Overlaid 3D surface images of the co-registered and averaged 3D-CISS brain volumes, and whiskers-box plots comparing (A) the brain volumes and (B) segmented CSF space volumes from 6 WT and 5 AQP4 KO …
3D-CISS CSF space volumetry in vivo - source data.
Brain water content ex vivo - source data.
CSF production in vivo - source data.
ISF space volume estimation with TMA - source data.
Radar plots showing statistical significances for the differences between the slow diffusion measures among 15 parenchymal ROI assessed, for average ADC (A) and D, and in (B) 3 diffusion-encoding …
DWI and IVIM-DWI estimates in vivo - source data.
DWI, IVIM-DWI, and T1 estimates in the phantom - source data.
Immunohistochemistry: vascular labeling - source data.
Immunohistochemistry: AQP4 channel labeling - source data.
(A) 3D multiplanar reconstructions of dynamic-contract enhanced (DCE) MRI – sagittal slices from mean images of 6 WT (top) and 5 AQP4 KO (bottom) using 3D-FISP, after applying gadobutrol injection …
DCE-MRI in vivo - source data.
(A) Whiskers-box plot comparison of segmented CSF regions, where no statistical difference between KO and WT was found, along with overlaid 3D surface images of separate compartments (colored) from …
(A) 3D multiplanar reconstructions of dynamic-contract enhanced (DCE) MRI – midsagittal, parasagittal, and lateral along with orthogonal axial and coronal slices from mean 3D FISP images from 5 AQP4 …
Presences of fast diffusivities (>10 um2/ms, perfusion-like) components was confirmed in aggregated ADC spectra from 3 regions analyzed (A-C, see ‘Distribution diffusion-encoding direction-wise’). …
Legend: CryoProbe – cryogenically-cooled MR coil; TA - time of acquisition; Tx/Rx - transmit/receive; TR - time to repetition; TE - time to echo; FA - flip angle; FOV - field of view; Av. / Rep. – …
A | No.of animals | Age [weeks] | Body weight [g] | Respiration [bpm] | |||||
---|---|---|---|---|---|---|---|---|---|
KO | WT | Male [%] | Overall (mean ±SD) | p | Overall (mean ±SD) | p | Overall (mean ±SD) | p | |
3D-CISS volumetry | 5 | 6 | 72.7 | 13.8±1.8 | NS | 27.3±2.1 | NS | 176±30 | NS |
MR-DWI | 6 | 6 | 41.7 | 10.4±0.7 | NS | 22.4±3.0 | NS | 175±11 | NS |
DCE-MRI | 5 | 6 | 45.5 | 13.4±1.6 | NS | 27.3±2.2 | NS | 182±14 | NS |
AQP4 expression | - | 4 | 50 | 10.0±0.0 | NS | 25–30 | N/A | - | - |
Vascular density | 6 | 6 | 0 | 14.6±1.0 | NS | 24.3±4.6 | NS | - | - |
CSF production | 5 | 6 | 45.5 | 15.4±0.5 | NS | 28.7±4.2 | NS | - | - |
ISF space volume estimation using TMA | 8 | 20 | 55 | 10.0±0.0 | NS | 25–30 | N/A | - | - |
Brain water content | 3 | 5 | 62.5 | 12.0±1.0 | NS | 25–30 | N/A | - | - |
B | MR sequences and acquisition parameters | ||||||||
Sequence (Tx/Rx coil; slice orientation) | TR [ms] | TE [ms] | FA [deg] | Av./Rep. | Voxel size [mm3](interpolation) | Bandwidth [Hz/pix] | Matrix size | TA | |
MR CSF space volumetry | |||||||||
3D-TrueFISP (CryoProbe; sagittal) | 5.2 | 2.6 | 50 | 2 | 0.033×0.033×0.033 (2.0×1.6×1.0) | 260 | 19.2×12.8×12.8 | 27 min | |
MR-DWI (in vivo and ex vivo) (δ=3 and Δ=10ms for gradient duration and separation times) *(b-values (Av.>1)): 40, 50, 59, 70, 92, 113, 165, 197, 238, 342, 445, 649, 854, 1057 (2), 1564 (2), 2071 (2), 3081 (2) s2/mm | |||||||||
2D-EPI (volumetric; axial) | 3600 | 30 | 90 | 3 | 0.15×0.15×0.5 (0.2 mm gap, 16 slices) | 3307 | 16.2×14.4×11.2 | 20–30 min (respiratory-gated) | |
DCE-MRI via CM-injection | |||||||||
3D-FISP (CryoProbe; sagittal) | 3.26 | 1.63 | 15 | 1 | 0.1×0.1×0.1 | 781 | 19.2×12.8×12.8 | 90 min | |
Microbeads phantom ex vivo - T1 mapping (VTR: 12000, 9000, 6500, 4000, 2000, 1000, 800, 500, 300, 100, 80, 50, 15ms) (VFA: 45° and 90°) | |||||||||
2D-RARE (volumetric; axial) | VTR | 3.1 | 90 | 2 | 0.1×0.1×3.0 | 671 | 16.2×16.2×1 | 3 h 20 min | |
2D-RARE (volumetric; axial) | 12000 | 3.1 | VFA | 3 | 0.1×0.1×3.0 | 671 | 16.2×16.2×1 | 1 hr 40 min |
Presented averages of measured values from 3 diffusion encoding directions are slightly higher than the set-up, due to gradient preparation time.
