Skip to main content
Top
Published in: European Radiology 9/2022

29-03-2022 | Magnetic Resonance Imaging | Head and Neck

Oxygen extraction fraction (OEF) assesses cerebral oxygen metabolism of deep gray matter in patients with pre-eclampsia

Authors: Linfeng Yang, Junghun Cho, Tao Chen, Kelly M. Gillen, Jing Li, Qihao Zhang, Lingfei Guo, Yi Wang

Published in: European Radiology | Issue 9/2022

Login to get access

Abstract

Objectives

The objective of this study was to compare oxygen extraction fraction (OEF) values in the deep gray matter (GM) of pre-eclampsia (PE) patients, pregnant healthy controls (PHCs), and non-pregnant healthy controls (NPHCs) to explore their brain oxygen metabolism differences in GM.

Methods

Forty-seven PE patients, forty NPHCs, and twenty-one PHCs were included. Brain OEF values were computed from quantitative susceptibility mapping (QSM) plus quantitative blood oxygen level–dependent magnitude (QSM + qBOLD = QQ)-based mapping. One-way ANOVA was used to compare mean OEF values in the three groups. The area under the curve of the mean OEF value in each region of interest was estimated using a receiver operating characteristic curve analysis.

Results

We found that the mean OEF values in the thalamus, putamen, caudate nucleus, pallidum, and substantia nigra were significantly different in these three groups (F = 5.867, p = 0.004; F = 5.142, p = 0007; F = 6.158, p = 0.003; F = 6.319, p = 0.003; F = 5.491, p = 0.005). The mean OEF values for these 5 regions were higher in PE patients than in NPHCs and in PHCs (p < 0.05). The AUC of these ROIs ranged from 0.673 to 0.692 (p < 0.01) and cutoff values varied from 35.1 to 36.6%, indicating that the OEF values could discriminate patients with and without PE. Stepwise multivariate analysis revealed that the OEF values correlated with hematocrit in pregnant women (r = 0.353, p = 0.003).

Conclusion

OEF values in the brains of pregnant women can be measured in clinical practice using QQ-based OEF mapping for noninvasive assessment of hypertensive disorders.

