characterized by progressive neurodegeneration and cognitive decline. Understanding the pathophysiology underlying AD is paramount for the management of individuals at risk of and suffering from AD. The vascular hypothesis stipulates a relationship between cardiovascular disease and AD-related changes although the nature of this relationship remains unknown. In this review, we discuss several potential pathological pathways of vascular involvement in AD that have been described including dysregulation of neurovascular coupling, disruption of the blood brain barrier, and reduced clearance of metabolite waste such as beta-amyloid, a toxic peptide considered the hallmark of AD. We will also discuss the two-hit hypothesis which proposes a 2-step positive feedback loop in which microvascular insults precede the accumulation of Aß and are thought to be at the origin of the disease development. At neuroimaging, signs of vascular dysfunction such as chronic cerebral hypoperfusion have been demonstrated, appearing early in AD, even before cognitive decline and alteration of traditional biomarkers. Cerebral small vessel disease such as cerebral amyloid angiopathy, characterized by the aggregation of Aß in the vessel wall, is highly prevalent in vascular dementia and AD patients. Current data is unclear whether cardiovascular disease causes, precipitates, amplifies, precedes, or simply coincides with AD. Targeted imaging tools to quantitatively evaluate the intracranial vasculature and longitudinal studies in individuals at risk for or in the early stages of the AD continuum could be critical in disentangling this complex relationship between vascular disease and AD.
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Affiliation(s)
- Laura B Eisenmenger
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin
| | - Anthony Peret
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin
| | - Bolanle M Famakin
- Department of Neurology, University of Wisconsin-Madison, Madison, Wisconsin
| | - Alma Spahic
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Grant S Roberts
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Jeremy H Bockholt
- Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, Georgia
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Jane S Paulsen
- Department of Neurology, University of Wisconsin-Madison, Madison, Wisconsin.
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18
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Miller Z, Pirasteh A, Johnson KM. Memory efficient model based deep learning reconstructions for high spatial resolution 3D non-cartesian acquisitions. Phys Med Biol 2023; 68. [PMID: 36854193 PMCID: PMC10034748 DOI: 10.1088/1361-6560/acc003] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 02/28/2023] [Indexed: 03/02/2023]
Abstract
Objective. Model based deep learning (MBDL) has been challenging to apply to the reconstruction of 3D non-Cartesian MRI due to GPU memory demand because the entire volume is needed for data-consistency steps embedded in the model. This requirement makes holding even a single unroll in GPU memory difficult meaning memory efficient techniques used to increase unroll number like gradient checkpointing and deep equilibrium learning will not work well for high spatial resolution 3D non-Cartesian reconstructions without modification. Here we develop a memory efficient method called block-wise learning that combines gradient checkpointing with patch-wise training to overcome this obstacle and allow for fast and high-quality 3D non-Cartesian reconstructions using MBDL.Approach. Block-wise learning applied to a single unroll decomposes the input volume into smaller patches, gradient checkpoints each patch, passes each patch iteratively through a neural network regularizer, and then rebuilds the full volume from these output patches for data-consistency. This method is applied across unrolls during training. Block-wise learning significantly reduces memory requirements by tying GPU memory for a single unroll to user selected patch size instead of the full volume. This algorithm was used to train a MBDL architecture to reconstruct highly undersampled, 1.25 mm isotropic, pulmonary magnetic resonance angiography volumes with matrix sizes varying from 300-450 × 200-300 × 300-450 on a single GPU. We compared block-wise learning reconstructions against L1 wavelet compressed reconstructions and proxy ground truth images.Main results. MBDL with block-wise learning significantly improved image quality relative to L1 wavelet compressed sensing while simultaneously reducing average reconstruction time 38x.Significance. Block-wise learning allows for MBDL to be applied to high spatial resolution, 3D non-Cartesian datasets with improved image quality and significant reductions in reconstruction time relative to traditional iterative methods.
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Affiliation(s)
- Zachary Miller
- Department of Biomedical Engineering, University of Wisconsin, Madison, WI, United States of America
| | - Ali Pirasteh
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States of America
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19
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Kim D, Jen ML, Eisenmenger LB, Johnson KM. Accelerated 4D-flow MRI with 3-point encoding enabled by machine learning. Magn Reson Med 2023; 89:800-811. [PMID: 36198027 PMCID: PMC9712238 DOI: 10.1002/mrm.29469] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Revised: 08/22/2022] [Accepted: 09/06/2022] [Indexed: 01/25/2023]
Abstract
PURPOSE To investigate the acceleration of 4D-flow MRI using a convolutional neural network (CNN) that produces three directional velocities from three flow encodings, without requiring a fourth reference scan measuring background phase. METHODS A fully 3D CNN using a U-net architecture was trained in a block-wise fashion to take complex images from three flow encodings and to produce three real-valued images for each velocity component. Using neurovascular 4D-flow scans (n = 144), the CNN was trained to predict velocities computed from four flow encodings by standard reconstruction including correction for residual background phase offsets. Methods to optimize loss functions were investigated, including magnitude, complex difference, and uniform velocity weightings. Subsequently, 3-point encoding was evaluated using cross validation of pixelwise correlation, flow measurements in major arteries, and in experiments with data at differing acceleration rates than the training data. RESULTS The CNN-produced 3-point velocities showed excellent agreements with the 4-point velocities, both qualitatively in velocity images, in flow rate measures, and quantitatively in regression analysis (slope = 0.96, R2 = 0.992). Optimizing the training to focus on vessel velocities rather than the global velocity error and improved the correlation of velocity within vessels themselves. The lowest error was observed when the loss function used uniform velocity weighting, in which the magnitude-weighted inverse of the velocity frequency uniformly distributed weighting across all velocity ranges. When applied to highly accelerated data, the 3-point network maintained a high correlation with ground truth data and demonstrated a denoising effect. CONCLUSION The 4D-flow MRI can be accelerated using machine learning requiring only three flow encodings to produce three-directional velocity maps with small errors.
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Affiliation(s)
- Dahan Kim
- Department of Physics, University of Wisconsin, Madison, Wisconsin, USA,Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Mu-Lan Jen
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Laura B. Eisenmenger
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Kevin M. Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA,Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
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20
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Seiter DP, Nguyen SM, Morgan TK, Mao L, Dudley DM, O’connor DH, Murphy ME, Ludwig KD, Chen R, Dhyani A, Zhu A, Schotzko ML, Brunner KG, Shah DM, Johnson KM, Golos TG, Wieben O. Ferumoxytol dynamic contrast enhanced magnetic resonance imaging identifies altered placental cotyledon perfusion in rhesus macaques†. Biol Reprod 2022; 107:1517-1527. [PMID: 36018823 PMCID: PMC9752971 DOI: 10.1093/biolre/ioac168] [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] [Received: 05/02/2022] [Revised: 07/12/2022] [Accepted: 08/19/2022] [Indexed: 11/13/2022] Open
Abstract
Identification of placental dysfunction in early pregnancy with noninvasive imaging could be a valuable tool for assessing maternal and fetal risk. Dynamic contrast enhanced (DCE) magnetic resonance imaging (MRI) can be a powerful tool for interrogating placenta health. After inoculation with Zika virus or sham inoculation at gestation age (GA) 45 or 55 days, animals were imaged up to three times at GA65, GA100, and GA145. DCE MRI images were acquired at all imaging sessions using ferumoxytol, an iron nanoparticle-based contrast agent, and analyzed for placental intervillous blood flow, number of perfusion domains, and perfusion domain volume. Cesarean section was performed at GA155, and the placenta was photographed and dissected for histopathology. Photographs were used to align cotyledons with estimated perfusion domains from MRI, allowing comparison of estimated cotyledon volume to pathology. Monkeys were separated into high and low pathology groups based on the average number of pathologies present in the placenta. Perfusion domain flow, volume, and number increased through gestation, and total blood flow increased with gestation for both low pathology and high pathology groups. A statistically significant decrease in perfusion domain volume associated with pathology was detected at all gestational ages. Individual perfusion domain flow comparisons demonstrated a statistically significant decrease with pathology at GA100 and GA145, but not GA65. Since ferumoxytol is currently used to treat anemia during human pregnancy and as an off-label MRI contrast agent, future transition of this work to human pregnancy may be possible.