Asterisks reflect ‘p’ significance values from the nonparametric Mann-Whitney test comparing diffusion measures between KO vs. WT animals ROI-wise (total n=21, balanced groups), along with the …
A | ROI | Average ADC | Average D-IVIM | IVIM | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Finding | Significance | Finding | Significance | D*, Fp,Fp x D* | |||||||||
Cerebral cortex | OLF | KO>WT | * | - | NS | - | |||||||
CA / RSP | - | NS | - | NS | - | ||||||||
VIS | - | NS | - | NS | - | ||||||||
SS | KO>WT | * | KO>WT | * | - | ||||||||
AUD | KO>WT | * | KO>WT | * | - | ||||||||
HIP | KO>WT | ** | KO>WT | * | - | ||||||||
PERI | - | NS | - | NS | - | ||||||||
Brain stem | TH | KO>WT | ** | KO>WT | ** | - | |||||||
HAB | - | NS | - | NS | - | ||||||||
HY | - | NS | - | NS | - | ||||||||
MB | KO>WT | * | KO>WT | * | - | ||||||||
PAG | KO>WT | * | - | NS | - | ||||||||
HB | KO>WT | ** | KO>WT | ** | - | ||||||||
Cerebral nuclei and tracts | CP | KO>WT | ** | KO>WT | * | - | |||||||
WM | KO>WT | * | KO>WT | * | - | ||||||||
CSF space | 3V | - | NS | - | NS | - | |||||||
LV | - | NS | - | NS | - | ||||||||
4V | - | NS | - | NS | - | ||||||||
PCS | - | NS | - | NS | - | ||||||||
CoW | - | NS | - | NS | - | ||||||||
Cerebellum | CB | - | NS | - | NS | KO>WT Fp = 0.0649 | |||||||
B | ROI | IVIM | ADC / D | ||||||||||
Direction Z(cranio-caudal) | Direction X(bilateral) | Direction Y(ventral-dorsal) | Direction Z (cranio‐caudal) | Direction X (bilateral) | Direction Y (ventral‐dorsal) | ||||||||
Finding | Signif. | Finding | Signif. | Finding | Signif. | Finding | Signif. | Finding | Signif. | Finding | Signif. | ||
Cerebral cortex | OLF | - | NS | Fp x D* KO>WT | * | - | NS | KO>WT | **/* | - | NS | - | NS |
CA / RSP | D* KO>WT | * | - | NS | - | NS | - | NS | - | NS | - | NS | |
VIS | - | NS | - | NS | - | NS | - | NS | KO>WT | */- | KO>WT | */- | |
SS | - | NS | - | NS | - | NS | KO>WT | -/* | KO>WT | **/ P=0.056 | KO>WT | */- | |
AUD | - | NS | - | NS | - | NS | KO>WT | */* | KO>WT | **/* | KO>WT | */* | |
HIP | - | NS | - | NS | - | NS | KO>WT | */* | KO>WT | */- | KO>WT | **/* | |
PERI | D* KO>WT | ** | - | NS | - | NS | - | NS | KO>WT | */- | - | NS | |
Brain stem | TH | - | NS | - | NS | - | NS | KO>WT | **/** | KO>WT | */- | KO>WT | */- |
HAB | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS | |
HY | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS | |
MB | - | NS | - | NS | - | NS | KO>WT | -/* | KO>WT | */- | KO>WT | **/- | |
PAG | - | NS | - | NS | - | NS | KO>WT | */** | KO>WT | **/- | KO>WT | */- | |
HB | - | NS | - | NS | - | NS | KO>WT | */* | KO>WT | **/- | KO >WT | */* | |
Cerebral nuclei and tracts | CP | - | NS | - | NS | - | NS | KO>WT | **/** | KO>WT | */- | - | NS |