Key points

Pre-eclampsia is a hypertensive disorder associated with abnormalities in brain oxygen extraction.
Oxygen extraction fraction (OEF) is an indicator of brain tissue viability and function. QQ-based mapping of OEF is a new MRI technique that can noninvasively quantify brain oxygen metabolism.
OEF values in the brains of pregnant women can be measured for noninvasive assessment of hypertensive disorders in clinical practice.
Literature
1.
go back to reference (2013) Hypertension in pregnancy. Report of the American College of Obstetricians and Gynecologists’ task force on hypertension in pregnancy. Obstet Gynecol 122:1122–1131 (2013) Hypertension in pregnancy. Report of the American College of Obstetricians and Gynecologists’ task force on hypertension in pregnancy. Obstet Gynecol 122:1122–1131
2.
go back to reference Moaddab A, Dildy GA, Brown HL et al (2018) Health care disparity and pregnancy-related mortality in the United States, 2005-2014. Obstet Gynecol 131:707–712PubMedCrossRef Moaddab A, Dildy GA, Brown HL et al (2018) Health care disparity and pregnancy-related mortality in the United States, 2005-2014. Obstet Gynecol 131:707–712PubMedCrossRef
3.
go back to reference Rana S, Lemoine E, Granger JP, Karumanchi SA (2019) Preeclampsia: pathophysiology, challenges, and perspectives. Circ Res 124:1094–1112CrossRef Rana S, Lemoine E, Granger JP, Karumanchi SA (2019) Preeclampsia: pathophysiology, challenges, and perspectives. Circ Res 124:1094–1112CrossRef
4.
5.
go back to reference Kontos HA (1989) Validity of cerebral arterial blood flow calculations from velocity measurements. Stroke 20:1–3PubMedCrossRef Kontos HA (1989) Validity of cerebral arterial blood flow calculations from velocity measurements. Stroke 20:1–3PubMedCrossRef
6.
go back to reference Nelander M, Hannsberger D, Sundström-Poromaa I et al (2018) Assessment of cerebral perfusion and edema in preeclampsia with intravoxel incoherent motion MRI. Acta Obstet Gynecol Scand 97:1212–1218PubMedCrossRef Nelander M, Hannsberger D, Sundström-Poromaa I et al (2018) Assessment of cerebral perfusion and edema in preeclampsia with intravoxel incoherent motion MRI. Acta Obstet Gynecol Scand 97:1212–1218PubMedCrossRef
7.
go back to reference Shaaban CE, Rosano C, Cohen AD et al (2021) Cognition and cerebrovascular reactivity in midlife women with history of preeclampsia and placental evidence of maternal vascular malperfusion. Front Aging Neurosci 13:637574PubMedPubMedCentralCrossRef Shaaban CE, Rosano C, Cohen AD et al (2021) Cognition and cerebrovascular reactivity in midlife women with history of preeclampsia and placental evidence of maternal vascular malperfusion. Front Aging Neurosci 13:637574PubMedPubMedCentralCrossRef
8.
go back to reference Gupta A, Chazen JL, Hartman M et al (2012) Cerebrovascular reserve and stroke risk in patients with carotid stenosis or occlusion: a systematic review and meta-analysis. Stroke 43:2884–2891PubMedPubMedCentralCrossRef Gupta A, Chazen JL, Hartman M et al (2012) Cerebrovascular reserve and stroke risk in patients with carotid stenosis or occlusion: a systematic review and meta-analysis. Stroke 43:2884–2891PubMedPubMedCentralCrossRef
9.
go back to reference Gupta A, Baradaran H, Schweitzer AD et al (2014) Oxygen extraction fraction and stroke risk in patients with carotid stenosis or occlusion: a systematic review and meta-analysis. AJNR Am J Neuroradiol 35:250–255PubMedPubMedCentralCrossRef Gupta A, Baradaran H, Schweitzer AD et al (2014) Oxygen extraction fraction and stroke risk in patients with carotid stenosis or occlusion: a systematic review and meta-analysis. AJNR Am J Neuroradiol 35:250–255PubMedPubMedCentralCrossRef
10.
go back to reference Rodgers ZB, Detre JA, Wehrli FW (2016) MRI-based methods for quantification of the cerebral metabolic rate of oxygen. J Cereb Blood Flow Metab 36:1165–1185PubMedPubMedCentralCrossRef Rodgers ZB, Detre JA, Wehrli FW (2016) MRI-based methods for quantification of the cerebral metabolic rate of oxygen. J Cereb Blood Flow Metab 36:1165–1185PubMedPubMedCentralCrossRef
11.
go back to reference Mintun MA, Raichle ME, Martin WR, Herscovitch P (1984) Brain oxygen utilization measured with O-15 radiotracers and positron emission tomography. J Nucl Med 25:177–187 Mintun MA, Raichle ME, Martin WR, Herscovitch P (1984) Brain oxygen utilization measured with O-15 radiotracers and positron emission tomography. J Nucl Med 25:177–187
