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Published in: Insights into Imaging 1/2023

Open Access 01-12-2023 | Magnetic Resonance Imaging | Original Article

Value of placental virtual magnetic resonance elastography and intravoxel incoherent motion-based diffusion and perfusion in predicting adverse outcomes of small-for-gestational-age infants

Authors: Jing Deng, Yuwei Cao, Yao Lu, Jiacheng Song, Aining Zhang, Meng Zhao, Xin Zhou, Xihu Mu, Feifei Qu, Feiyun Wu, Ting Chen

Published in: Insights into Imaging | Issue 1/2023

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Abstract

Objective

It is critical to early monitor and manage small-for-gestational age (SGA) infants with truly adverse outcomes not detected by conventional methods. We aimed to explore the value of diffusion-weighted imaging (DWI)-based virtual magnetic resonance elastography (vMRE) and intravoxel incoherent motion (IVIM)-based biexponential and stretched exponential parameters in predicting adverse outcomes of SGA infants.

Methods

Twenty SGA infants with adverse outcomes and forty without adverse outcomes were included in this prospective study. One DWI-based vMRE parameter [the stiffness value (μdiff)], five IVIM–based parameters [true diffusion coefficient (D), pseudo-diffusion coefficient (D*), perfusion fraction (f), diffusion distribution coefficient (DDC), and diffusion heterogeneity index (Alpha)] and apparent diffusion coefficient (ADC) were calculated and compared between groups. The predictive efficiency was compared by the logistic regression analysis and receiver operating characteristic curve analysis. The relationship between the μdiff value with gestational age was also evaluated.

Results

The placental μdiff value was remarkably higher, and the f, DDC, and ADC values were considerably lower in the SGA infants with adverse outcomes compared with those without adverse outcomes. The μdiff and f value were predictive risk factors for SGA infants with adverse outcomes. A combined predictive model (μdiff and f) improved the predictive efficacy. Moreover, there was no statistically significant correlation between the placental stiffness value and gestational age.

Conclusions

Functional MRI parameters to quantify placenta elastography and microcirculation in SGA patients. This might be a useful tool to assess placental function and a vital non-invasive supplement for predicting adverse outcomes of SGA infants.

Critical relevance statement

This prospective study shows DWI-based virtual magnetic resonance elastography and intravoxel incoherent motion-based functional parameters to quantify placenta elastography and microcirculation in small-for-gestational-age patients, which could complement existing non-invasive methods for monitoring and predicting neonatal perinatal adverse outcome.

Key points

• vMRE is an emerging non-invasive imaging technique for evaluating placenta stiffness.
• SGA infants with adverse outcome have stiffer placental elasticity and lower microcirculation.
• Risk factors combination displayed better efficacy in predicting adverse outcomes of SGA.

