Abstract
Objective:
To investigate the potential of advanced diffusion weighted imaging (DWI) in post-mortem MRI (PMMR) at 3T.
Methods:
We acquired PMMR brain and body imaging in 12 neonates, mean gestational age 33.4 weeks (range 29–37 weeks) at 3T and 1.5T. Head and body diffusion imaging at 1.5T consisted of bipolar diffusion encoding and single-shot spin-echo echo-planar imaging (SE-EPI) for acquisition (echo time (TE) 96 ms; repetition time (TR) 2700 ms; voxel size 1.8 x 1.8 mm in-plane with slice thickness 5 mm; b-values of 500 and 1000 s/mm2 applied in three orthogonal directions; total acquisition time 2:12). A whole-body 3T diffusion imaging protocol using monopolar diffusion encoding and simultaneous multislice EPI acquisition with gradients applied in 12 uniformly distributed directions was obtained (TE 53.4 ms; TR 5600 ms; 1.8 mm isotropic; multiband factor 2; b-values of 250, 750, 1250 and 1750 s/mm2; acquisition time 2:09 for a single b-value).
Results:
There was significant improvement in image quality in multiband, multislice diffusion PMMR protocol. On visual assessment of image quality, 1.5T DWI scored poorly (mean 2.4 SD ± 0.47), and all 3T b-values individually scored significantly higher (p < 0.001) apart from b = 250 s/mm2 which was not significantly different.
Conclusion:
Recent advances in diffusion sequences and hardware utilising higher field strengths and gradient performance allows whole-body diffusion PMMR imaging at high resolution with improved image quality compared to the current clinical approach.
Advances in knowledge:
We have demonstrated feasibility of a multislice, multiband quantitative diffusion imaging sequence in the perinatal post-mortem setting. This will allow more detailed and quantitative clinical PMMR investigations using diffusion MRI in the future.
Introduction
Post-mortem imaging is rapidly developing into a useful autopsy tool in the assessment of fetal and perinatal death,1 both for clinical diagnosis and exclusion of major congenital abnormalities.2 A wide range of processes following death cause alterations in water movement between and within cells and can involve cell swelling, membrane changes and breakdown. Diffusion MRI is a non-invasive method that is exquisitely sensitive to water diffusion. Advanced diffusion image acquisition and processing aims to probe the cellular diffusion environment and may throw light on different processes occurring within the tissue,3–5 which in turn has the potential to be predictive of clinical factors relating to time from and cause of death.6–8
Post-mortem MRI (PMMR) has generally adopted conventional MR sequences used in live neonatal imaging, where patient movement necessitates rapid acquisition of relatively low resolution images. In the latest review of PMMR imaging sequences,8 few centres include diffusion imaging in their clinical imaging protocols, and those that do will acquire separate axial brain and body non-isotropic diffusion imaging at few b-values, typically at 1.5T.9 This approach yields a low spatial resolution dataset, with poor characterisation of the diffusion signal (in terms of diffusion b-values and angular resolution), from which reliable data on cellular behaviour may be difficult to infer.
The simultaneous multislice (SMS) pulse sequence applies a multiband or composite RF pulse with a slice-selective gradient to simultaneously excite multiple slice planes within the imaging volume. This increases acquisition efficiency by exciting several slices simultaneously, leading to higher resolution images in the same acquisition time and/or shorter acquisition times.10 In standard 2D k-space encoding, the signal from simultaneously excited slices are mixed together, but they can be separated using the spatial encoding information inherent in a multicoil receiver system as used in modern imaging. SMS sequences are available across field strengths, but the measurement of diffusion indices is likely to be improved by higher performing gradients, optimised B0 shimming, and multichannel RF coil technology, as well as the higher signal at higher field strengths, which are often more prevalent in more modern 3T scanners. A combination of this multislice approach and one of the reduced phase-encode techniques such as sensitivity encoding (SENSE) further increases efficiency.11 It should be noted that post-mortem work on a clinical scanner is still subject to specific absorption rate (SAR) limitations even though these are no longer relevant. These impose restrictions on the sequence, as the composite RF pulses using in SMS sequences are prone to exceed peak amplitude capabilities of the RF amplifier and the total power in the pulse may exceed these SAR limits. Methods can be employed to reduce peak amplitude without affecting SAR or that achieve time‐averaged power reduction12 to improve this.