12.
go back to reference Goodwin JA, Kudo K, Shinohe Y et al (2015) Susceptibility-weighted phase imaging and oxygen extraction fraction measurement during sedation and sedation recovery using 7T MRI. J Neuroimaging 25:575–581 Goodwin JA, Kudo K, Shinohe Y et al (2015) Susceptibility-weighted phase imaging and oxygen extraction fraction measurement during sedation and sedation recovery using 7T MRI. J Neuroimaging 25:575–581
13.
go back to reference Cho J, Zhang S, Kee Y et al (2020) Cluster analysis of time evolution (CAT) for quantitative susceptibility mapping (QSM) and quantitative blood oxygen level-dependent magnitude (qBOLD)-based oxygen extraction fraction (OEF) and cerebral metabolic rate of oxygen (CMRO2 ) mapping. Magn Reson Med 83:844–857CrossRef Cho J, Zhang S, Kee Y et al (2020) Cluster analysis of time evolution (CAT) for quantitative susceptibility mapping (QSM) and quantitative blood oxygen level-dependent magnitude (qBOLD)-based oxygen extraction fraction (OEF) and cerebral metabolic rate of oxygen (CMRO2 ) mapping. Magn Reson Med 83:844–857CrossRef
14.
go back to reference Sutton ALM, Harper LM, Tita ATN (2018) Hypertensive disorders in pregnancy. Obstet Gynecol Clin N Am 45:333–347CrossRef Sutton ALM, Harper LM, Tita ATN (2018) Hypertensive disorders in pregnancy. Obstet Gynecol Clin N Am 45:333–347CrossRef
16.
go back to reference Cho J, Kee Y, Spincemaille P et al (2018) Cerebral metabolic rate of oxygen (CMRO2 ) mapping by combining quantitative susceptibility mapping (QSM) and quantitative blood oxygenation level-dependent imaging (qBOLD). Magnetic Resonance Med: Off J Soc Magn Resonance Med 80:1595–1604CrossRef Cho J, Kee Y, Spincemaille P et al (2018) Cerebral metabolic rate of oxygen (CMRO2 ) mapping by combining quantitative susceptibility mapping (QSM) and quantitative blood oxygenation level-dependent imaging (qBOLD). Magnetic Resonance Med: Off J Soc Magn Resonance Med 80:1595–1604CrossRef
17.
go back to reference Liu T, Wisnieff C, Lou M, Chen W, Spincemaille P, Wang Y (2013) Nonlinear formulation of the magnetic field to source relationship for robust quantitative susceptibility mapping. Magnetic Resonance Med: Off J Soc Magnetic Resonance Med 69:467–476CrossRef Liu T, Wisnieff C, Lou M, Chen W, Spincemaille P, Wang Y (2013) Nonlinear formulation of the magnetic field to source relationship for robust quantitative susceptibility mapping. Magnetic Resonance Med: Off J Soc Magnetic Resonance Med 69:467–476CrossRef
18.
go back to reference Liu T, Khalidov I, de Rochefort L et al (2011) A novel background field removal method for MRI using projection onto dipole fields (PDF). NMR Biomed 24:1129–1136PubMedPubMedCentralCrossRef Liu T, Khalidov I, de Rochefort L et al (2011) A novel background field removal method for MRI using projection onto dipole fields (PDF). NMR Biomed 24:1129–1136PubMedPubMedCentralCrossRef
19.
go back to reference Liu Z, Spincemaille P, Yao Y, Zhang Y, Wang Y (2018) MEDI+ 0: morphology enabled dipole inversion with automatic uniform cerebrospinal fluid zero reference for quantitative susceptibility mapping. Magnetic Resonance Med: Off J Soc Magnetic Resonance Med 79:2795–2803CrossRef Liu Z, Spincemaille P, Yao Y, Zhang Y, Wang Y (2018) MEDI+ 0: morphology enabled dipole inversion with automatic uniform cerebrospinal fluid zero reference for quantitative susceptibility mapping. Magnetic Resonance Med: Off J Soc Magnetic Resonance Med 79:2795–2803CrossRef
20.
go back to reference Hajian-Tilaki K (2013) Receiver operating characteristic (ROC) curve analysis for medical diagnostic test evaluation. Caspian J Int Med 4:627–635 Hajian-Tilaki K (2013) Receiver operating characteristic (ROC) curve analysis for medical diagnostic test evaluation. Caspian J Int Med 4:627–635
21.
go back to reference Hajian-Tilaki K (2018) The choice of methods in determining the optimal cut-off value for quantitative diagnostic test evaluation. Stat Methods Med Res 27:2374–2383PubMedCrossRef Hajian-Tilaki K (2018) The choice of methods in determining the optimal cut-off value for quantitative diagnostic test evaluation. Stat Methods Med Res 27:2374–2383PubMedCrossRef