Graphical Abstract

Literature
1.
go back to reference Lees CC, Stampalija T, Baschat A et al (2020) ISUOG Practice Guidelines: diagnosis and management of small-for-gestational-age fetus and fetal growth restriction. Ultrasound Obstet Gynecol 56:298–312CrossRefPubMed Lees CC, Stampalija T, Baschat A et al (2020) ISUOG Practice Guidelines: diagnosis and management of small-for-gestational-age fetus and fetal growth restriction. Ultrasound Obstet Gynecol 56:298–312CrossRefPubMed
2.
go back to reference Fadl S, Moshiri M, Fligner CL, Katz DS, Dighe M (2017) Placental imaging: normal appearance with review of pathologic findings. Radiographics 37:979–998CrossRefPubMed Fadl S, Moshiri M, Fligner CL, Katz DS, Dighe M (2017) Placental imaging: normal appearance with review of pathologic findings. Radiographics 37:979–998CrossRefPubMed
3.
go back to reference Lees CC, Romero R, Stampalija T et al (2022) Clinical Opinion: The diagnosis and management of suspected fetal growth restriction: an evidence-based approach. Am J Obstet Gynecol 226:366–378CrossRefPubMedPubMedCentral Lees CC, Romero R, Stampalija T et al (2022) Clinical Opinion: The diagnosis and management of suspected fetal growth restriction: an evidence-based approach. Am J Obstet Gynecol 226:366–378CrossRefPubMedPubMedCentral
5.
go back to reference Federau C (2017) Intravoxel incoherent motion MRI as a means to measure in vivo perfusion: a review of the evidence. NMR Biomed 30:e3870 Federau C (2017) Intravoxel incoherent motion MRI as a means to measure in vivo perfusion: a review of the evidence. NMR Biomed 30:e3870
6.
go back to reference Chen T, Zhao M, Song J et al (2019) The effect of maternal hyperoxygenation on placental perfusion in normal and fetal growth restricted pregnancies using intravoxel incoherent motion. Placenta 88:28–35CrossRefPubMed Chen T, Zhao M, Song J et al (2019) The effect of maternal hyperoxygenation on placental perfusion in normal and fetal growth restricted pregnancies using intravoxel incoherent motion. Placenta 88:28–35CrossRefPubMed
7.
go back to reference Malmberg M, Kragsterman E, Sinding M et al (2022) Perfusion fraction derived from IVIM analysis of diffusion-weighted MRI in the assessment of placental vascular malperfusion antenatally. Placenta 119:1–7CrossRefPubMed Malmberg M, Kragsterman E, Sinding M et al (2022) Perfusion fraction derived from IVIM analysis of diffusion-weighted MRI in the assessment of placental vascular malperfusion antenatally. Placenta 119:1–7CrossRefPubMed
8.
go back to reference Li Q, Zhang T, Che F et al (2023) Intravoxel incoherent motion diffusion weighted imaging for preoperative evaluation of liver regeneration after hepatectomy in hepatocellular carcinoma. Eur Radiol 33:5222–5235CrossRefPubMed Li Q, Zhang T, Che F et al (2023) Intravoxel incoherent motion diffusion weighted imaging for preoperative evaluation of liver regeneration after hepatectomy in hepatocellular carcinoma. Eur Radiol 33:5222–5235CrossRefPubMed
9.
go back to reference Durhan G, Ünverdi H, Deveci C et al (2017) Placental elasticity and histopathological findings in normal and intra-uterine growth restriction pregnancies assessed with strain elastography in ex vivo placenta. Ultrasound Med Biol 43:111–118CrossRefPubMed Durhan G, Ünverdi H, Deveci C et al (2017) Placental elasticity and histopathological findings in normal and intra-uterine growth restriction pregnancies assessed with strain elastography in ex vivo placenta. Ultrasound Med Biol 43:111–118CrossRefPubMed
10.
go back to reference Arioz HH, Alici DE, Kandemirli SG et al (2017) In vivo assessment of placental elasticity in intrauterine growth restriction by shear-wave elastography. Eur J Radiol 97:16–20CrossRef Arioz HH, Alici DE, Kandemirli SG et al (2017) In vivo assessment of placental elasticity in intrauterine growth restriction by shear-wave elastography. Eur J Radiol 97:16–20CrossRef
11.
go back to reference Monier I, Blondel B, Ego A, Kaminiski M, Goffinet F, Zeitlin J (2015) Poor effectiveness of antenatal detection of fetal growth restriction and consequences for obstetric management and neonatal outcomes: a French national study. BJOG 122:518–527CrossRefPubMed Monier I, Blondel B, Ego A, Kaminiski M, Goffinet F, Zeitlin J (2015) Poor effectiveness of antenatal detection of fetal growth restriction and consequences for obstetric management and neonatal outcomes: a French national study. BJOG 122:518–527CrossRefPubMed
12.
