Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2019 Apr 16:8:e45019.
doi: 10.7554/eLife.45019.

Cerebellar folding is initiated by mechanical constraints on a fluid-like layer without a cellular pre-pattern

Affiliations

Cerebellar folding is initiated by mechanical constraints on a fluid-like layer without a cellular pre-pattern

Andrew K Lawton et al. Elife. .

Abstract

Models based in differential expansion of elastic material, axonal constraints, directed growth, or multi-phasic combinations have been proposed to explain brain folding. However, the cellular and physical processes present during folding have not been defined. We used the murine cerebellum to challenge folding models with in vivo data. We show that at folding initiation differential expansion is created by the outer layer of proliferating progenitors expanding faster than the core. However, the stiffness differential, compressive forces, and emergent thickness variations required by elastic material models are not present. We find that folding occurs without an obvious cellular pre-pattern, that the outer layer expansion is uniform and fluid-like, and that the cerebellum is under radial and circumferential constraints. Lastly, we find that a multi-phase model incorporating differential expansion of a fluid outer layer and radial and circumferential constraints approximates the in vivo shape evolution observed during initiation of cerebellar folding.

Keywords: brain Folding; cerebellum; developmental biology; differential expansion; fluidity; morphogenesis; mouse; multi-phase model; physics of living systems.