22.
go back to reference DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837–845CrossRef DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837–845CrossRef
23.
go back to reference Gupta N, Gupta T, Asthana D (2017) Prediction of preeclampsia in early pregnancy by estimating the spot urinary albumin/creatinine ratio. J Obstet Gynaecol India 67:258–262PubMedCrossRef Gupta N, Gupta T, Asthana D (2017) Prediction of preeclampsia in early pregnancy by estimating the spot urinary albumin/creatinine ratio. J Obstet Gynaecol India 67:258–262PubMedCrossRef
24.
go back to reference Golboni F, Heydarpour S, Taghizadeh Z, Kazemnezhad A (2011) Predictive value of plasma haematocrit level in early diagnosis of pre-eclampsia. East Mediterr Health J 17:744–748PubMedCrossRef Golboni F, Heydarpour S, Taghizadeh Z, Kazemnezhad A (2011) Predictive value of plasma haematocrit level in early diagnosis of pre-eclampsia. East Mediterr Health J 17:744–748PubMedCrossRef
25.
go back to reference Ramiro-Cortijo D, de la Calle M, Rodriguez-Rodriguez P et al (2020) First trimester elevations of hematocrit, lipid peroxidation and nitrates in women with twin pregnancies who develop preeclampsia. Pregnancy Hypertens 22:132–135PubMedCrossRef Ramiro-Cortijo D, de la Calle M, Rodriguez-Rodriguez P et al (2020) First trimester elevations of hematocrit, lipid peroxidation and nitrates in women with twin pregnancies who develop preeclampsia. Pregnancy Hypertens 22:132–135PubMedCrossRef
26.
go back to reference Hecht JL, Ordi J, Carrilho C et al (2017) The pathology of eclampsia: an autopsy series. Hypertens Pregnancy 36:259–268PubMedCrossRef Hecht JL, Ordi J, Carrilho C et al (2017) The pathology of eclampsia: an autopsy series. Hypertens Pregnancy 36:259–268PubMedCrossRef
27.
go back to reference Kudo K, Liu T, Murakami T et al (2016) Oxygen extraction fraction measurement using quantitative susceptibility mapping: comparison with positron emission tomography. J Cereb Blood Flow Metab 36:1424–1433PubMedCrossRef Kudo K, Liu T, Murakami T et al (2016) Oxygen extraction fraction measurement using quantitative susceptibility mapping: comparison with positron emission tomography. J Cereb Blood Flow Metab 36:1424–1433PubMedCrossRef
28.
go back to reference Fan AP, Khalil AA, Fiebach JB et al (2020) Elevated brain oxygen extraction fraction measured by MRI susceptibility relates to perfusion status in acute ischemic stroke. J Cereb Blood Flow Metab 40:539–551PubMedCrossRef Fan AP, Khalil AA, Fiebach JB et al (2020) Elevated brain oxygen extraction fraction measured by MRI susceptibility relates to perfusion status in acute ischemic stroke. J Cereb Blood Flow Metab 40:539–551PubMedCrossRef
29.
go back to reference Slowinski T, Neumayer HH, Stolze T, Gossing G, Halle H, Hocher B (2002) Endothelin system in normal and hypertensive pregnancy. Clin Sci (Lond) 103(Suppl 48):446s–449sCrossRef Slowinski T, Neumayer HH, Stolze T, Gossing G, Halle H, Hocher B (2002) Endothelin system in normal and hypertensive pregnancy. Clin Sci (Lond) 103(Suppl 48):446s–449sCrossRef
30.
go back to reference Nelander M, Hannsberger D, Sundström-Poromaa I et al (2018) Assessment of cerebral perfusion and edema in preeclampsia with intravoxel incoherent motion MRI. Acta Obstet Gynecol Scand 97:1212–1218PubMedCrossRef Nelander M, Hannsberger D, Sundström-Poromaa I et al (2018) Assessment of cerebral perfusion and edema in preeclampsia with intravoxel incoherent motion MRI. Acta Obstet Gynecol Scand 97:1212–1218PubMedCrossRef
31.
go back to reference Zheng G, Lu H, Yu W et al (2017) Severity-specific alterations in CBF, OEF and CMRO2 in cirrhotic patients with hepatic encephalopathy. Eur Radiol 27:4699–4709PubMedCrossRef Zheng G, Lu H, Yu W et al (2017) Severity-specific alterations in CBF, OEF and CMRO2 in cirrhotic patients with hepatic encephalopathy. Eur Radiol 27:4699–4709PubMedCrossRef
32.
go back to reference Zheng G, Wen J, Lu H et al (2016) Elevated global cerebral blood flow, oxygen extraction fraction and unchanged metabolic rate of oxygen in young adults with end-stage renal disease: an MRI study. Eur Radiol 26:1732–1741PubMedCrossRef Zheng G, Wen J, Lu H et al (2016) Elevated global cerebral blood flow, oxygen extraction fraction and unchanged metabolic rate of oxygen in young adults with end-stage renal disease: an MRI study. Eur Radiol 26:1732–1741PubMedCrossRef