go back to reference Le Bihan D, Ichikawa S, Motosugi U (2017) Diffusion and intravoxel incoherent motion MR imaging-based virtual elastography: a hypothesis-generating study in the liver. Radiology 285:609–619CrossRefPubMed Le Bihan D, Ichikawa S, Motosugi U (2017) Diffusion and intravoxel incoherent motion MR imaging-based virtual elastography: a hypothesis-generating study in the liver. Radiology 285:609–619CrossRefPubMed
13.
go back to reference Abu AN, Dillman JR, Gandhi DB, Dudley JA, Trout AT, Miethke AG (2021) Association between liver diffusion-weighted imaging apparent diffusion coefficient values and other measures of liver disease in pediatric autoimmune liver disease patients. Abdom Radiol (NY) 46:197–204CrossRef Abu AN, Dillman JR, Gandhi DB, Dudley JA, Trout AT, Miethke AG (2021) Association between liver diffusion-weighted imaging apparent diffusion coefficient values and other measures of liver disease in pediatric autoimmune liver disease patients. Abdom Radiol (NY) 46:197–204CrossRef
14.
go back to reference Aunan-Diop JS, Andersen M, Friismose AI et al (2022) Virtual magnetic resonance elastography predicts the intraoperative consistency of meningiomas. J Neuroradiol 50:396–401CrossRefPubMed Aunan-Diop JS, Andersen M, Friismose AI et al (2022) Virtual magnetic resonance elastography predicts the intraoperative consistency of meningiomas. J Neuroradiol 50:396–401CrossRefPubMed
16.
go back to reference Kromrey ML, Le Bihan D, Ichikawa S, Motosugi U (2020) Diffusion-weighted MRI-based virtual elastography for the assessment of liver fibrosis. Radiology 295:127–135CrossRefPubMed Kromrey ML, Le Bihan D, Ichikawa S, Motosugi U (2020) Diffusion-weighted MRI-based virtual elastography for the assessment of liver fibrosis. Radiology 295:127–135CrossRefPubMed
17.
go back to reference Lagerstrand K, Gaedes N, Eriksson S et al (2021) Virtual magnetic resonance elastography has the feasibility to evaluate preoperative pituitary adenoma consistency. Pituitary 24:530–541CrossRefPubMedPubMedCentral Lagerstrand K, Gaedes N, Eriksson S et al (2021) Virtual magnetic resonance elastography has the feasibility to evaluate preoperative pituitary adenoma consistency. Pituitary 24:530–541CrossRefPubMedPubMedCentral
18.
go back to reference Ota T, Hori M, Le Bihan D et al. (2021) Diffusion-based virtual MR elastography of the liver: can it be extended beyond liver fibrosis? J Clin Med 10 Ota T, Hori M, Le Bihan D et al. (2021) Diffusion-based virtual MR elastography of the liver: can it be extended beyond liver fibrosis? J Clin Med 10
19.
go back to reference Yin Z, Magin RL, Klatt D (2014) Simultaneous MR elastography and diffusion acquisitions: diffusion-MRE (dMRE). Magn Reson Med 71:1682–1688CrossRefPubMed Yin Z, Magin RL, Klatt D (2014) Simultaneous MR elastography and diffusion acquisitions: diffusion-MRE (dMRE). Magn Reson Med 71:1682–1688CrossRefPubMed
22.
go back to reference Deng J, Zhang A, Zhao M et al (2023) Placental perfusion using intravoxel incoherent motion MRI combined with Doppler findings in differentiating between very low birth weight infants and small for gestational age infants. Placenta 135:16–24CrossRefPubMed Deng J, Zhang A, Zhao M et al (2023) Placental perfusion using intravoxel incoherent motion MRI combined with Doppler findings in differentiating between very low birth weight infants and small for gestational age infants. Placenta 135:16–24CrossRefPubMed
23.
go back to reference Yushkevich PA, Piven J, Hazlett HC et al (2006) User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. Neuroimage 31:1116–1128CrossRefPubMed Yushkevich PA, Piven J, Hazlett HC et al (2006) User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. Neuroimage 31:1116–1128CrossRefPubMed
24.
go back to reference Parchem JG, Brock CO, Chen HY, Kalluri R, Barton JR, Sibai BM (2020) Placental growth factor and the risk of adverse neonatal and maternal outcomes. Obstet Gynecol 135:665–673CrossRefPubMed Parchem JG, Brock CO, Chen HY, Kalluri R, Barton JR, Sibai BM (2020) Placental growth factor and the risk of adverse neonatal and maternal outcomes. Obstet Gynecol 135:665–673CrossRefPubMed
25.
go back to reference Song EJ, Sohn YM, Seo M (2018) Diagnostic performances of shear-wave elastography and B-mode ultrasound to differentiate benign and malignant breast lesions: the emphasis on the cutoff value of qualitative and quantitative parameters. Clin Imaging 50:302–307CrossRefPubMed Song EJ, Sohn YM, Seo M (2018) Diagnostic performances of shear-wave elastography and B-mode ultrasound to differentiate benign and malignant breast lesions: the emphasis on the cutoff value of qualitative and quantitative parameters. Clin Imaging 50:302–307CrossRefPubMed
26.