In this article, our aim is to investigate the potential of using advanced diffusion sequences recent MRI hardware improvements for perinatal PMMR autopsy over conventional diffusion imaging. In this feasibility study, the use of multiband sequences should allow faster acquisition by obtaining two or more slices with increasing acceleration factor (at the same time as one slice).13–15 Coupled with improved gradient performance (that allows for high quality monopolar diffusion encoding at short echo times), this enables acquisition of increased resolution, isotropic images of the whole body, and a better characterisation of the diffusion signal, increasing resolution in the diffusion domain, by allowing for diffusion weighted images at a range of b-values and gradient directions in the equivalent time to current practice derived from neonatal clinical imaging. As there is no patient movement during the PMMR, a single isotropic resolution volume combining both the head and body can be acquired, allowing full visualisation in all planes. We evaluated the feasibility of this approach through visual assessment of image quality and quantification of MD values to provide a comparison to current clinical practice.
Methods And Materials
We prospectively acquired PMMR from cases referred to our institution for perinatal autopsy. Written informed consent was obtained for all patients for clinical pre-autopsy PMMR as part of our institution’s clinical post-mortem assessment. Bodies were stored in a mortuary at 4°C and PMMR was performed outside of normal working hours to ensure as little disturbance as possible to clinical services. Cases were brought directly from the mortuary and positioned in a head coil in the supine position, and wrapped in insulating material to aid temperature stability.
Conventional 1.5T diffusion PMMR imaging
Clinical imaging was performed at 1.5T Avanto scanner (Siemens Medical Solutions, Erlangen, Germany) including post-mortem brain and body imaging with standard 3D T1 weighted and T2 weighted sequences according to previously published protocols.8
Conventional diffusion weighted imaging (DWI) was performed using single-shot spin-echo echo-planar imaging (SE-EPI), utilising a twice-refocused sequence16 to improve eddy current performance. Imaging parameters are given in Table 1. From the native diffusion acquisition, apparent diffusion coefficient (ADC) maps were obtained on the acquisition console (Syngo, Siemens Medical Solutions, Erlangen, Germany).
Table 1.
Parameter | Clinical acquisition | Research acquisition in this study |
Scanner type | Siemens Avanto | Siemens Prisma |
Field strength | 1.5 T | 3 T |
Gradient | 40/40/45 (x/y/z) mT m–1 | 80 mT m–1 |
200 T m–1 s–1 magnetic field gradients | 200 T m–1 s–1 magnetic field gradients | |
Coil | 12 channel phased-array head coil | 64 channel head coil |
Acquisitions | Body and brain separate acquisition | Whole body |
DWI Sequences | ||
Sequence | Single-Shot SE-EPI (twice refocused) | 2D Single-Shot SE-EPI (single refocused) |
Plane acquisition | Axial | Axial |
RF pulse type | Normal | Multiband (factor 2) |
EPI factor | 95 | 96 |
Slice thickness | Head 5 mm Body 5 mm |
1.8 mm isotropic |
TR | 2700 (ms) | 5600 (ms) |
TE | 96 (ms) | 53.4 (ms) |
Voxel size | 1.8 × 1.8 × 5.0 mm | 1.8 mm isotropic |
b-values (s/mm2) | 0, 500, 1000 | 0, 250, 750, 1250, 1750 ( with one unweighted acquisition with reversed PE for distortion correction) |
Gradient directions | 3 (Orthogonal) | 12 (Uniformly distributed) |
Acquisition time | 2 acquisitions at 1:06 min each | 2:09 min for all except 1:02 min for reversed PE acquisition |
DWI, diffusion weighted imaging; SE-EPI, spin-echo echo-planar imaging.