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Affiliation(s)
- Daniel P Seiter
- Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA
| | - Sydney M Nguyen
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
- Department of Obstetrics & Gynecology, University of Wisconsin-Madison, Madison, WI, USA
| | - Terry K Morgan
- Department of Pathology, Oregon Health & Science University, Portland, OR, USA
| | - Lu Mao
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, USA
| | - Dawn M Dudley
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - David H O’connor
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Megan E Murphy
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
- Department of Obstetrics & Gynecology, University of Wisconsin-Madison, Madison, WI, USA
| | - Kai D Ludwig
- Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA
| | - Ruiming Chen
- Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA
| | - Archana Dhyani
- Department of Computer Science, University of Wisconsin-Madison, Madison, WI, USA
| | - Ante Zhu
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA
- Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA
| | - Michele L Schotzko
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Kevin G Brunner
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Dinesh M Shah
- Department of Obstetrics & Gynecology, University of Wisconsin-Madison, Madison, WI, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA
- Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA
| | - Thaddeus G Golos
- Department of Comparative Biosciences, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
- Department of Obstetrics & Gynecology, University of Wisconsin-Madison, Madison, WI, USA
| | - Oliver Wieben
- Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, USA
- Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA
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21
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Schroeder BE, Rivera LA, Romero MO, Johnson KM, Wieben O, Asthana S, Johnson SC, Eisenmenger L, Salamat S, Betthauser TJ. Antemortem‐postmortem correlates of 4D‐Flow MRI in cerebral vessels. Alzheimers Dement 2022. [DOI: 10.1002/alz.067214] [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: 12/24/2022]
Affiliation(s)
| | - Leonardo A Rivera
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | | | - Kevin M Johnson
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Oliver Wieben
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Sanjay Asthana
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Sterling C. Johnson
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Laura Eisenmenger
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Shahriar Salamat
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- Department of Pathology and Laboratory Medicine, University of Wisconsin School of Medicine and Public Health Madison WI USA
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22
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Rivera‐Rivera LA, Cody KA, Betthauser TJ, Koscik RL, Jonaitis EM, Cadman RV, Hermann BP, Rowley HA, Carlsson CM, Chin NA, Eisenmenger L, Johnson SC, Johnson KM. Examining cerebrovascular burden across the cognitive continuum in older adults with and without evidence of amyloidosis. Alzheimers Dement 2022. [DOI: 10.1002/alz.063350] [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: 12/24/2022]
Affiliation(s)
| | - Karly Alex Cody
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Tobey J Betthauser
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | | | - Erin M. Jonaitis
- School of Medicine and Public Health, University of Wisconsin‐Madison Madison WI USA
| | - Robert V. Cadman
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Bruce P Hermann
- School of Medicine and Public Health, University of Wisconsin‐Madison Madison WI USA
| | - Howard A. Rowley
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Cynthia M. Carlsson
- School of Medicine and Public Health, University of Wisconsin‐Madison Madison WI USA
| | - Nathaniel A. Chin
- School of Medicine and Public Health, University of Wisconsin‐Madison Madison WI USA
| | - Laura Eisenmenger
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Sterling C. Johnson
- School of Medicine and Public Health, University of Wisconsin‐Madison Madison WI USA
| | - Kevin M Johnson
- University of Wisconsin School of Medicine and Public Health Madison WI USA
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23
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Schroeder BE, Rivera LA, Romero MO, Johnson KM, Wieben O, Asthana S, Johnson SC, Eisenmenger L, Salamat S, Betthauser TJ. Antemortem‐postmortem correlates of 4D‐Flow MRI in cerebral vessels. Alzheimers Dement 2022. [DOI: 10.1002/alz.068168] [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: 12/24/2022]
Affiliation(s)
| | - Leonardo A Rivera
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | | | - Kevin M Johnson
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Oliver Wieben
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Sanjay Asthana
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Sterling C. Johnson
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Laura Eisenmenger
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Shahriar Salamat
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- Department of Pathology and Laboratory Medicine, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Tobey J Betthauser
- Alzheimer's Disease Research Center, University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
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24
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Rivera-Rivera LA, Kecskemeti S, Jen ML, Miller Z, Johnson SC, Eisenmenger L, Johnson KM. Motion-corrected 4D-Flow MRI for neurovascular applications. Neuroimage 2022; 264:119711. [PMID: 36307060 PMCID: PMC9801539 DOI: 10.1016/j.neuroimage.2022.119711] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [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] [Received: 09/08/2022] [Revised: 10/10/2022] [Accepted: 10/24/2022] [Indexed: 11/06/2022] Open
Abstract
Neurovascular 4D-Flow MRI has emerged as a powerful tool for comprehensive cerebrovascular hemodynamic characterization. Clinical studies in at risk populations such as aging adults indicate hemodynamic markers can be confounded by motion-induced bias. This study develops and characterizes a high fidelity 3D self-navigation approach for retrospective rigid motion correction of neurovascular 4D-Flow data. A 3D radial trajectory with pseudorandom ordering was combined with a multi-resolution low rank regularization approach to enable high spatiotemporal resolution self-navigators from extremely undersampled data. Phantom and volunteer experiments were performed at 3.0T to evaluate the ability to correct for different amounts of induced motions. In addition, the approach was applied to clinical-research exams from ongoing aging studies to characterize performance in the clinical setting. Simulations, phantom and volunteer experiments with motion correction produced images with increased vessel conspicuity, reduced image blurring, and decreased variability in quantitative measures. Clinical exams revealed significant changes in hemodynamic parameters including blood flow rates, flow pulsatility index, and lumen areas after motion correction in probed cerebral arteries (Flow: P<0.001 Lt ICA, P=0.002 Rt ICA, P=0.004 Lt MCA, P=0.004 Rt MCA; Area: P<0.001 Lt ICA, P<0.001 Rt ICA, P=0.004 Lt MCA, P=0.004 Rt MCA; flow pulsatility index: P=0.042 Rt ICA, P=0.002 Lt MCA). Motion induced bias can lead to significant overestimation of hemodynamic markers in cerebral arteries. The proposed method reduces measurement bias from rigid motion in neurovascular 4D-Flow MRI in challenging populations such as aging adults.
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Affiliation(s)
- Leonardo A Rivera-Rivera
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Rm 1005, Madison, WI, 53705-2275, United States; Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, 53792, United States
| | - Steve Kecskemeti
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Rm 1005, Madison, WI, 53705-2275, United States
| | - Mu-Lan Jen
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Rm 1005, Madison, WI, 53705-2275, United States
| | - Zachary Miller
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Rm 1005, Madison, WI, 53705-2275, United States
| | - Sterling C Johnson
- Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, 53792, United States
| | - Laura Eisenmenger
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, 53792, United States
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, 1111 Highland Ave, Rm 1005, Madison, WI, 53705-2275, United States; Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, 53792, United States.
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Amin SM, Islam T, Price NE, Wallace A, Guo X, Gomina A, Heidari M, Johnson KM, Lewis CD, Yang Z, Gates KS. Effects of Local Sequence, Reaction Conditions, and Various Additives on the Formation and Stability of Interstrand Cross-Links Derived from the Reaction of an Abasic Site with an Adenine Residue in Duplex DNA. ACS Omega 2022; 7:36888-36901. [PMID: 36278095 PMCID: PMC9583646 DOI: 10.1021/acsomega.2c05736] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Accepted: 09/28/2022] [Indexed: 06/16/2023]
Abstract
The experiments described here examined the effects of reaction conditions, various additives, and local sequence on the formation and stability interstrand cross-links (ICLs) derived from the reaction of an apurinic/apyrimidinic (AP) site with the exocyclic amino group of an adenine residue on the opposing strand in duplex DNA. Cross-link formation was observed in a range of different buffers, with faster formation rates observed at pH 5. Inclusion of the base excision repair enzyme alkyladenine DNA glycosylase (hAAG) which binds tightly to AP-containing duplexes decreased, but did not completely prevent, formation of the dA-AP ICL. Formation of the dA-AP ICL was not altered by the presence of the biological metal ion Mg2+ or the biological thiol, glutathione. Several organocatalysts of imine formation did not enhance the rate of dA-AP ICL formation. Duplex length did not have a large effect on dA-AP yield, so long as the melting temperature of the duplex was not significantly below the reaction temperature (the duplex must remain hybridized for efficient ICL formation). Formation of the dA-AP ICL was examined in over 40 different sequences that varied the neighboring and opposing bases at the cross-linking site. The results indicate that ICL formation can occur in a wide variety of sequence contexts under physiological conditions. Formation of the dA-AP ICL was strongly inhibited by the aldehyde-trapping agents methoxyamine and hydralazine, by NaBH3CN, by the intercalator ethidium bromide, and by the minor groove-binding agent netropsin. ICL formation was inhibited to some extent in bicarbonate and Tris buffers. The dA-AP ICL showed substantial inherent stability under a variety of conditions and was not a substrate for AP-processing enzymes APE1 or Endo IV. Finally, we characterized cross-link formation in a small (11 bp) stem-loop (hairpin) structure and in DNA-RNA hybrid duplexes.
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Affiliation(s)
- Saosan
Binth Md. Amin
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Tanhaul Islam
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Nathan E. Price
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Amanda Wallace
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Xu Guo
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Anuoluwapo Gomina
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Marjan Heidari
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Kevin M. Johnson
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Calvin D. Lewis
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Zhiyu Yang
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Kent S. Gates
- Department
of Chemistry, University of Missouri, Columbia, Missouri 65211, United States
- Department
of Biochemistry, University of Missouri, Columbia, Missouri 65211, United States
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Khojasteh SC, Argikar UA, Cho S, Crouch R, Heck CJS, Johnson KM, Kalgutkar AS, King L, Maw HH, Seneviratne HK, Wang S, Wei C, Zhang D, Jackson KD. Biotransformation Novel Advances - 2021 year in review. Drug Metab Rev 2022; 54:207-245. [PMID: 35815654 DOI: 10.1080/03602532.2022.2097253] [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: 11/03/2022]
Abstract
Biotransformation field is constantly evolving with new molecular structures and discoveries of metabolic pathways that impact efficacy and safety. Recent review by Kramlinger et al (2022) nicely captures the future (and the past) of highly impactful science of biotransformation (see the first article). Based on the selected articles, this review was categorized into three sections: (1) new modalities biotransformation, (2) drug discovery biotransformation, and (3) drug development biotransformation (Table 1).