33.
go back to reference Zhang S, Cho J, Nguyen TD et al (2020) Initial experience of challenge-free MRI-based oxygen extraction fraction mapping of ischemic stroke at various stages: comparison with perfusion and diffusion mapping. Front Neurosci 14:535441PubMedPubMedCentralCrossRef Zhang S, Cho J, Nguyen TD et al (2020) Initial experience of challenge-free MRI-based oxygen extraction fraction mapping of ischemic stroke at various stages: comparison with perfusion and diffusion mapping. Front Neurosci 14:535441PubMedPubMedCentralCrossRef
34.
go back to reference Leffert LR, Clancy CR, Bateman BT, Bryant AS, Kuklina EV (2015) Hypertensive disorders and pregnancy-related stroke: frequency, trends, risk factors, and outcomes. Obstet Gynecol 125:124–131PubMedPubMedCentralCrossRef Leffert LR, Clancy CR, Bateman BT, Bryant AS, Kuklina EV (2015) Hypertensive disorders and pregnancy-related stroke: frequency, trends, risk factors, and outcomes. Obstet Gynecol 125:124–131PubMedPubMedCentralCrossRef
35.
go back to reference Leffert LR, Clancy CR, Bateman BT et al (2015) Patient characteristics and outcomes after hemorrhagic stroke in pregnancy. Circulation 8:S170–S178PubMed Leffert LR, Clancy CR, Bateman BT et al (2015) Patient characteristics and outcomes after hemorrhagic stroke in pregnancy. Circulation 8:S170–S178PubMed
36.
go back to reference McDermott M, Miller EC, Rundek T, Hurn PD, Bushnell CD (2018) Preeclampsia: association with posterior reversible encephalopathy syndrome and stroke. Stroke 49:524–530PubMedPubMedCentralCrossRef McDermott M, Miller EC, Rundek T, Hurn PD, Bushnell CD (2018) Preeclampsia: association with posterior reversible encephalopathy syndrome and stroke. Stroke 49:524–530PubMedPubMedCentralCrossRef
38.
go back to reference Riskin-Mashiah S, Belfort MA (2005) Preeclampsia is associated with global cerebral hemodynamic changes. J Soc Gynecol Investig 12:253–256PubMedCrossRef Riskin-Mashiah S, Belfort MA (2005) Preeclampsia is associated with global cerebral hemodynamic changes. J Soc Gynecol Investig 12:253–256PubMedCrossRef
39.
go back to reference Cappelen-Smith C, Calic Z, Cordato D (2017) Reversible cerebral vasoconstriction syndrome: recognition and treatment. Curr Treat Options Neurol 19:21PubMedCrossRef Cappelen-Smith C, Calic Z, Cordato D (2017) Reversible cerebral vasoconstriction syndrome: recognition and treatment. Curr Treat Options Neurol 19:21PubMedCrossRef
40.
go back to reference Singhal AB, Topcuoglu MA, Fok JW et al (2016) Reversible cerebral vasoconstriction syndromes and primary angiitis of the central nervous system: clinical, imaging, and angiographic comparison. Ann Neurol 79:882–894PubMedCrossRef Singhal AB, Topcuoglu MA, Fok JW et al (2016) Reversible cerebral vasoconstriction syndromes and primary angiitis of the central nervous system: clinical, imaging, and angiographic comparison. Ann Neurol 79:882–894PubMedCrossRef
41.
go back to reference Hyder F, Herman P, Bailey CJ et al (2016) Uniform distributions of glucose oxidation and oxygen extraction in gray matter of normal human brain: no evidence of regional differences of aerobic glycolysis. J Cereb Blood Flow Metab 36:903–916PubMedPubMedCentralCrossRef Hyder F, Herman P, Bailey CJ et al (2016) Uniform distributions of glucose oxidation and oxygen extraction in gray matter of normal human brain: no evidence of regional differences of aerobic glycolysis. J Cereb Blood Flow Metab 36:903–916PubMedPubMedCentralCrossRef
42.
go back to reference Lajoie I, Tancredi FB, Hoge RD (2016) Regional reproducibility of BOLD calibration parameter M, OEF and resting-state CMRO2 measurements with QUO2 MRI. PLoS One 11:e0163071PubMedPubMedCentralCrossRef Lajoie I, Tancredi FB, Hoge RD (2016) Regional reproducibility of BOLD calibration parameter M, OEF and resting-state CMRO2 measurements with QUO2 MRI. PLoS One 11:e0163071PubMedPubMedCentralCrossRef
43.