3T multiband diffusion imaging
Whole body (vertex to mid-thigh) images were performed with a 3T Siemens Prisma. The multishell diffusion sequence employed a diffusion-weighted 2D single-shot SE-EPI acquisition, with multiband radio frequency pulses to accelerate volume coverage along the slice direction. A single refocused SE-EPI diffusion sequence was used to enable the TE to be shortened reducing T2 decay and increasing signal levels while reducing the TR and giving a faster scan time. Image distortion due to tissue magnetic susceptibility-related B0 field perturbations is increased at 3T and were compensated for by acquiring a short reversed phase encoding scan for correction with no diffusion encoding and all other EPI parameters being the same. Imaging parameters are given in Table 1. The acquired data was corrected for distortion using TopUp (https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/topup) within TractoR (http://www.tractor-mri.org.uk). Mean diffusivity (MD) tensor maps were generated using FSL v. 5.0.9 using all 12 directions and a weighted least squares regression fit.
Image interpretation
Regions of Interest (ROIs) were drawn manually using MIPAV and plotted on the MD maps by a single operator, a Radiology Fellow with 7 years radiology training, saved as a VOI dataset and overlaid across all sequences. The regions of interest were placed in frontal lobe white matter (WM), frontal lobe grey matter (GM), temporal lobe WM, temporal lobe GM, occipital lobe WM, occipital lobe GM, basal ganglia, pons, cerebellum, right lung, left lung, myocardium, right lobe liver, left lobe liver, spleen, right renal cortex, left renal cortex, right psoas and left psoas (as described in previous publications).7, 17 MD maps derived from both combined and single b-value images (acquired at 3T only) were also blindly scored for image quality / diagnostic acceptability by the same operator using a simple visual analogue scale:
1 = unacceptable, no diagnosis possible;
2 = marked artefacts, no diagnosis possible;
3 = acceptable, diagnosis possible;
4 = very good, diagnosis possible;
5 = excellent, diagnosis possible;
T-tests were performed between 1.5T scores vs all b-values and combined b-values at 3T, and all combined b-values scores vs all other b-values at 3T and 1.5T.
Temperature measurement
Temperature was measured using an electronic thermometer in the same anatomical position (armpit or groin) immediately before transfer into the MR scanner, this is typically 1–2 minutes before the first scan and 1–2 minutes after removal of the neonate from the scanner, the position of thermometer was replicated for both time points. Temperature values in each neonate were estimated by assuming a linear gradient temperature change across the imaging session, and the temperature was taken at the mid time point of the diffusion scan. Subjects were viewed in all three orthogonal planes in the MD scan at the centre time point, and a ROI drawn in the in the large lobe of the liver for homogeneity. The average values of these ROIs were then plotted against time to examine any correlation of MD with time.
Results
12 neonates underwent PMMR imaging with gestational age 33.4 ± 3.3 weeks (range 29–37 weeks). 11 cases were stillbirths or intrauterine deaths, from which no cause of death in the fetus was found (most causes of death related to placental insufficiency, placental infection or no cause found); one case was a termination of pregnancy for suspected central nervous system abnormality which was normal at imaging and autopsy.
The mean temperature across subjects at scan time was found to be 8°C (range 6.2–11.2°C). The correlation coefficient R2 between temperature at time of scan and MD in the liver of each neonate was found to be 0.35 with a p-value of 0.09. We did not correct our MD values for temperature because this correlation was not significant and the effects of this temperature range on MD were reasonably small compared to other sources of variance affecting the MD in our sample.
On visual assessment of image quality, 1.5T DWI scored poorly (mean 2.4 SD ± 0.47), and all 3T b-values individually scored significantly higher (p < 0.001) apart from b = 250 s/mm2 which was not significantly different (Figure 1). Single b-value MD maps at higher b-values contained more detail (Figure 2), and there was an increase in diagnostic acceptability with higher b-values. The highest score were for the combined b-value 3T dataset (Figure 1), but there was little difference between this and the highest single b-value of 1750 s/mm2. This demonstrates that a higher b-values are optimal in post-mortem imaging. T-test results are shown in Figure 2.