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Affiliation(s)
- S Cyrus Khojasteh
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Upendra A Argikar
- Non-clinical Development, Bill & Melinda Gates Medical Research Institute, Cambridge, MA 02139, USA
| | - Sungjoon Cho
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Rachel Crouch
- Department of Pharmaceutical Sciences, Lipscomb University College of Pharmacy and Health Sciences, Nashville, TN, 37203, USA
| | - Carley J S Heck
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Eastern Point Road, Groton, Connecticut, USA
| | - Kevin M Johnson
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Amit S Kalgutkar
- Medicine Design, Pfizer Worldwide Research, Development and Medical, Cambridge, MA 02139, USA
| | - Lloyd King
- Quantitative Drug Discovery, UCB Biopharma UK, 216 Bath Road, Slough, SL1 3WE, UK
| | - Hlaing Holly Maw
- Drug Metabolism and Pharmacokinetics, Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, 06877, USA
| | - Herana Kamal Seneviratne
- Department of Pharmacology and Molecular Sciences, The Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Shuai Wang
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Cong Wei
- Drug Metabolism & Pharmacokinetics, Biogen Inc., Cambridge, MA, 02142, USA
| | - Donglu Zhang
- Department of Drug Metabolism and Pharmacokinetics, Genentech, Inc., 1 DNA Way, MS412a, South San Francisco, CA, 94080, USA
| | - Klarissa D Jackson
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, Chapel Hill, NC 27599, USA
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Lattin CR, Kelly TR, Kelly MW, Johnson KM. Constitutive gene expression differs in three brain regions important for cognition in neophobic and non-neophobic house sparrows (Passer domesticus). PLoS One 2022; 17:e0267180. [PMID: 35536842 PMCID: PMC9089922 DOI: 10.1371/journal.pone.0267180] [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: 04/08/2021] [Accepted: 04/04/2022] [Indexed: 12/13/2022] Open
Abstract
Neophobia (aversion to new objects, food, and environments) is a personality trait that affects the ability of wildlife to adapt to new challenges and opportunities. Despite the ubiquity and importance of this trait, the molecular mechanisms underlying repeatable individual differences in neophobia in wild animals are poorly understood. We evaluated wild-caught house sparrows (Passer domesticus) for neophobia in the lab using novel object tests. We then selected a subset of neophobic and non-neophobic individuals (n = 3 of each, all females) and extracted RNA from four brain regions involved in learning, memory, threat perception, and executive function: striatum, caudal dorsomedial hippocampus, medial ventral arcopallium, and caudolateral nidopallium (NCL). Our analysis of differentially expressed genes (DEGs) used 11,889 gene regions annotated in the house sparrow reference genome for which we had an average of 25.7 million mapped reads/sample. PERMANOVA identified significant effects of brain region, phenotype (neophobic vs. non-neophobic), and a brain region by phenotype interaction. Comparing neophobic and non-neophobic birds revealed constitutive differences in DEGs in three of the four brain regions examined: hippocampus (12% of the transcriptome significantly differentially expressed), striatum (4%) and NCL (3%). DEGs included important known neuroendocrine mediators of learning, memory, executive function, and anxiety behavior, including serotonin receptor 5A, dopamine receptors 1, 2 and 5 (downregulated in neophobic birds), and estrogen receptor beta (upregulated in neophobic birds). These results suggest that some of the behavioral differences between phenotypes may be due to underlying gene expression differences in the brain. The large number of DEGs in neophobic and non-neophobic birds also implies that there are major differences in neural function between the two phenotypes that could affect a wide variety of behavioral traits beyond neophobia.
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Affiliation(s)
- Christine R. Lattin
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States of America
- * E-mail:
| | - Tosha R. Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States of America
| | - Morgan W. Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States of America
| | - Kevin M. Johnson
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, United States of America
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, CA, United States of America
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Fico BG, Miller KB, Rivera‐Rivera LA, Corkery AT, Pearson AG, Eisenmann NA, Howery AJ, Rowley HA, Johnson KM, Johnson SC, Wieben O, Barnes JN. The Impact of Aging on the Association between Aortic Stiffness and Cerebral Pulsatility Index. FASEB J 2022. [DOI: 10.1096/fasebj.2022.36.s1.r4925] [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: 11/11/2022]
Affiliation(s)
| | | | | | | | | | | | | | | | | | - Sterling C. Johnson
- Wisconsin Alzheimer’s Disease Research CenterUniversity of Wisconsin‐MadisonMadisonWI
| | - Oliver Wieben
- Medical PhysicsUniversity of Wisconsin‐MadisonMadisonWI
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Ruiz-Muñoz A, Guala A, Dux-Santoy L, Teixidó-Turà G, Servato ML, Valente F, Garrido-Oliver J, Galian-Gay L, Gutiérrez L, Fernandez-Galera R, Casas G, González-Alujas T, Cuéllar-Calabria H, Johnson KM, Wieben O, Ferreira-Gonzalez I, Evangelista A, Rodriguez-Palomares J. False lumen rotational flow and aortic stiffness are associated with aortic growth rate in patients with chronic aortic dissection of the descending aorta: a 4D flow cardiovascular magnetic resonance study. J Cardiovasc Magn Reson 2022; 24:20. [PMID: 35346239 PMCID: PMC8962590 DOI: 10.1186/s12968-022-00852-6] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [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: 10/15/2021] [Accepted: 03/14/2022] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Patency of the false lumen in chronic aortic dissection (AD) is associated with aortic dilation and long-term aortic events. However, predictors of adverse outcomes in this population are limited. The aim of this study was to evaluate the relationship between aortic growth rate and false lumen flow dynamics and biomechanics in patients with chronic, patent AD. METHODS Patients with a chronic AD with patent false lumen in the descending aorta and no genetic connective tissue disorder underwent an imaging follow-up including a contrast-enhanced 4D flow cardiovascular magnetic resonance (CMR) protocol and two consecutive computed tomography angiograms (CTA) acquired at least 1 year apart. A comprehensive analysis of anatomical features (including thrombus quantification), and false lumen flow dynamics and biomechanics (pulse wave velocity) was performed. RESULTS Fifty-four consecutive patients with a chronic, patent false lumen in the descending aorta were included (35 surgically-treated type A AD with residual tear and 19 medically-treated type B AD). Median follow-up was 40 months. The in-plane rotational flow, pulse wave velocity and the percentage of thrombus in the false lumen were positively related to aortic growth rate (p = 0.006, 0.017, and 0.037, respectively), whereas wall shear stress showed a trend for a positive association (p = 0.060). These results were found irrespectively of the type of AD. CONCLUSIONS In patients with chronic AD and patent false lumen of the descending aorta, rotational flow, pulse wave velocity and wall shear stress are positively related to aortic growth rate, and should be implemented in the follow-up algorithm of these patients. Further prospective studies are needed to confirm if the assessment of these parameters helps to identify patients at higher risk of adverse clinical events.
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Affiliation(s)
- Aroa Ruiz-Muñoz
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
| | - Andrea Guala
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
| | | | - Gisela Teixidó-Turà
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
| | - Maria Luz Servato
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
| | - Filipa Valente
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
| | | | - Laura Galian-Gay
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
| | - Laura Gutiérrez
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
| | | | - Guillem Casas
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
| | | | - Hug Cuéllar-Calabria
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
- Department of Radiology, Hospital Universitari Vall d’Hebron, Barcelona, Spain
| | - Kevin M. Johnson
- Departments of Medical Physics & Radiology, University of Wisconsin, Madison, WI USA
| | - Oliver Wieben
- Departments of Medical Physics & Radiology, University of Wisconsin, Madison, WI USA
| | - Ignacio Ferreira-Gonzalez
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
- CIBERESP, Instituto de Salud Carlos III, Madrid, Spain
| | - Arturo Evangelista
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
- Instituto del Corazón. Quirónsalud-Teknon, Barcelona, Spain
| | - Jose Rodriguez-Palomares
- Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain
- CIBER-CV, Instituto de Salud Carlos III, Madrid, Spain
- Department of Cardiology, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Bellaterra, Spain
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Starekova J, Zhao R, Colgan TJ, Johnson KM, Rehm JL, Wells SA, Reeder SB, Hernando D. Improved free-breathing liver fat and iron quantification using a 2D chemical shift–encoded MRI with flip angle modulation and motion-corrected averaging. Eur Radiol 2022; 32:5458-5467. [DOI: 10.1007/s00330-022-08682-x] [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] [Received: 09/06/2021] [Revised: 01/07/2022] [Accepted: 02/17/2022] [Indexed: 11/29/2022]
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Fico BG, Miller KB, Rivera-Rivera LA, Corkery AT, Pearson AG, Eisenmann NA, Howery AJ, Rowley HA, Johnson KM, Johnson SC, Wieben O, Barnes JN. The Impact of Aging on the Association Between Aortic Stiffness and Cerebral Pulsatility Index. Front Cardiovasc Med 2022; 9:821151. [PMID: 35224051 PMCID: PMC8863930 DOI: 10.3389/fcvm.2022.821151] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [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: 11/23/2021] [Accepted: 01/14/2022] [Indexed: 01/25/2023] Open
Abstract
The central arteries dampen the pulsatile forces from myocardial contraction, limiting the pulsatility that reaches the cerebral vasculature, although there are limited data on this relationship with aging in humans. The purpose of this study was to determine the association between aortic stiffness and cerebral artery pulsatility index in young and older adults. We hypothesized that cerebral pulsatility index would be associated with aortic stiffness in older adults, but not in young adults. We also hypothesized that both age and aortic stiffness would be significant predictors for cerebral pulsatility index. This study included 23 healthy older adults (aged 62 ± 6 years) and 33 healthy young adults (aged 25 ± 4 years). Aortic stiffness was measured using carotid-femoral pulse wave velocity (cfPWV), while cerebral artery pulsatility index in the internal carotid arteries (ICAs), middle cerebral arteries (MCAs), and basilar artery were assessed using 4D Flow MRI. Cerebral pulsatility index was calculated as (maximum flow - minimum flow) / mean flow. In the combined age group, there was a positive association between cfPWV and cerebral pulsatility index in the ICAs (r = 0.487; p < 0.001), MCAs (r = 0.393; p = 0.003), and basilar artery (r = 0.576; p < 0.001). In young adults, there were no associations between cfPWV and cerebral pulsatility index in any of the arteries of interest (ICAs: r = 0.253; p = 0.156, MCAs: r = -0.059; p = 0.743, basilar artery r = 0.171; p = 0.344). In contrast, in older adults there was a positive association between cfPWV and cerebral pulsatility index in the MCAs (r = 0.437; p = 0.037) and basilar artery (r = 0.500; p = 0.015). However, the relationship between cfPWV and cerebral pulsatility index in the ICAs of the older adults did not reach the threshold for significance (r = 0.375; p = 0.078). In conclusion, age and aortic stiffness are significant predictors of cerebral artery pulsatility index in healthy adults. This study highlights the importance of targeting aortic stiffness in our increasingly aging population to reduce the burden of age-related changes in cerebral hemodynamics.