go back to reference Sun C, Groom KM, Oyston C, Chamley LW, Clark AR, James JL (2020) The placenta in fetal growth restriction: what is going wrong? Placenta 96:10–18CrossRefPubMed Sun C, Groom KM, Oyston C, Chamley LW, Clark AR, James JL (2020) The placenta in fetal growth restriction: what is going wrong? Placenta 96:10–18CrossRefPubMed
27.
go back to reference Tao X, Zhao CQ (2020) Placental pathology of fetal vascular malperfusion. Chin J Pathol 49:1344–1348 Tao X, Zhao CQ (2020) Placental pathology of fetal vascular malperfusion. Chin J Pathol 49:1344–1348
28.
go back to reference Andescavage N, You W, Jacobs M et al (2020) Exploring in vivo placental microstructure in healthy and growth-restricted pregnancies through diffusion-weighted magnetic resonance imaging. Placenta 93:113–118CrossRefPubMedPubMedCentral Andescavage N, You W, Jacobs M et al (2020) Exploring in vivo placental microstructure in healthy and growth-restricted pregnancies through diffusion-weighted magnetic resonance imaging. Placenta 93:113–118CrossRefPubMedPubMedCentral
29.
go back to reference He J, Chen Z, Chen C, Liu P (2021) Comparative study of placental T2* and intravoxel incoherent motion in the prediction of fetal growth restriction. Placenta 111:47–53CrossRefPubMed He J, Chen Z, Chen C, Liu P (2021) Comparative study of placental T2* and intravoxel incoherent motion in the prediction of fetal growth restriction. Placenta 111:47–53CrossRefPubMed
30.
go back to reference Nakao KK, Kido A, Fujimoto K et al (2023) Placental functional assessment and its relationship to adverse pregnancy outcome: comparison of intravoxel incoherent motion (IVIM) MRI, T2-relaxation time, and umbilical artery Doppler ultrasound. Acta Radiol 64:370–376CrossRefPubMed Nakao KK, Kido A, Fujimoto K et al (2023) Placental functional assessment and its relationship to adverse pregnancy outcome: comparison of intravoxel incoherent motion (IVIM) MRI, T2-relaxation time, and umbilical artery Doppler ultrasound. Acta Radiol 64:370–376CrossRefPubMed
31.
go back to reference Siauve N, Hayot PH, Deloison B et al (2019) Assessment of human placental perfusion by intravoxel incoherent motion MR imaging. J Matern Fetal Neonatal Med 32:293–300CrossRefPubMed Siauve N, Hayot PH, Deloison B et al (2019) Assessment of human placental perfusion by intravoxel incoherent motion MR imaging. J Matern Fetal Neonatal Med 32:293–300CrossRefPubMed
32.
go back to reference Redline RW, Roberts DJ, Parast MM et al (2023) Placental pathology is necessary to understand common pregnancy complications and achieve an improved taxonomy of obstetrical disease. Am J Obstet Gynecol 228:187–202CrossRefPubMed Redline RW, Roberts DJ, Parast MM et al (2023) Placental pathology is necessary to understand common pregnancy complications and achieve an improved taxonomy of obstetrical disease. Am J Obstet Gynecol 228:187–202CrossRefPubMed
33.
go back to reference Meng N, Fang T, Feng P et al (2021) Amide proton transfer-weighted imaging and multiple models diffusion-weighted imaging facilitates preoperative risk stratification of early-stage endometrial carcinoma. J Magn Reson Imaging 54:1200–1211CrossRefPubMed Meng N, Fang T, Feng P et al (2021) Amide proton transfer-weighted imaging and multiple models diffusion-weighted imaging facilitates preoperative risk stratification of early-stage endometrial carcinoma. J Magn Reson Imaging 54:1200–1211CrossRefPubMed
34.
go back to reference Lai HW, Lyv GR, Wei YT, Zhou T (2020) The diagnostic value of two-dimensional shear wave elastography in gestational diabetes mellitus. Placenta 101:147–153CrossRefPubMed Lai HW, Lyv GR, Wei YT, Zhou T (2020) The diagnostic value of two-dimensional shear wave elastography in gestational diabetes mellitus. Placenta 101:147–153CrossRefPubMed
35.
go back to reference Spiliopoulos M, Kuo CY, Eranki A et al (2020) Characterizing placental stiffness using ultrasound shear-wave elastography in healthy and preeclamptic pregnancies. Arch Gynecol Obstet 302:1103–1112CrossRefPubMedPubMedCentral Spiliopoulos M, Kuo CY, Eranki A et al (2020) Characterizing placental stiffness using ultrasound shear-wave elastography in healthy and preeclamptic pregnancies. Arch Gynecol Obstet 302:1103–1112CrossRefPubMedPubMedCentral
Metadata
Title
Value of placental virtual magnetic resonance elastography and intravoxel incoherent motion-based diffusion and perfusion in predicting adverse outcomes of small-for-gestational-age infants
Authors
Jing Deng
Yuwei Cao
Yao Lu
Jiacheng Song
Aining Zhang
Meng Zhao
Xin Zhou
Xihu Mu
Feifei Qu
Feiyun Wu
Ting Chen
Publication date
01-12-2023
Publisher
Springer Vienna
Published in
Insights into Imaging / Issue 1/2023
Electronic ISSN: 1869-4101
DOI
https://doi.org/10.1186/s13244-023-01503-9

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