Average MD values were obtained from all organs in all cases and shown in Figure 3 respectively. Brain and solid organ MD values are comparable to those obtained in previous studies.6, 7 Myocardium and psoas muscle were found to have the highest MD values (Figure 3).
Discussion
We have demonstrated feasibility of using a multiband diffusion imaging sequence in the perinatal post mortem setting. This sequence allowed the acquisition of higher (isotropic) resolution images of whole body with higher image quality, in the equivalent time to typical imaging adapted from neonatal clinical imaging. The ability to obtain detailed quantitative MD values may give diagnostic benefit for perinatal postmortem imaging assessment.
Isotropic diffusion imaging at this level of resolution and field strength has not been performed before in neonatal PMMR imaging. Previously published clinical post-mortem diffusion work typically had low resolution in the slice direction; Schmidt et al18 measured ADC values in the adult post-mortem brain, acquiring standard 5 mm slices at 1.5T in the tranverse (axial) orientation. Haakma et al19 performed tractography in adult post-mortem subjects at 1.5T, with 3 mm isotropic voxel resolution. Diffusion images with b-values of 0 and 2000 s/mm2 and 15 directions were acquired of the lumbar and sacral nerves. All three previous publications on perinatal post-mortem diffusion imaging are from our institutions, and all three investigated diffusion imaging at 1.5T with a slice thickness of 5 mm with gradient values of 0, 500, 1000 s mm2.6, 7,20 We also note that other published work often quotes ADC values, although it is frequently unclear whether a single direction or the average of three directions was measured. We have chosen to use Mean Diffusivity which is defined as the average of the three eigenvalues of the tensor, or the magnitude of diffusion regardless of direction, to avoid any ambiguity.
The multiband diffusion imaging sequence at 3T gave superior imaging quality due to a combination of increased signal at higher field strength, an increase in speed of acquisition due to the multiband sequence, the gradient performance which provides both shorter diffusion encoding times directly and because improved eddy current performance enables single refocused diffusion encoding to be used with acceptable image quality. Together this enables the use of much shorter TEs, therefore increasing SNR due to a reduction in T2 decay whilst also reducing scan time per slice. Taken together with the use of a higher field strength, a higher resolution scan can be acquired in the same overall scan time. Acquiring one isotropic acquisition of the whole body provides easy visualisation which can be viewed in all three orthogonal planes at increased resolution, allowing quantitation of diffusion indices in the smaller neonatal organs. However, the real benefit of this scan protocol is that it provides a fuller characterisation of changes in the diffusion signal (owing to the range of b-values and gradient directions used) that can be used to try to infer underlying processes that occur during and after death in addition to being used for standard clinical practise. Therefore the feasibility of obtaining this information in a single short scan with whole body coverage provides a useful starting point for research in this area. A larger future study will be required to evaluate the performance of this sequence against histological validation, and in specific clinical scenarios.
The acquisition of high resolution whole body imaging has significant clinical advantages over conventional sequences, with improved resolution at higher b-values. Recent studies confirm that higher resolution post-mortem imaging at 3T improves overall clinical diagnostic accuracy compared to 1.5T.9 The average mean diffusivity values in the grey matter of the brain are higher than the white matter as expected. The myocardium and psoas muscles shows a high value of mean diffusivity, which may be due to an underlying change in cell wall permeability. While b-values could be further optimised in different organs, obtaining a range of b-values within the whole body is a simpler approach at the early evaluation stage, and the whole dataset can be used for more complex models of diffusion.
A limitation of our study is that like all feasibility studies in a small cohort of late gestation fetuses, the results may not be generalisable to other study populations such as very early gestational fetuses (15–20 weeks). Nevertheless, in this feasibility study, the quality of the images and the values MD obtained offer a clear advantage over those in the existing literature. The application of the technique in a larger cohort of perinatal deaths across different gestational ages are required to characterise diagnostic performance. However, the approach of taking a range of b-values (made possible by the high SNR and efficiency of the sequence) means that the data is appropriate for a very wide range of tissue properties and so is likely to be appropriate in a bigger cohort. Of particular interest will be the comparison of the results of diffusion parameters with histological organ sampling where available, as the wide range of MD values in this cohort may correspond to underlying histological variation.