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Affiliation(s)
- Brandon G. Fico
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Kathleen B. Miller
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Leonardo A. Rivera-Rivera
- Wisconsin Alzheimer's Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States,Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Adam T. Corkery
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Andrew G. Pearson
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Nicole A. Eisenmann
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Anna J. Howery
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Howard A. Rowley
- Wisconsin Alzheimer's Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States,Department of Radiology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Kevin M. Johnson
- Wisconsin Alzheimer's Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States,Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Sterling C. Johnson
- Wisconsin Alzheimer's Disease Research Center, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States,Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veteran's Hospital, Madison, WI, United States
| | - Oliver Wieben
- Department of Medical Physics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States
| | - Jill N. Barnes
- Bruno Balke Biodynamics Laboratory, Department of Kinesiology, University of Wisconsin-Madison, Madison, WI, United States,*Correspondence: Jill N. Barnes
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Rivera‐Rivera LA, Eisenmenger L, Cody KA, Reher T, Betthauser T, Cadman RV, Rowley HA, Carlsson CM, Chin NA, Johnson SC, Johnson KM. Cerebrovascular stiffness and flow dynamics in the presence of amyloid and tau biomarkers. Alzheimers Dement (Amst) 2021; 13:e12253. [PMID: 35005194 PMCID: PMC8719432 DOI: 10.1002/dad2.12253] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 09/30/2021] [Indexed: 06/14/2023]
Abstract
INTRODUCTION This work investigated the relationship between cerebrovascular disease (CVD) markers and Alzheimer's disease (AD) biomarkers of amyloid beta deposition, and neurofibrillary tau tangles in subjects spanning the AD clinical spectrum. METHODS A total of 136 subjects participated in this study. Four groups were established based on AD biomarker positivity from positron emission tomography (amyloid [A] and tau [T]) and clinical diagnosis (cognitively normal [CN] and impaired [IM]). CVD markers were derived from structural and quantitative magnetic resonance imaging data. RESULTS Transcapillary pulse wave delay was significantly longer in controls compared to AT biomarker-confirmed groups (A+/T-/CN P < .001, A+/T+/CN P < .001, A+/T+/IM P = .003). Intracranial low-frequency oscillations were diminished in AT biomarker-confirmed groups both CN and impaired (A+/T-/CN P = .039, A+/T+/CN P = .007, A+/T+/IM P = .011). A significantly higher presence of microhemorrhages was measured in A+/T+/CN compared to controls (P = .006). DISCUSSION Cerebrovascular markers indicate increased vessel stiffness and reduced vasomotion in AT biomarker-positive subjects during preclinical AD.
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Affiliation(s)
- Leonardo A. Rivera‐Rivera
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of MedicineUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of Medical PhysicsUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Laura Eisenmenger
- Department of RadiologyUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Karly A. Cody
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Thomas Reher
- Department of RadiologyUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Tobey Betthauser
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of MedicineUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Robert V. Cadman
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of MedicineUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Howard A. Rowley
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of RadiologyUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Cynthia M. Carlsson
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Geriatric Research Education and Clinical CenterWilliam S. Middleton Memorial Veterans HospitalMadisonWisconsinUSA
| | - Nathaniel A. Chin
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of MedicineUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
| | - Sterling C. Johnson
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of MedicineUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Geriatric Research Education and Clinical CenterWilliam S. Middleton Memorial Veterans HospitalMadisonWisconsinUSA
| | - Kevin M. Johnson
- Department of Medical PhysicsUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
- Department of RadiologyUniversity of Wisconsin School of Medicine and Public HealthMadisonWisconsinUSA
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Roberts GS, Loecher MW, Spahic A, Johnson KM, Turski PA, Eisenmenger LB, Wieben O. Virtual injections using 4D flow MRI with displacement corrections and constrained probabilistic streamlines. Magn Reson Med 2021; 87:2495-2511. [PMID: 34971458 PMCID: PMC8884720 DOI: 10.1002/mrm.29134] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 12/08/2021] [Accepted: 12/09/2021] [Indexed: 11/10/2022]
Abstract
PURPOSE Streamlines from 4D-flow MRI have been used clinically for intracranial blood-flow tracking. However, deterministic and stochastic errors degrade streamline quality. The purpose of this study is to integrate displacement corrections, probabilistic streamlines, and novel fluid constraints to improve selective blood-flow tracking and emulate "virtual bolus injections." METHODS Both displacement artifacts (deterministic) and velocity noise (stochastic) inherently occur during phase-contrast MRI acquisitions. Here, two displacement correction methods, single-step and iterative, were tested in silico with simulated displacements and were compared with ground-truth velocity fields. Next, the effects of combining displacement corrections and constrained probabilistic streamlines were performed in 10 healthy volunteers using time-averaged 4D-flow data. Measures of streamline length and depth into vasculature were then compared with streamlines generated with no corrections and displacement correction alone using one-way repeated-measures analysis of variance and Friedman's tests. Finally, virtual injections with improved streamlines were generated for three intracranial pathology cases. RESULTS Iterative displacement correction outperformed the single-step method in silico. In volunteers, the combination of displacement corrections and constrained probabilistic streamlines allowed for significant improvements in streamline length and increased the number of streamlines entering the circle of Willis relative to streamlines with no corrections and displacement correction alone. In the pathology cases, virtual injections with improved streamlines were qualitatively similar to dynamic arterial spin labeling images and allowed for forward/reverse selective flow tracking to characterize cerebrovascular malformations. CONCLUSION Virtual injections with improved streamlines from 4D-flow MRI allow for flexible, robust, intracranial flow tracking.
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Affiliation(s)
- Grant S Roberts
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Michael W Loecher
- Department of Radiology, Stanford University, Stanford, California, USA
| | - Alma Spahic
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA.,Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Patrick A Turski
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Laura B Eisenmenger
- Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Oliver Wieben
- Department of Medical Physics, University of Wisconsin-Madison, Madison, Wisconsin, USA.,Department of Radiology, University of Wisconsin-Madison, Madison, Wisconsin, USA
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Muhlestein JB, Knowlton KU, Le VT, Lappe DL, May HT, Min DB, Johnson KM, Cripps ST, Schwab LH, Braun SB, Bair TL, Anderson JL. Coronary Artery Calcium Versus Pooled Cohort Equations Score for Primary Prevention Guidance: Randomized Feasibility Trial. JACC Cardiovasc Imaging 2021; 15:843-855. [PMID: 34922872 DOI: 10.1016/j.jcmg.2021.11.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 11/03/2021] [Accepted: 11/05/2021] [Indexed: 01/03/2023]
Abstract
OBJECTIVES This study sought to determine the feasibility of performing an extensive randomized outcomes trial comparing a coronary artery calcium (CAC)- versus a pooled cohort equations (PCE) risk score-based strategy for initiating statin therapy for primary atherosclerotic cardiovascular disease (ASCVD) prevention. BACKGROUND Statin therapy is standard for the primary prevention of ASCVD in subjects at increased risk. National guidelines recommend using the American College of Cardiology/American Heart Association PCE risk score to guide a statin recommendation. Whether guidance by a CAC score is equivalent or superior is unknown. METHODS CorCal (Effectiveness of a Proactive Cardiovascular Primary Prevention Strategy, With or Without the Use of Coronary Calcium Screening, in Preventing Future Major Adverse Cardiac Events) was a randomized trial consenting 601 patients without known ASCVD, diabetes, or prior statin therapy recruited from primary care clinics and randomized to CAC- (n = 302) or PCE guidance (n = 299) of statin initiation for primary prevention. Enrolled subjects and their physicians made final treatment decisions. Primary outcomes compared the proportion of statin recommendations received and subject adherence over 1 year between CAC- and PCE-arm subjects. Modeled medical costs, adverse effects, and low-density lipoprotein-cholesterol (LDL-C) were additional measures of interest. RESULTS Subjects were well matched, and 540 (89.9%) completed entry testing and received a protocol-based recommendation. A statin was recommended in 101 (35.9%) CAC- and 124 (47.9%) PCE-arm subjects (P = 0.005). Compared to PCE-based recommendations, CAC-arm subjects were reclassified from statin to no statin in 36.0% and from no statin to statin in 5.6% of cases, resulting in a total reclassification of 20.6%. Physicians accepted the study-dictated recommendation to start a statin in 88.1% of CAC- vs 75.0% of PCE-arm subjects (P = 0.01). Patient-reported adherence to this recommendation at 3 months was 62.2% vs 42.2%, respectively (P = 0.009). At 1 year, statin adherence remained superior, LDL-C levels were lower, estimated costs were similar or reduced in CAC subjects, and few events occurred. CONCLUSIONS CAC guidance may be a more efficient, personalized, cost-effective, and motivating approach to statin initiation and maintenance in primary prevention. This feasibility phase of CorCal should be regarded as hypothesis-generating with respect to cardiovascular outcomes, which is being addressed in a large, longer-term outcomes trial. (Effectiveness of a Proactive Cardiovascular Primary Prevention Strategy, With or Without the Use of Coronary Calcium Screening, in Preventing Future Major Adverse Cardiac Events [CorCal]; NCT03439267).