WM | D* KO>WT | ** | - | NS | - | NS | - | NS | - | NS | KO>WT | */- | |
CSF space | 3V | - | NS | Fp / Fp x D* KO>WT | ** / * | - | NS | - | NS | - | NS | - | NS |
LV | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS | |
4V | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS | |
PCS | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS | |
CoW | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS | |
Cerebellum | CB | - | NS | - | NS | - | NS | - | NS | - | NS | - | NS |
Legend: Mean AUC – mean from areas under the DCE curves along with associated p-statistical values (p-stat) from nonparametric Mann–Whitney U-test ROI-wise; Duration – duration of significantly …
#WT vs. KO time-series different? | Mean AUC [a.u.] | Arrival time [min] | Time- to-peak [min] | Peak intensity [a.u.] | Interstitial tracer accumulation time [min] | Duration [min] | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ROI | Aqp4(+/+) | Aqp4(-/-) | p-stat | Aqp4(+/+) | Aqp4(-/-) | Δ | Aqp4(+/+) | Aqp4(-/-) | Δ | Aqp4(+/+) | Aqp4(-/-) | rel. Δ [%] | Aqp4(+/+) | Aqp4(-/-) | Aqp4(+/+) | Aqp4(-/-) | rel. Δ [%] | ||||
Start | End | Start | End | ||||||||||||||||||
Cortical | OLF | NS | 7207 | 5619 | NS | 6 | 6 | 0 | 61 | 52 | 9 | 106 | 79 | 25.5 | 43 | 80 | 39 | 70 | 38 | 32 | –15.8 |
CA/RSP | ** | 1662 | 616 | ** | 7 | 7 | 0 | 89 | 90 | -1 | 27 | 12 | 55.6 | 59 | 90 | 66 | 90 | 32 | 25 | –21.9 | |
VIS | ** | 1699 | 529 | ** | 7 | 8 | -1 | 89 | 90 | -1 | 33 | 9 | 72.7 | 54 | 90 | 73 | 90 | 37 | 18 | –51.4 | |
SS | NS | 537 | 438 | NS | 6 | 7 | -1 | 20 | 16 | 4 | 8 | 7 | 12.5 | 12 | 32 | 11 | 25 | 21 | 15 | –28.6 | |
AUD | NS | 454 | 340 | NS | 7 | 7 | 0 | 89 | 89 | 0 | 10 | 5 | 50.0 | 67 | 90 | N/A | N/A | 24 | N/A | <-100 | |
HIP | ** | 3258 | 1622 | * | 5.5 | 7.5 | -2 | 63 | 81 | –18 | 46 | 22 | 52.2 | 45 | 90 | 74 | 90 | 46 | 17 | –63.0 | |
PERI | P=0.052 | 3513 | 2659 | NS | 4 | 5 | -1 | 83 | 90 | -7 | 59 | 44 | 25.4 | 53 | 90 | 57 | 90 | 38 | 34 | –10.5 | |
Brain stem | TH | * | 3471 | 2557 | 0.052 | 2–3 | 2–3 | 0 | 82 | 90 | -8 | 61 | 45 | 26.2 | 53 | 90 | 58 | 90 | 38 | 33 | –13.2 |
HAB | NS | 2379 | 1992 | NS | 9 | 11 | -2 | 89 | 90 | -1 | 45 | 36 | 20.0 | 54 | 90 | 58 | 90 | 37 | 33 | –10.8 | |
HY | NS | 7908 | 6766 | NS | 4 | 4 | 0 | 39 | 34 | 5 | 123 | 105 | 14.6 | 23 | 59 | 21 | 54 | 37 | 34 | –8.1 | |
MB | * | 6125 | 4013 | * | 3 | 4 | -1 | 66 | 83 | –17 | 87 | 56 | 35.6 | 42 | 84 | 53 | 90 | 43 | 38 | –11.6 | |
PAG | NS | 25740 | 22474 | NS | 8 | 10 | -2 | 43 | 38 | 5 | 350 | 311 | 11.1 | 35 | 75 | 31 | 61 | 41 | 31 | –24.4 | |
HB | NS | 9291 | 8124 | NS | 2–3 | 2–3 | 0 | 42 | 38 | 4 | 133 | 114 | 14.2 | 28 | 66 | 27 | 61 | 39 | 35 | –10.3 | |