Conclusion
We have demonstrated feasibility of a multislice multiband quantitative diffusion imaging sequence in the perinatal post mortem setting. The rapid acquisition of high resolution whole body imaging may have significant clinical advantages over conventional sequences, reducing partial volume effects. In addition, it allows a fuller characterisation of the diffusion signal by allowing diffusion images with a range of b-values and gradient directions to be obtained which may allow tissue changes post-mortem to be better characterised, and opens up the possibility of obtaining more specific measures of tissue microstructure. We predict that this will become a useful additional tool in evaluation perinatal death in a clinical setting.
Footnotes
Acknowledgments: OJA is funded by a National Institute for Health Research (NIHR) Clinician Scientist Fellowship award and the NIHR Great Ormond Street Hospital Biomedical Research Centre. This article presents independent research funded by the NIHR and supported by the Great Ormond Street Hospital Biomedical Research Centre. The views expressed are those of the author(s) and not necessarily those of the NHS, the NIHR or the Department of Health. We also thank the University of Minnesota Center for Magnetic Resonance Research for providing the multiband EPI sequence (http://www.cmrr.umn.edu/multiband).
Ethics approval: Ethical approval for the study is detailed in the Methods section.
Contributor Information
Amy R McDowell, Email: amymcdowell@live.co.uk; a.mcdowell@ucl.ac.uk.
Susan C Shelmerdine, Email: Susan.Shelmerdine@gosh.nhs.uk.
David W Carmichael, Email: d.carmichael@ucl.ac.uk.
Owen J Arthurs, Email: Owen.Arthurs@gosh.nhs.uk.
REFERENCES
- 1.Nicholl RM, Balasubramaniam VP, Urquhart DS, Sellathurai N, Rutherford MA. Postmortem brain MRI with selective tissue biopsy as an adjunct to autopsy following neonatal encephalopathy. Eur J Paediatr Neurol 2007; 11: 167–74. doi: 10.1016/j.ejpn.2006.12.004 [DOI] [PubMed] [Google Scholar]
- 2.Arthurs OJ, Taylor AM, Sebire NJ, Indications SNJ. Indications, advantages and limitations of perinatal postmortem imaging in clinical practice. Pediatr Radiol 2015; 45: 491–500. doi: 10.1007/s00247-014-3165-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Ding AY, Li Q, Zhou IY, Ma SJ, Tong G, McAlonan GM, et al. MR diffusion tensor imaging detects rapid microstructural changes in amygdala and hippocampus following fear conditioning in mice. PLoS One 2013; 8: e51704. doi: 10.1371/journal.pone.0051704 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Nilsson M, van Westen D, Ståhlberg F, Sundgren PC, Lätt J. The role of tissue microstructure and water exchange in biophysical modelling of diffusion in white matter. MAGMA 2013; 26: 345–70. doi: 10.1007/s10334-013-0371-x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Froeling M, Oudeman J, Strijkers GJ, Maas M, Drost MR, Nicolay K, et al. Muscle changes detected with diffusion-tensor imaging after long-distance running. Radiology 2015; 274: 548–62. doi: 10.1148/radiol.14140702 [DOI] [PubMed] [Google Scholar]
- 6.Papadopoulou I, Langan D, Sebire NJ, Jacques TS, Arthurs OJ. Diffusion-weighted post-mortem magnetic resonance imaging of the human fetal brain in situ. Eur J Radiol 2016; 85: 1167–73. doi: 10.1016/j.ejrad.2016.03.024 [DOI] [PubMed] [Google Scholar]