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Affiliation(s)
- Joseph B Muhlestein
- Intermountain Medical Center Heart Institute, Murray, Utah, USA; University of Utah School of Medicine, Salt Lake City, Utah, USA.
| | - Kirk U Knowlton
- Intermountain Medical Center Heart Institute, Murray, Utah, USA; University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Viet T Le
- Intermountain Medical Center Heart Institute, Murray, Utah, USA; Rocky Mountain University of Health Professions, Masters of Physician Assistant Studies Program, Provo, Utah, USA
| | - Donald L Lappe
- Intermountain Medical Center Heart Institute, Murray, Utah, USA; University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Heidi T May
- Intermountain Medical Center Heart Institute, Murray, Utah, USA
| | - David B Min
- Intermountain Medical Center Heart Institute, Murray, Utah, USA
| | - Kevin M Johnson
- Intermountain Medical Center Heart Institute, Murray, Utah, USA
| | | | - Lesley H Schwab
- Intermountain Medical Center Heart Institute, Murray, Utah, USA
| | - Shelbi B Braun
- Intermountain Medical Center Heart Institute, Murray, Utah, USA
| | - Tami L Bair
- Intermountain Medical Center Heart Institute, Murray, Utah, USA
| | - Jeffrey L Anderson
- Intermountain Medical Center Heart Institute, Murray, Utah, USA; University of Utah School of Medicine, Salt Lake City, Utah, USA
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Johnson KM, Sirovy KA, Kelly MW. Differential DNA methylation across environments has no effect on gene expression in the eastern oyster. J Anim Ecol 2021; 91:1135-1147. [PMID: 34882793 DOI: 10.1111/1365-2656.13645] [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] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Accepted: 11/01/2021] [Indexed: 11/27/2022]
Abstract
It has been hypothesized that environmentally induced changes to gene body methylation could facilitate adaptive transgenerational responses to changing environments. We compared patterns of global gene expression (Tag-seq) and gene body methylation (reduced representation bisulfite sequencing) in 80 eastern oysters Crassostrea virginica from six full-sib families, common gardened for 14 months at two sites in the northern Gulf of Mexico that differed in mean salinity. At the time of sampling, oysters from the two sites differed in mass by 60% and in parasite loads by nearly two orders of magnitude. They also differentially expressed 35% of measured transcripts. However, we observed differential methylation at only 1.4% of potentially methylated loci in comparisons between individuals from these different environments, and little correspondence between differential methylation and differential gene expression. Instead, methylation patterns were largely driven by genetic differences among families, with a PERMANOVA analysis indicating nearly a two orders of magnitude greater number of genes differentially methylated between families than between environments. An analysis of CpG observed/expected values (CpG O/E) across the C. virginica genome showed a distinct bimodal distribution, with genes from the first cluster showing the lower CpG O/E values, greater methylation and higher and more stable gene expression, while genes from the second cluster showed lower methylation, and lower and more variable gene expression. Taken together, the differential methylation results suggest that only a small portion of the C. virginica genome is affected by environmentally induced changes in methylation. At this point, there is little evidence to suggest that environmentally induced methylation states would play a leading role in regulating gene expression responses to new environments.
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Affiliation(s)
- Kevin M Johnson
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, CA, USA.,California Sea Grant, University of California San Diego, La Jolla, CA, USA
| | - Kyle A Sirovy
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
| | - Morgan W Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
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Heston MB, Gaitán JM, Ma Y, Oh JM, Jen M, Derynda BR, Lose S, Kozuch MP, Johnson KM, Okonkwo OC, Gretebeck KA, Gretebeck RJ, Bendlin BB. Exercise and carbohydrate‐restricted diet associates with improved cerebral blood flow. Alzheimers Dement 2021. [DOI: 10.1002/alz.055223] [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: 11/11/2022]
Affiliation(s)
- Margo B. Heston
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Julian M. Gaitán
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Yue Ma
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Jennifer M. Oh
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Mu‐lan Jen
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Brittany R Derynda
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- Nova Southeastern University Fort Lauderdale FL USA
| | - Sarah Lose
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Michael P. Kozuch
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- Rollins School of Public Health, Emory University Atlanta GA USA
| | - Kevin M. Johnson
- University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Ozioma C. Okonkwo
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | | | | | - Barbara B. Bendlin
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
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Rivera‐Rivera LA, Cody KA, Betthauser TJ, Cadman RV, Reher T, Rowley HA, Carlsson CM, Eisenmenger L, Johnson SC, Johnson KM. Associations in Alzheimer’s disease between intracranial vascular metrics from 4D‐flow MRI and β‐amyloid and tau PET. Alzheimers Dement 2021. [DOI: 10.1002/alz.056621] [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: 11/11/2022]
Affiliation(s)
- Leonardo A Rivera‐Rivera
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Karly Alex Cody
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Tobey J Betthauser
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Robert V Cadman
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
| | - Thomas Reher
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Howard A. Rowley
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Cynthia M Carlsson
- Wisconsin Alzheimer’s Institute, University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
- VA Geriatric Research, Education and Clinical Center (GRECC), William S. Middleton Memorial Veterans Hospital Madison WI USA
| | - Laura Eisenmenger
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
| | - Sterling C. Johnson
- Wisconsin Alzheimer's Disease Research Center, University of Wisconsin School of Medicine and Public Health Madison WI USA
- University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin‐Madison School of Medicine and Public Health Madison WI USA
- VA Geriatric Research, Education and Clinical Center (GRECC), William S. Middleton Memorial Veterans Hospital Madison WI USA
| | - Kevin M Johnson
- University of Wisconsin School of Medicine and Public Health Madison WI USA
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Griffiths JS, Johnson KM, Kelly MW. Evolutionary Change in the Eastern Oyster, Crassostrea Virginica, Following Low Salinity Exposure. Integr Comp Biol 2021; 61:1730-1740. [PMID: 34448845 DOI: 10.1093/icb/icab185] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The presence of standing genetic variation will play a role in determining a population's capacity to adapt to environmentally relevant stressors. In the Gulf of Mexico, extreme climatic events and anthropogenic changes to local hydrology will expose productive oyster breeding grounds to stressful low salinity conditions. We identified genetic variation for performance under low salinity (due to the combined effects of low salinity and genetic load) using a single-generation selection experiment on larvae from two populations of the eastern oyster, Crassostrea virginica. We used pool-sequencing to test for allele frequency differences at 152 salinity-associated genes for larval families pre- and post-low salinity exposure. Our results have implications for how evolutionary change occurs during early life history stages at environmentally relevant salinities. Consistent with observations of high genetic load observed in oysters, we demonstrate evidence for purging of deleterious alleles at the larval stage in C. virginica. In addition, we observe increases in allele frequencies at multiple loci, suggesting that natural selection for low salinity performance at the larval stage can act as a filter for genotypes found in adult populations.
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Affiliation(s)
- Joanna S Griffiths
- Department of Environmental Toxicology and Department of Wildlife, Fish, and Conservation Biology, University of California, Davis, CA 95616, USA
| | - Kevin M Johnson
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, CA 93407, USA.,California Sea Grant, University of California San Diego, La Jolla, CA 92093, USA
| | - Morgan W Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
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Guala A, Dux-Santoy L, Teixido-Tura G, Ruiz-Muñoz A, Galian-Gay L, Servato ML, Valente F, Gutiérrez L, González-Alujas T, Johnson KM, Wieben O, Casas-Masnou G, Sao Avilés A, Fernandez-Galera R, Ferreira-Gonzalez I, Evangelista A, Rodríguez-Palomares JF. Wall Shear Stress Predicts Aortic Dilation in Patients With Bicuspid Aortic Valve. JACC Cardiovasc Imaging 2021; 15:46-56. [PMID: 34801463 DOI: 10.1016/j.jcmg.2021.09.023] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Accepted: 09/17/2021] [Indexed: 01/05/2023]
Abstract
OBJECTIVES This study sought to assess the predictive value of wall shear stress (WSS) for colocalized ascending aorta (AAo) growth rate (GR) in patients with bicuspid aortic valve (BAV). BACKGROUND BAV is associated with AAo dilation, but there is limited knowledge about possible predictors of aortic dilation in BAV patients with BAV. An increased WSS has been related to aortic wall damage in patients with BAV, but no previous prospective study tested its predictive value for dilation rate. Recently, a registration-based technique for the semiautomatic mapping of aortic GR has been presented and validated. METHODS Forty-seven patients with BAV free from valvular dysfunction prospectively underwent 4-dimensional flow cardiac magnetic resonance to compute WSS and subsequent follow-up with 2 electrocardiogram-gated high-resolution contrast-enhanced computed tomography angiograms for GR assessment. RESULTS During a median follow-up duration of 43 months, mid AAo GR was 0.24 mm/year. WSS and its circumferential component showed statistically significant association with mid AAo GR in bivariate (P = 0.049 and P = 0.014, respectively) and in multivariate analysis corrected for stroke volume and either baseline AAo diameter (P = 0.046 and P = 0.014, respectively) or z-score (P = 0.036 and P = 0.012, respectively). GR mapping further detailed that GR was heterogeneous in the AAo and that circumferential WSS, but not WSS magnitude, showed statistically significant positive associations with GR in the regions with the fastest growth. CONCLUSIONS 4D flow cardiac magnetic resonance-derived WSS and, in particular, its circumferential component predict progressive dilation of the ascending aorta in patients with BAV. Thus, the assessment of WSS may be considered in the follow-up of these patients.
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Affiliation(s)
- Andrea Guala
- Vall d'Hebron Institut de Recerca, Barcelona, Spain; Biomedical Research Networking Center on Cardiovascular Diseases, Instituto de Salud Carlos III, Madrid, Spain
| | | | - Gisela Teixido-Tura
- Vall d'Hebron Institut de Recerca, Barcelona, Spain; Biomedical Research Networking Center on Cardiovascular Diseases, Instituto de Salud Carlos III, Madrid, Spain; Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Aroa Ruiz-Muñoz
- Vall d'Hebron Institut de Recerca, Barcelona, Spain; Biomedical Research Networking Center on Cardiovascular Diseases, Instituto de Salud Carlos III, Madrid, Spain
| | - Laura Galian-Gay
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Maria Luz Servato
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Filipa Valente
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | - Laura Gutiérrez
- Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain
| | | | - Kevin M Johnson
- Departments of Medical Physics and Radiology, University of Wisconsin, Wisconsin, USA
| | - Oliver Wieben
- Departments of Medical Physics and Radiology, University of Wisconsin, Wisconsin, USA
| | | | | | | | - Ignacio Ferreira-Gonzalez
- Vall d'Hebron Institut de Recerca, Barcelona, Spain; Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Universitat Autònoma de Barcelona, Bellaterra, Spain; CIBER-ESP, Instituto de Salud Carlos III, Madrid, Spain
| | - Arturo Evangelista
- Vall d'Hebron Institut de Recerca, Barcelona, Spain; Biomedical Research Networking Center on Cardiovascular Diseases, Instituto de Salud Carlos III, Madrid, Spain; Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Universitat Autònoma de Barcelona, Bellaterra, Spain; Instituto del Corazón, Quirónsalud-Teknon, Barcelona, Spain
| | - Jose F Rodríguez-Palomares
- Vall d'Hebron Institut de Recerca, Barcelona, Spain; Biomedical Research Networking Center on Cardiovascular Diseases, Instituto de Salud Carlos III, Madrid, Spain; Department of Cardiology, Hospital Universitari Vall d'Hebron, Barcelona, Spain; Universitat Autònoma de Barcelona, Bellaterra, Spain.