go back to reference Haacke EM, Lai S, Reichenbach JR et al (1997) In vivo measurement of blood oxygen saturation using magnetic resonance imaging: a direct validation of the blood oxygen level-dependent concept in functional brain imaging. Hum Brain Mapp 5:341–346PubMedCrossRef Haacke EM, Lai S, Reichenbach JR et al (1997) In vivo measurement of blood oxygen saturation using magnetic resonance imaging: a direct validation of the blood oxygen level-dependent concept in functional brain imaging. Hum Brain Mapp 5:341–346PubMedCrossRef
44.
go back to reference Shen Y, Kou Z, Kreipke CW, Petrov T, Hu J, Haacke EM (2007) In vivo measurement of tissue damage, oxygen saturation changes and blood flow changes after experimental traumatic brain injury in rats using susceptibility weighted imaging. Magn Reson Imaging 25:219–227PubMedCrossRef Shen Y, Kou Z, Kreipke CW, Petrov T, Hu J, Haacke EM (2007) In vivo measurement of tissue damage, oxygen saturation changes and blood flow changes after experimental traumatic brain injury in rats using susceptibility weighted imaging. Magn Reson Imaging 25:219–227PubMedCrossRef
45.
go back to reference Lajoie I, Tancredi FB, Hoge RD (2016) Regional reproducibility of BOLD calibration parameter M, OEF and resting-state CMRO2 measurements with QUO2 MRI. PLoS One 11:e0163071PubMedPubMedCentralCrossRef Lajoie I, Tancredi FB, Hoge RD (2016) Regional reproducibility of BOLD calibration parameter M, OEF and resting-state CMRO2 measurements with QUO2 MRI. PLoS One 11:e0163071PubMedPubMedCentralCrossRef
46.
go back to reference de Rochefort L, Liu T, Kressler B et al (2010) Quantitative susceptibility map reconstruction from MR phase data using Bayesian regularization: validation and application to brain imaging. Magn Reson Med 63:194–206PubMedCrossRef de Rochefort L, Liu T, Kressler B et al (2010) Quantitative susceptibility map reconstruction from MR phase data using Bayesian regularization: validation and application to brain imaging. Magn Reson Med 63:194–206PubMedCrossRef
47.
go back to reference Deh K, Nguyen TD, Eskreis-Winkler S et al (2015) Reproducibility of quantitative susceptibility mapping in the brain at two field strengths from two vendors. J Magn Reson Imaging 42:1592–1600PubMedPubMedCentralCrossRef Deh K, Nguyen TD, Eskreis-Winkler S et al (2015) Reproducibility of quantitative susceptibility mapping in the brain at two field strengths from two vendors. J Magn Reson Imaging 42:1592–1600PubMedPubMedCentralCrossRef
48.
go back to reference Zhang J, Liu T, Gupta A, Spincemaille P, Nguyen TD, Wang Y (2015) Quantitative mapping of cerebral metabolic rate of oxygen (CMRO2) using quantitative susceptibility mapping (QSM). Magn Reson Med 74:945–952PubMedCrossRef Zhang J, Liu T, Gupta A, Spincemaille P, Nguyen TD, Wang Y (2015) Quantitative mapping of cerebral metabolic rate of oxygen (CMRO2) using quantitative susceptibility mapping (QSM). Magn Reson Med 74:945–952PubMedCrossRef
49.
go back to reference Kirui DK, Khalidov I, Wang Y, Batt CA (2013) Targeted near-IR hybrid magnetic nanoparticles for in vivo cancer therapy and imaging. Nanomedicine 9:702–711PubMedCrossRef Kirui DK, Khalidov I, Wang Y, Batt CA (2013) Targeted near-IR hybrid magnetic nanoparticles for in vivo cancer therapy and imaging. Nanomedicine 9:702–711PubMedCrossRef
50.
go back to reference Stuber C, Pitt D, Wang Y (2016) Iron in multiple sclerosis and its noninvasive imaging with quantitative susceptibility mapping. Int J Mol Sci 17 Stuber C, Pitt D, Wang Y (2016) Iron in multiple sclerosis and its noninvasive imaging with quantitative susceptibility mapping. Int J Mol Sci 17
51.
go back to reference Persson N, Wu J, Zhang Q et al (2015) Age and sex related differences in subcortical brain iron concentrations among healthy adults. Neuroimage 122:385–398PubMedCrossRef Persson N, Wu J, Zhang Q et al (2015) Age and sex related differences in subcortical brain iron concentrations among healthy adults. Neuroimage 122:385–398PubMedCrossRef
Metadata
Title
Oxygen extraction fraction (OEF) assesses cerebral oxygen metabolism of deep gray matter in patients with pre-eclampsia
Authors
Linfeng Yang
Junghun Cho
Tao Chen
Kelly M. Gillen
Jing Li
Qihao Zhang
Lingfei Guo
Yi Wang
Publication date
29-03-2022
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 9/2022
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-022-08713-7

Other articles of this Issue 9/2022

European Radiology 9/2022 Go to the issue