Nuclei / tracts | CP | NS | 1736 | 1167 | NS | 4 | 8 | -4 | 89 | 90 | -1 | 39 | 25 | 35.9 | 54 | 90 | 58 | 90 | 37 | 33 | –10.8 |
WM | ** | 6953 | 5445 | ** | 4.5 | 6.5 | -2 | 51 | 53 | -2 | 105 | 80 | 23.8 | 37 | 73 | 38 | 69 | 37 | 32 | –13.5 | |
CSF space | CM | NS | 23276 | 19903 | NS | 1 | 1 | 0 | 24 | 24 | 0 | 397 | 339 | 14.6 | 15 | 50 | 16 | 47 | 36 | 32 | –11.1 |
PCS | NS | 15163 | 12498 | NS | 2–3 | 2–3 | 0 | 41 | 31 | 10 | 224 | 187 | 16.5 | 23 | 59 | 20 | 50 | 37 | 31 | –16.2 | |
3V | NS | 12228 | 10441 | NS | 5 | 6 | -1 | 45 | 46 | -1 | 180 | 151 | 16.1 | 34 | 76 | 33 | 61 | 43 | 29 | –32.6 | |
LV | NS | 8288 | 6555 | NS | 6 | 11 | -5 | 90 | 90 | 0 | 157 | 123 | 21.7 | 54 | 90 | 58 | 90 | 37 | 33 | –10.8 | |
Caudal | SSS | * | 5832 | 1430 | ** | 1 | 3 | -2 | 64 | 88 | –24 | 77 | 22 | 71.4 | 38 | 90 | 75 | 90 | 53 | 16 | –69.8 |
CB | NS | 7369 | 6151 | NS | 6 | 7 | -1 | 47 | 59 | –12 | 97 | 80 | 17.5 | 29 | 75 | 31 | 67 | 47 | 37 | –21.3 | |
MEDIAN ±SD | 6125±1653¶ | 4013±1306¶ | 5.0±2.2 | 6.5±2.8 | 63±23 | 81±27 | 56 | 87 | 24±19 | 37±7 | 32±7 | ||||||||||
KO vs. WT difference (Wilcoxon signed-rank test) | WT >KO, p<0.0001 | WT <KO, p<0.01 | WT ~KO, p=0.2971 | WT >KO, p<0.0001 | WT >KO, P<0.0001 |
Bold italic font highlights the regions of the largest differences found between KO and WT animals, by means of 3 MRI and 5 physiological and histological assessment methods applied.
Magnetic resonance imaging in vivo | |||
---|---|---|---|
Measurement | General findings in KO compared to WT | Region of largest difference | |
non-invasive | 3D cisternography | - 5–10% larger brain volumes - 22–29% smaller CSF space / brain volume ratio | ventricular space, 3rd ventricle |
2D diffusion-weighted imaging | 5–6% higher ADC and D | (difference present for average and in all diffusion directions) - thalamus, hindbrain, periaqueductal gray regions, auditory cortex and hippocampus | |
Higher Fp and Fp × D* only in the 3rd ventricle | |||
invasive | Dynamic CSF tracer imaging via cisterna magna` | reduced parenchymal tracer influx and evacuation | - influx: cortical ROI, hippocampus - efflux: superior sagittal sinus |
Physiological and histological measurements | |||
Measurement | General findings in KO compared to WT | Region of largest difference | |
ex vivo and histology | Brain water content | ~6% larger brain water content | |
AQP4 expression | (only WT) heterogenous AQP4 expression in the brain | largest expression in the thalamus, hippocampus, habenula | |
Vascular density | similar vascular density to WT | trend for larger vascular density in the thalamus and olfactory area | |
in vivo | CSF production | similar CSF production to WT | |
Real-time ionophoresis TMA | ISF space volume larger |
Aggregated data set, including all source data.