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Eisenmenger LB, Johnson KM, Kuner AD, Turski PA, Manunga JM. Letter to the Editor Regarding "Symptomatic Unruptured Arteriovenous Malformations: Focal Edema, Thrombosis, and Vessel Wall Enhancement. A Retrospective Cohort Study". World Neurosurg 2021; 155:209. [PMID: 34724743 DOI: 10.1016/j.wneu.2021.07.130] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 07/27/2021] [Indexed: 11/18/2022]
Affiliation(s)
- Laura B Eisenmenger
- Division of Neuroradiology, Department of Radiology, University of Wisconsin - Madison, Madison, Wisconsin, USA.
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin - Madison, Madison, Wisconsin, USA
| | - Anthony D Kuner
- Division of Neuroradiology, Department of Radiology, University of Wisconsin - Madison, Madison, Wisconsin, USA
| | - Patrick A Turski
- Division of Neuroradiology, Department of Radiology, University of Wisconsin - Madison, Madison, Wisconsin, USA
| | - Jesse M Manunga
- Section of Vascular and Endovascular Surgery, Minneapolis Heart Institute at Abbott Northwestern Hospital, Minneapolis, Minneapolis, USA
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Wang R, Oh JM, Motovylyak A, Ma Y, Sager MA, Rowley HA, Johnson KM, Gallagher CL, Carlsson CM, Bendlin BB, Johnson SC, Asthana S, Eisenmenger L, Okonkwo OC. Impact of sex and APOE ε4 on age-related cerebral perfusion trajectories in cognitively asymptomatic middle-aged and older adults: A longitudinal study. J Cereb Blood Flow Metab 2021; 41:3016-3027. [PMID: 34102919 PMCID: PMC8545048 DOI: 10.1177/0271678x211021313] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 03/16/2021] [Accepted: 03/20/2021] [Indexed: 01/03/2023]
Abstract
Cerebral hypoperfusion is thought to contribute to cognitive decline in Alzheimer's disease, but the natural trajectory of cerebral perfusion in cognitively healthy adults has not been well-studied. This longitudinal study is consisted of 950 participants (40-89 years), who were cognitively unimpaired at their first visit. We investigated the age-related changes in cerebral perfusion, and their associations with APOE-genotype, biological sex, and cardiometabolic measurements. During the follow-up period (range 0.13-8.24 years), increasing age was significantly associated with decreasing cerebral perfusion, in total gray-matter (β=-1.43), hippocampus (-1.25), superior frontal gyrus (-1.70), middle frontal gyrus (-1.99), posterior cingulate (-2.46), and precuneus (-2.14), with all P-values < 0.01. Compared with male-ɛ4 carriers, female-ɛ4 carriers showed a faster decline in global and regional cerebral perfusion with increasing age, whereas the age-related decline in cerebral perfusion was similar between male- and female-ɛ4 non-carriers. Worse cardiometabolic profile (i.e., increased blood pressure, body mass index, total cholesterol, and blood glucose) was associated with lower cerebral perfusion at all the visits. When time-varying cardiometabolic measurements were adjusted in the model, the synergistic effect of sex and APOE-ɛ4 on age-related cerebral perfusion-trajectories became largely attenuated. Our findings demonstrate that APOE-genotype and sex interactively impact cerebral perfusion-trajectories in mid- to late-life. This effect may be partially explained by cardiometabolic alterations.
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Affiliation(s)
- Rui Wang
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- The Swedish School of Sport and Health Science, GIH, Stockholm, Sweden
- Division of Clinical Geriatrics, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Jennifer M Oh
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
| | - Alice Motovylyak
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Yue Ma
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Mark A Sager
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Howard A Rowley
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Catherine L Gallagher
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
| | - Cynthia M Carlsson
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
| | - Barbara B Bendlin
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Sterling C Johnson
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Sanjay Asthana
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
| | - Laura Eisenmenger
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Ozioma C Okonkwo
- Wisconsin Alzheimer’s Disease Research Center, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Geriatric Research Education and Clinical Center, William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
- Wisconsin Alzheimer’s Institute, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
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Trigg SA, Venkataraman YR, Gavery MR, Roberts SB, Bhattacharya D, Downey-Wall A, Eirin-Lopez JM, Johnson KM, Lotterhos KE, Puritz JB, Putnam HM. Invertebrate methylomes provide insight into mechanisms of environmental tolerance and reveal methodological biases. Mol Ecol Resour 2021; 22:1247-1261. [PMID: 34709728 DOI: 10.1111/1755-0998.13542] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 10/08/2021] [Accepted: 10/11/2021] [Indexed: 12/12/2022]
Abstract
There is a growing focus on the role of DNA methylation in the ability of marine invertebrates to rapidly respond to changing environmental factors and anthropogenic impacts. However, genome-wide DNA methylation studies in nonmodel organisms are currently hampered by a limited understanding of methodological biases. Here, we compare three methods for quantifying DNA methylation at single base-pair resolution-whole genome bisulfite sequencing (WGBS), reduced representation bisulfite sequencing (RRBS), and methyl-CpG binding domain bisulfite sequencing (MBDBS)-using multiple individuals from two reef-building coral species with contrasting environmental sensitivity. All methods reveal substantially greater methylation in Montipora capitata (11.4%) than the more sensitive Pocillopora acuta (2.9%). The majority of CpG methylation in both species occurs in gene bodies and flanking regions. In both species, MBDBS has the greatest capacity for detecting CpGs in coding regions at our sequencing depth, but MBDBS may be influenced by intrasample methylation heterogeneity. RRBS yields robust information for specific loci albeit without enrichment of any particular genome feature and with significantly reduced genome coverage. Relative genome size strongly influences the number and location of CpGs detected by each method when sequencing depth is limited, illuminating nuances in cross-species comparisons. As genome-wide methylation differences, supported by data across bisulfite sequencing methods, may contribute to environmental sensitivity phenotypes in critical marine invertebrate taxa, these data provide a genomic resource for investigating the functional role of DNA methylation in environmental tolerance.
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Affiliation(s)
- Shelly A Trigg
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, Washington, USA
| | - Yaamini R Venkataraman
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, Washington, USA.,Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts, USA
| | - Mackenzie R Gavery
- Environmental and Fisheries Sciences Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
| | - Steven B Roberts
- School of Aquatic and Fishery Sciences, University of Washington, Seattle, Washington, USA
| | - Debashish Bhattacharya
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, New Jersey, USA
| | - Alan Downey-Wall
- Department of Marine and Environmental Sciences, Northeastern University, Nahant, Massachusetts, USA
| | - Jose M Eirin-Lopez
- Environmental Epigenetics Laboratory, Institute of Environment, Florida International University, North Miami, Florida, USA
| | - Kevin M Johnson
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, California, USA.,California Sea Grant, University of California San Diego, La Jolla, California, USA
| | - Katie E Lotterhos
- Department of Marine and Environmental Sciences, Northeastern University, Nahant, Massachusetts, USA
| | - Jonathan B Puritz
- Department of Biological Sciences, University of Rhode Island, Kingston, Rhode Island, USA
| | - Hollie M Putnam
- Department of Biological Sciences, University of Rhode Island, Kingston, Rhode Island, USA
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Kim D, Eisenmenger L, Turski P, Johnson KM. Simultaneous 3D-TOF angiography and 4D-flow MRI with enhanced flow signal using multiple overlapping thin slab acquisition and magnetization transfer. Magn Reson Med 2021; 87:1401-1417. [PMID: 34708445 DOI: 10.1002/mrm.29060] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 10/03/2021] [Accepted: 10/08/2021] [Indexed: 12/29/2022]
Abstract
PURPOSE To investigate the fusion of 3D time-of-flight principles into 4D-flow MRI to enhance vessel contrast and signal without an exogenous contrast agent, enabling simultaneous in-flow based angiograms. METHODS A 4D-flow MRI technique was developed consisting of multiple overlapping slabs with intermittent magnetization transfer preparation. The scan time penalty associated with multiple slab acquisitions was mitigated by using undersampled distributed spiral trajectories and compressed sensing reconstruction. A flow phantom was used to characterize in-flow enhancement, velocity noise improvement, and flow rate measurements against the single-slab 4D-flow MRI. In a patient-volunteer cohort (n = 15), magnitude-based angiograms were radiologically evaluated against 3D time-of-flight, and velocity measurements were compared pixel-wise against single-slab and contrast-enhanced 4D-flow MRI. RESULTS Multiple-slab acquisitions, together with magnetization transfer preparation, substantially improved vessel signal, contrast, and vessel conspicuity in magnitude angiograms. Both clinical 3D time-of-flight and the proposed technique produced equivalent vessel depictions with no statistically significant difference (p < .1). Both techniques also produced clear depictions of brain aneurysms in all patients; however, very small vessels tended to show reduced conspicuity in the proposed technique. Velocity measurements agreed with contrast-enhanced and single-slab scans with high correlations (R2 = 0.941-0.974) and agreements (slopes = 0.994-1.071). Slab boundary and magnetization transfer-related artifacts were not observed in velocity measurements, and velocity noise was reduced with in-flow enhancement over single-slab scans (phantom). CONCLUSION The vessel signal and contrast can be improved in 4D-flow MRI without exogenous contrast agents by utilizing in-flow enhancement, efficient sampling, and compressed sensing. The in-flow enhancement also enables simultaneous 3D time-of-flight angiograms useful for flow quantification and diagnosis.