- 7.Arthurs OJ, Price GC, Carmichael DW, Jones R, Norman W, Taylor AM, et al. Diffusion-weighted perinatal postmortem magnetic resonance imaging as a marker of postmortem interval. Eur Radiol 2015; 25: 1399–406. doi: 10.1007/s00330-014-3525-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Norman W, Jawad N, Jones R, Taylor AM, Arthurs OJ. Perinatal and paediatric post-mortem magnetic resonance imaging (PMMR): sequences and technique. Br J Radiol 2016; 89: 20151028. doi: 10.1259/bjr.20151028 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Kang X, Cannie MM, Arthurs OJ, Segers V, Fourneau C, Bevilacqua E, et al. Post-mortem whole-body magnetic resonance imaging of human fetuses: a comparison of 3-T vs. 1.5-T MR imaging with classical autopsy. Eur Radiol 2017; 27: 3542–53. doi: 10.1007/s00330-016-4725-4 [DOI] [PubMed] [Google Scholar]
- 10.Feinberg DA, Setsompop K. Ultra-fast MRI of the human brain with simultaneous multi-slice imaging. J Magn Reson 2013; 229: 90–100. doi: 10.1016/j.jmr.2013.02.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Larkman DJ, Hajnal JV, Herlihy AH, Coutts GA, Young IR, Ehnholm G. Use of multicoil arrays for separation of signal from multiple slices simultaneously excited. J Magn Reson Imaging 2001; 13: 313–7. doi: [DOI] [PubMed] [Google Scholar]
- 12.Barth M, Breuer F, Koopmans PJ, Norris DG, Poser BA. Simultaneous multislice (SMS) imaging techniques. Magn Reson Med 2016; 75: 63–81. doi: 10.1002/mrm.25897 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Feinberg DA, Moeller S, Smith SM, Auerbach E, Ramanna S, Gunther M, et al. Multiplexed echo planar imaging for sub-second whole brain FMRI and fast diffusion imaging. PLoS One 2010; 5: e15710. doi: 10.1371/journal.pone.0015710 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Setsompop K, Cohen-Adad J, Gagoski BA, Raij T, Yendiki A, Keil B, et al. Improving diffusion MRI using simultaneous multi-slice echo planar imaging. Neuroimage 2012; 63: 569–80. doi: 10.1016/j.neuroimage.2012.06.033 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Setsompop K, Gagoski BA, Polimeni JR, Witzel T, Wedeen VJ, Wald LL. Blipped-controlled aliasing in parallel imaging for simultaneous multislice echo planar imaging with reduced g-factor penalty. Magn Reson Med 2012; 67: 1210–24. doi: 10.1002/mrm.23097 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Reese TG, Heid O, Weisskoff RM, Wedeen VJ. Reduction of eddy-current-induced distortion in diffusion MRI using a twice-refocused spin echo. Magn Reson Med 2003; 49: 177–82. doi: 10.1002/mrm.10308 [DOI] [PubMed] [Google Scholar]
- 17.Arthurs OJ, Rega A, Guimiot F, Belarbi N, Rosenblatt J, Biran V, et al. Diffusion-weighted magnetic resonance imaging of the fetal brain in intrauterine growth restriction. Ultrasound Obstet Gynecol 2017; 50: 79–87. doi: 10.1002/uog.17318 [DOI] [PubMed] [Google Scholar]
- 18.Schmidt TM, Fischer R, Acar S, Lorenzen M, Heinemann A, Wedegärtner U, et al. DWI of the brain: postmortal DWI of the brain in comparison with in vivo data. Forensic Sci Int 2012; 220: 180–3. doi: 10.1016/j.forsciint.2012.02.022 [DOI] [PubMed] [Google Scholar]
- 19.Haakma W, Pedersen M, Froeling M, Uhrenholt L, Leemans A, Boel LWT. Diffusion tensor imaging of peripheral nerves in non-fixed post-mortem subjects. Forensic Sci Int 2016; 263: 139–46. doi: 10.1016/j.forsciint.2016.04.001 [DOI] [PubMed] [Google Scholar]
- 20.Montaldo P, Chaban B, Lally PJ, Sebire NJ, Taylor AM, Thayyil S. Quantification of ante-mortem hypoxic ischemic brain injury by post-mortem cerebral magnetic resonance imaging in neonatal encephalopathy. Eur J Paediatr Neurol 2015; 19: 665–71. doi: 10.1016/j.ejpn.2015.07.006 [DOI] [PubMed] [Google Scholar]