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Affiliation(s)
- Dahan Kim
- Department of Physics, University of Wisconsin, Madison, Wisconsin, USA.,Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Laura Eisenmenger
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Patrick Turski
- Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA.,Department of Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA
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Guala A, Dux-Santoy L, Teixido-Tura G, Ruiz-Munoz A, Johnson KM, Wieben O, Galian-Gay L, Valente F, Servato ML, Gutierrez L, Gonzalez-Alujas T, Sao-Aviles A, Ferreira-Gonzalez I, Evangelista A, Rodriguez Palomares JF. Circumferential wall shear stress predicts co-localized progressive dilation in bicuspid aortic valve patients. Eur Heart J 2021. [DOI: 10.1093/eurheartj/ehab724.1978] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Background
Bicuspid aortic valve (BAV), a congenital heart defect, is associated with ascending aorta (AAo) dilation. Whether the high prevalence of dilation in BAV patients is related to alteration of aortic blood flow and thus in wall shear stress (WSS) [1,2], which have been associated with aortic wall degeneration [3], or intrinsic abnormalities of the aortic wall, such as altered aortic stiffness [4], has not been established. Recently, a technique for the semi-automatic quantification of progressive aortic dilation maps via image registration has been introduced [5].
Purpose
To test whether ascending aorta WSS predicts co-localized progressive dilation in BAV patients.
Methods
Forty BAV patients free from moderate and severe aortic valve regurgitation (regurgitant fraction <16%) and stenosis (maximum velocity at the aortic valve <3m/s), with no previous aortic or aortic valve surgery or replacement and included in a double-blind clinical trial (BICATOR, NCT02679261) were enrolled. All patients underwent a baseline 4D flow CMR study to assess aortic hemodynamics, followed by two contrast-enhanced computed tomography angiographies to quantify progressive dilation. WSS was computed at 64 pre-specified standardized ascending aortic regions, automatically obtained dividing the ascending aorta into 8 equidistant longitudinal sections which were further divided along the circumference into 8 equal regions (I = inner, L = left, O = outer and R = right) [2]. WSS was also projected into axial and circumferential directions, as previously described [1,2]. Progressive dilation was assessed in terms of growth rate (GR), i.e. increase in diameter divided by follow-up duration [mm/year], following a previously described methodology [5], at the same 64 pre-specified ascending aortic locations. A two-tailed p-value <0.05 was considered statistically significant.
Results
Demographic and clinical characteristics of the patients are shown in Table 1. WSS and growth rate maps are shown in Figure 1. Follow-up duration was 44.8±2.6 months. Growth rate (Figure 1A) was heterogeneously distributed, being highest (up to 0.26 mm/year) in the outer region of the mid AAo and in the inner region of the proximal-mid AAo. Circumferential WSS showed highest values in the outer region of the mid AAo (Figure 1C) while WSS (magnitude) and its axial component (Figure 1B and D) presented maximum values in the right region of the mid AAo. Maps of statistically significant association between GR and WSS values showed circumferential WSS to be correlated with GR in regions where progressive dilation was fastest, while WSS magnitude and its axial component resulted in limited associations with GR maps.
Conclusions
Circumferential wall shear stress predicts location-matched progressive dilation in bicuspid aortic valve patients.
Funding Acknowledgement
Type of funding sources: Public grant(s) – National budget only. Main funding source(s): This study has received funding from the Instituto de Salud Carlos III (PI17/00381). Guala A. has received funding from Spanish Ministry of Science, Innovation and Universities (IJC2018-037349-I). Table 1. DemographicsFigure 1. GR and WSS maps and correlations
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Affiliation(s)
- A Guala
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - L Dux-Santoy
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - G Teixido-Tura
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - A Ruiz-Munoz
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - K M Johnson
- University of Wisconsin-Madison, Departments of Medical Physics & Radiology, Madison, United States of America
| | - O Wieben
- University of Wisconsin-Madison, Departments of Medical Physics & Radiology, Madison, United States of America
| | - L Galian-Gay
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - F Valente
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - M L Servato
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - L Gutierrez
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - T Gonzalez-Alujas
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - A Sao-Aviles
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - I Ferreira-Gonzalez
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - A Evangelista
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - J F Rodriguez Palomares
- University Hospital Vall d'Hebron, Department of Cardiology, Vall d'Hebron Research Institute, Universitat Autònoma de Barcelona, Barcelona, Spain
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Housh K, Jha JS, Yang Z, Haldar T, Johnson KM, Yin J, Wang Y, Gates KS. Formation and Repair of an Interstrand DNA Cross-Link Arising from a Common Endogenous Lesion. J Am Chem Soc 2021; 143:15344-15357. [PMID: 34516735 DOI: 10.1021/jacs.1c06926] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Interstrand DNA cross-links (ICLs) are cytotoxic because they block the strand separation required for read-out and replication of the genetic information in duplex DNA. The unavoidable formation of ICLs in cellular DNA may contribute to aging, neurodegeneration, and cancer. Here, we describe the formation and properties of a structurally complex ICL derived from an apurinic/apyrimidinic (AP) site, which is one of the most common endogenous lesions in cellular DNA. The results characterize a cross-link arising from aza-Michael addition of the N2-amino group of a guanine residue to the electrophilic sugar remnant generated by spermine-mediated strand cleavage at an AP site in duplex DNA. An α,β-unsaturated iminium ion is the critical intermediate involved in ICL formation. Studies employing the bacteriophage φ29 polymerase provided evidence that this ICL can block critical DNA transactions that require strand separation. The results of biochemical studies suggest that this complex strand break/ICL might be repaired by a simple mechanism in which the 3'-exonuclease action of the enzyme apurinic/apyrimidinic endonuclease (APE1) unhooks the cross-link to initiate repair via the single-strand break repair pathway.
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Affiliation(s)
- Kurt Housh
- University of Missouri Department of Chemistry 125 Chemistry Building Columbia, Missouri 65211, United States
| | - Jay S Jha
- University of Missouri Department of Chemistry 125 Chemistry Building Columbia, Missouri 65211, United States
| | - Zhiyu Yang
- University of Missouri Department of Chemistry 125 Chemistry Building Columbia, Missouri 65211, United States
| | - Tuhin Haldar
- University of Missouri Department of Chemistry 125 Chemistry Building Columbia, Missouri 65211, United States
| | - Kevin M Johnson
- University of Missouri Department of Chemistry 125 Chemistry Building Columbia, Missouri 65211, United States
| | - Jiekai Yin
- Department of Chemistry University of California-Riverside Riverside, California 92521-0403, United States
| | - Yinsheng Wang
- Department of Chemistry University of California-Riverside Riverside, California 92521-0403, United States
| | - Kent S Gates
- University of Missouri Department of Chemistry 125 Chemistry Building Columbia, Missouri 65211, United States.,University of Missouri Department of Biochemistry 125 Chemistry Building Columbia, Missouri 65211, United States
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46
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Johnson KM, Fischer RT, Holtmann GJ, Shah A, Alrabadi L, Lewindon P. Letter to the Editor: Oral Vancomycin Versus No Therapy for Pediatric Primary Sclerosing Cholangitis. Hepatology 2021; 74:1716-1717. [PMID: 33638221 DOI: 10.1002/hep.31764] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
Affiliation(s)
- Kevin M Johnson
- Department of Radiology and Biomedical Imaging, School of Medicine, Yale University, New Haven, CT
| | - Ryan T Fischer
- Division of Hepatology and Transplant Medicine, Department of Gastroenterology, Children's Mercy Hospital, Kansas City, MO
| | - Gerald J Holtmann
- Department of Gastroenterology and Hepatology, Princess Alexandra Hospital, and University of Queensland, Brisbane, Queensland, Australia
| | - Ayesha Shah
- Department of Gastroenterology and Hepatology, Princess Alexandra Hospital, and University of Queensland, Brisbane, Queensland, Australia
| | - Leina Alrabadi
- Division of Pediatric Gastroenterology, Hepatology and Nutrition, Stanford University School of Medicine, Palo Alto, CA
| | - Peter Lewindon
- Department of Gastroenterology, Queensland Children's Hospital, and Children's Medical Research Institute, University of Queensland, Brisbane, Queensland, Australia
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Pravdivtseva MS, Gaidzik F, Berg P, Hoffman C, Rivera-Rivera LA, Medero R, Bodart L, Roldan-Alzate A, Speidel MA, Johnson KM, Wieben O, Jansen O, Hövener JB, Larsen N. Pseudo-Enhancement in Intracranial Aneurysms on Black-Blood MRI: Effects of Flow Rate, Spatial Resolution, and Additional Flow Suppression. J Magn Reson Imaging 2021; 54:888-901. [PMID: 33694334 PMCID: PMC8403769 DOI: 10.1002/jmri.27587] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 02/18/2021] [Accepted: 02/19/2021] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Vessel-wall enhancement (VWE) on black-blood MRI (BB MRI) has been proposed as an imaging marker for a higher risk of rupture and associated with wall inflammation. Whether VWE is causally linked to inflammation or rather induced by flow phenomena has been a subject of debate. PURPOSE To study the effects of slow flow, spatial resolution, and motion-sensitized driven equilibrium (MSDE) preparation on signal intensities in BB MRI of patient-specific aneurysm flow models. STUDY TYPE Prospective. SUBJECTS/FLOW ANEURYSM MODEL/VIRTUAL VESSELS Aneurysm flow models based on 3D rotational angiography datasets of three patients with intracranial aneurysms were 3D printed and perfused at two different flow rates, with and without Gd-containing contrast agent. FIELD STRENGTH/SEQUENCE Variable refocusing flip angle 3D fast-spin echo sequence at 3 T with and without MSDE with three voxel sizes ((0.5 mm)3 , (0.7 mm)3 , and (0.9 mm)3 ); time-resolved with phase-contrast velocity-encoding 3D spoiled gradient echo sequence (4D flow MRI). ASSESSMENT Three independent observers performed a qualitative visual assessment of flow patterns and signal enhancement. Quantitative analysis included voxel-wise evaluation of signal intensities and magnitude velocity distributions in the aneurysm. STATISTICAL TESTS Kruskal-Wallis test, potential regressions. RESULTS A hyperintense signal in the lumen and adjacent to the aneurysm walls on BB MRI was colocalized with slow flow. Signal intensities increased by a factor of 2.56 ± 0.68 (P < 0.01) after administering Gd contrast. After Gd contrast administration, the signal was suppressed most in conjunction with high flows and with MSDE (2.41 ± 2.07 for slow flow without MSDE, and 0.87 ± 0.99 for high flow with MSDE). A clear result was not achieved by modifying the spatial resolution . DATA CONCLUSIONS Slow-flow phenomena contribute substantially to aneurysm enhancement and vary with MRI parameters. This should be considered in the clinical setting when assessing VWE in patients with an unruptured aneurysm. EVIDENCE LEVEL 2 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Mariya S. Pravdivtseva
- Section Biomedical Imaging, Molecular Imaging North Competence Center (MOIN CC), Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein (UKSH), Kiel University,Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Franziska Gaidzik
- Lab. of Fluid Dynamics and Technical Flows, Forschungscampus STIMULATE, University of Magdeburg, Magdeburg, Germany
| | - Philipp Berg
- Lab. of Fluid Dynamics and Technical Flows, Forschungscampus STIMULATE, University of Magdeburg, Magdeburg, Germany
| | - Carson Hoffman
- Department of Medical Physics and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Leonardo A. Rivera-Rivera
- Department of Medical Physics and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Rafael Medero
- Department of Mechanical Engineering and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Lindsay Bodart
- Department of Medical Physics and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Alejandro Roldan-Alzate
- Department of Mechanical Engineering and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Michael A. Speidel
- Department of Medical Physics and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Kevin M. Johnson
- Department of Medical Physics and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Oliver Wieben
- Department of Medical Physics and Radiology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA, Madison, WI, United States
| | - Olav Jansen
- Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
| | - Jan-Bernd Hövener
- Section Biomedical Imaging, Molecular Imaging North Competence Center (MOIN CC), Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein (UKSH), Kiel University
| | - Naomi Larsen
- Department of Radiology and Neuroradiology, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany
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Sirovy KA, Johnson KM, Casas SM, La Peyre JF, Kelly MW. Lack of genotype-by-environment interaction suggests limited potential for evolutionary changes in plasticity in the eastern oyster, Crassostrea virginica. Mol Ecol 2021; 30:5721-5734. [PMID: 34462983 DOI: 10.1111/mec.16156] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 08/18/2021] [Accepted: 08/23/2021] [Indexed: 12/13/2022]
Abstract
Eastern oysters in the northern Gulf of Mexico are facing rapid environmental changes and can respond to this change via plasticity or evolution. Plasticity can act as an immediate buffer against environmental change, but this buffering could impact the organism's ability to evolve in subsequent generations. While plasticity and evolution are not mutually exclusive, the relative contribution and interaction between them remains unclear. In this study, we investigate the roles of plastic and evolved responses to environmental variation and Perkinsus marinus infection in Crassostrea virginica by using a common garden experiment with 80 oysters from six families outplanted at two field sites naturally differing in salinity. We use growth data, P. marinus infection intensities, 3' RNA sequencing (TagSeq) and low-coverage whole-genome sequencing to identify the effect of genotype, environment and genotype-by-environment interaction on the oyster's response to site. As one of first studies to characterize the joint effects of genotype and environment on transcriptomic and morphological profiles in a natural setting, we demonstrate that C. virginica has a highly plastic response to environment and that this response is parallel among genotypes. We also find that genes responding to genotype have distinct and opposing profiles compared to genes responding to environment with regard to expression levels, Ka/Ks ratios and nucleotide diversity. Our findings suggest that C. virginica may be able to buffer the immediate impacts of future environmental changes by altering gene expression and physiology, but the lack of genetic variation in plasticity suggests limited capacity for evolved responses.
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Affiliation(s)
- Kyle A Sirovy
- Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana, USA
| | - Kevin M Johnson
- Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana, USA
| | - Sandra M Casas
- School of Animal Sciences, Louisiana State University Agricultural Center, Baton Rouge, Louisiana, USA
| | - Jerome F La Peyre
- School of Animal Sciences, Louisiana State University Agricultural Center, Baton Rouge, Louisiana, USA
| | - Morgan W Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, Louisiana, USA
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Eisenmenger LB, Junn JC, Cooke D, Hetts S, Zhu C, Johnson KM, Manunga JM, Saloner D, Hess C, Kim H. Presence of Vessel Wall Hyperintensity in Unruptured Arteriovenous Malformations on Vessel Wall Magnetic Resonance Imaging: Pilot Study of AVM Vessel Wall "Enhancement". Front Neurosci 2021; 15:697432. [PMID: 34366779 PMCID: PMC8334001 DOI: 10.3389/fnins.2021.697432] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 04/19/2021] [Accepted: 06/28/2021] [Indexed: 01/06/2023] Open
Abstract
Purpose: High-resolution vessel wall magnetic resonance imaging (VW-MRI) could provide a way to identify high risk arteriovenous malformation (AVM) features. We present the first pilot study of clinically unruptured AVMs evaluated by high-resolution VW-MRI. Methods: A retrospective review of clinically unruptured AVMs with VW-MRI between January 1, 2016 and December 31, 2018 was performed documenting the presence or absence of vessel wall “hyperintensity,” or enhancement, within the nidus as well as perivascular enhancement and evidence of old hemorrhage (EOOH). The extent of nidal vessel wall “hyperintensity” was approximated into five groups: 0, 1–25, 26–50, 51–75, and 76–100%. Results: Of the nine cases, eight demonstrated at least some degree of vessel wall nidus “hyperintensity.” Of those eight cases, four demonstrated greater than 50% of the nidus with hyperintensity at the vessel wall, and three cases had perivascular enhancement adjacent to nidal vessels. Although none of the subjects had prior clinical hemorrhage/AVM rupture, of the six patients with available susceptibility weighted imaging to assess for remote hemorrhage, only two had subtle siderosis to suggest prior sub-clinical bleeds. Conclusion: Vessel wall “enhancement” occurs in AVMs with no prior clinical rupture. Additional studies are needed to further investigate the implication of these findings.
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Affiliation(s)
- Laura B Eisenmenger
- Department of Radiology, University of Wisconsin-Madison, Madison, WI, United States
| | - Jacqueline C Junn
- Department of Radiology, Mount Sinai Hospital, New York, NY, United States
| | - Daniel Cooke
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Steven Hetts
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Chengcheng Zhu
- Department of Radiology, University of Washington, Seattle, WA, United States
| | - Kevin M Johnson
- Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, United States
| | - Jesse M Manunga
- Division of Vascular and Endovascular Surgery, Minneapolis Heart Institute, Abbott Northwestern Hospital, Minneapolis, MN, United States
| | - David Saloner
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Christopher Hess
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States
| | - Helen Kim
- Department of Anesthesia, University of California, San Francisco, San Francisco, CA, United States
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50
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Johnson KM, Jones HR, Casas SM, La Peyre JF, Kelly MW. Transcriptomic signatures of temperature adaptation in the eastern oyster Crassostrea virginica. J Evol Biol 2021; 34:1212-1224. [PMID: 33837581 DOI: 10.1111/jeb.13789] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 02/09/2021] [Accepted: 03/18/2021] [Indexed: 12/20/2022]
Abstract
The large geographic distribution of the eastern oyster, Crassostrea virginica, makes it an ideal species to test how populations have adapted to latitudinal gradients in temperature. Despite inhabiting distinct thermal regimes, populations of C. virginica near the species' southern and northern geographic range show no population differences in their physiological response to temperature. In this study, we used comparative transcriptomics to understand how oysters from either end of the species' range maintain enantiostasis across three acclimation temperatures (10, 20, and 30°C). With this approach, we identified genes that were differentially expressed in response to temperature between individuals of C. virginica collected from New Brunswick, Canada and Louisiana, USA. We observed a core set of genes whose expression responded to temperature in both populations, but also an even larger set of genes with expression patterns that were unique to each population. Intriguingly, the genes with population-specific responses to temperature had elevated FST and Ka/Ks ratios compared to the genome-wide average. In contrast, genes showing only a response to temperature were found to only have elevated FST values suggesting that divergent FST may be due to selection on linked regulatory regions rather than positive selection on protein coding regions. Taken together, our results suggest that, despite coarse-scale physiological similarities, natural selection has shaped divergent gene expression responses to temperature in geographically separated populations of this broadly eurythermal marine invertebrate.
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Affiliation(s)
- Kevin M Johnson
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA.,Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, CA, USA.,California Sea Grant, University of California San Diego, La Jolla, CA, USA
| | - Hollis R Jones
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA.,Department of Animal Science, University of California, Davis, CA, USA
| | - Sandra M Casas
- School of Animal Sciences, Louisiana State University Ag Center, Baton Rouge, LA, USA
| | - Jerome F La Peyre
- School of Animal Sciences, Louisiana State University Ag Center, Baton Rouge, LA, USA
| | - Morgan W Kelly
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, USA
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