PubMed Disclaimer

Conflict of interest statement

AL, TE, DR, MO, DT, JM, TZ, JS, AJ No competing interests declared

Figures

Figure 1.
Figure 1.. Initiation of cerebellar folding correlates with timing of differential expansion.
(A–D), H and E stained midline sagittal sections of FVB/N mice at the indicated embryonic (E) and postnatal days (P). Anterior to the left. Stars: ACs. Brackets: anterior/posterior ends of the EGL. Black line and red line in (D): EGL and convex length, respectively. Shaded area: core. (E) manganese enhanced magnetic resonance imaging of P11 cerebellum outlined in white adapted from Szulc et al. (2015). Anterior to the top. Vermis indicated by dotted yellow lines. (F), At E16.5 and E17.5 expansion of EGL length and cerebellar area fit the proportional expansion of a semi-circle (curve). At E18.5 and P0 EGL expansion is greater than core area growth creating differential expansion. (G), Folding index [1 - (convex length/EGL length) x 100] reveals folding initiates during differential expansion. Scale bars: 200 μm.
Figure 2.
Figure 2.. Measured tissue stiffness, stress, and shape at folding initiation are inconsistent with wrinkling models.
(A), Inducing the correct number of folds through a wrinkling model requires a stiffness differential between the layers of 50 fold (μf/μs = 50, g = 1.05). (B,C) Acoustic mapping of cerebellar slices show a slightly stiffer EGL than core at each stage (anova df = 5; p=1.0e−4, F = 13.59), but not the required differential. Stars indicate statistical differences. (D) Wrinkling simulations constrained by developmental data produce wavelengths inconsistent with the embryonic mouse cerebellum. (E) Elastic simulations predict the EGL remains closed after cutting. (F,G) Images of a live cerebellar slice before and after cutting, and images from time lapse movie, (H) show the EGL opens, revealing circumferential tension along the EGL. Red and yellow dots: cut edges. Lines: relaxation angle. (I) Staining of nuclei with EGL outlined and lines used to measure thickness. (J–L) Normalized EGL thickness (thickness/mean thickness) at the ACs increases during folding initiation (anova E16.5 df = 29, p=8.2e−20, F = 12.59. E17.5 df = 29, p=3.4e−116, F = 62.78, E18.5 df = 57, p=6.8e−67, F = 13.28). At E16.5 only brains with visible ACs were included. Error bars: S.D.
Figure 2—figure supplement 1.
Figure 2—figure supplement 1.. Examples of the regions measured regions by acoustic microscopy.
(A–F) Examples of the Region of Interest (ROI) measured for each for core and EGL. (H–J), Representative bulk modulus maps.
Figure 2—figure supplement 2.
Figure 2—figure supplement 2.. The stress patterns within the cerebellum are different between the EGL and the VZ.
(A–C), Example of a live cerebellar slice before (A) and after (B) a radial cut through the EGL, and still images from a time-lapse (C). Time = 0 min is at the time it takes to remove the knife and start the imaging, therefore the cut has already begun opening. (D–F) Example of a live cerebellar slice before (D) and after (E) a horizontal cut through between the EGL and ventricular zone (VZ), and still images from a movie (F). (G–I) radial cuts through the EGL open more quickly initially than horizontal cuts between the EGL and the Ventricular zone, but the latter continue to relax for longer ((G) f-test for unequal variance p=0.09, two tailed t-test df = 16, p=0.03, T = −2.43; (H) f-test p=0.04 and unequal variance two-tailed t-test df = 12.8 P=0.16, T = −1.48; (I) f-test p=0.49 and two tailed t-test df = 16, p=0.03, T = 2.43). (J) The degree of opening is tightly related to the length of the opening in horizontal cuts but not in radial cuts (f-test p=0.02, unequal variance two tailed t-test df = 11.89, p=0.02, T = −2.80). Stars: statistical differences. Error bars: S.D.
Figure 2—figure supplement 3.
Figure 2—figure supplement 3.. EGL thickness increases in the ACs during the initiation of folding.
Only E16.5 cerebella that showed regional thickening in the geometry where ACs normally arise were used for the measurements, and one embryo did not yet have an AC3. (A–C) Thickness variation in and surrounding AC1 (anova (A) df = 17, p=0.13, F = 1.55 (B) df = 29, p=7.0e−14, F = 6.82 (C) df = 57, p=9.1e−11, F = 4.05). (D–F) Thickness variation in and surrounding AC2 (anova (D) df = 17, p=0.08, F=1.74 (E) df = 29 P=3.9e−22, F = 11.88 (F) df = 57 P=2.9e−35, F = 16.35). (G–I) Thickness variation in and surrounding AC3 (anova (G) df = 17, p=0.59, F=0.89 (H) df = 29, p=2.4e−17, F = 9.81 (I) df = 57, p=7.6e−33, F = 14.57). Error bars are S.D.
Figure 3.
Figure 3.. At folding initiation the EGL has uniform proliferation, cell size, and cell shape.
(A,B) Low and high power images of immuno-histochemical (IHC) staining of sagittal cerebellar sections to measure proliferation in the lobules (L) indicated at 25 μm windows surrounding the ACs (stars). Scale bar: 200 μm. (C,D) EGL proliferation rates are shown before and during the onset of invagination (Two-way anova: df = 2. (C) p=0.10, F = 4.36 (D) p=0.03, F = 10.31). (E,F) Proliferation rates are shown in the AC and in the surrounding EGL showing uniformity (Two-way anova: df = 18. (E) p=0.03, F = 2.15 (F) p=2.1e−3, F = 3.06). (G) Section of Atoh1-CreER/+; R26MTMG/+ E16.5 cerebellum showing masked labeled cells. Scale bar: 20 μm. (H,I) Cell shape (sphericity) measurements before and during folding (anova df = 3. (H) p=0.34, F = 1.13 i p=0.61, F = 0.61). (J,K) Cell size measurements before and during folding (anova df = 3. (J) p=3.6e−3, F = 4.75, (K) p=0.85, F = 0.26). Stars indicate statistical differences. Error bars: S.D.
Figure 3—figure supplement 1.
Figure 3—figure supplement 1.. Proliferation rate is reduced in the central zone of the cerebellum after folding initiation.
(A) Proliferation is reduced in lobule region L678 compared to other lobules (anova: df = 2; p=0.01, F = 9.24). (B) Proliferation through the AC regions is uniform with the surrounding EGL (anova: df = 10; p=0.17, F = 1.64). (C) At E18.5 cells within the EGL are smaller than at earlier stages (two-tailed t-test df = 330 P=2.92e−20, T = 9.85). Stars: statistical differences. Error bars: S.D.
Figure 4.
Figure 4.. The EGL has a uniform distribution of crossing fibers at folding initiation.
(A) E16.5 nestin-CreER/+; R26MTMG/+ cerebellum section showing fluorescent labeling of radial and Bergmann glial fibers. Stars: AC. Dotted lines denote EGL. Scale bar: 50 μm. (B) Measurements of fiber density in the ACs compared to the surrounding EGL (anova df = 10; p=0.76, F = 0.66). Error bars: S.D. (C–E) Still images of a tissue cutting experiment to test for radial tension between the EGL and the VZ. Red and yellow dots: cut edges at t = 0, 10. Lines: relaxation angle.
Figure 5.
Figure 5.. During folding initiation, cells within the EGL are motile and undergo rearrangement.
(A) Image of E16.5 live cerebellar slice (Atoh1-creER/+R26Ai75/+) showing scattered labeling within the EGL. (B) Red dots indicate starting position, displacement arrows show final position of marked cells after 5 hr. White dashed line indicates outer edge of EGL. (C) Still images from time-lapse, inset above. Cells tracked and marked with colored spheres exchange nearest neighbors over a time-scale of tens of minutes. Scale bars are 20 μm.
Figure 6.
Figure 6.. A multiphase model with radial and circumferential constraints and liquid-fibrous EGL composition approximates evolution of cerebellar shape.
(A) Schematic of multiphase model showing types of tension. (B) Thickness variations that arise concomitant with folding approximate those seen in the cerebellum. (C) Shape factor analysis: model for semicircle (red), multi-phase model shape prediction (blue) and actual shape measured from sections (black). Assumed linear relationship between ε and time, ε(T) = 0.3(T −15.5).
Figure 7.
Figure 7.. Differential expansion correlates with progressive subfolding of initial folds.
(A,B) H and E stained midline sagittal sections of FVB/N cerebella at P1 and P3 with three lobule regions highlighted in red (L123), green (L45), and blue (L678). (C) Expansion of lobule length and lobule area for L123 and L678 approximate the proportional expansion of a semi-circle (curve) in both regions at E18.5 and P0. After P0 the EGL expansion in both regions increases more than the underlying area creating differential expansion. (D) Folding initiates during regional differential expansion. (E) The expansion in length and area of L45 is proportional to a columnar shape (curve and inset figure) from E18.5 to P3. (F) the L45 region remains unfolded through P3. Scale bars: 200 μm.
Figure 8.
Figure 8.. Uniform cell behaviors within a fluid-like EGL create differential expansion based folding approximated by a multiphase model with radial and circumferential tension.
(A) Cartoon of E16.5 cerebellum showing the EGL (dark purple) overlying the in incompressible core (light purple) with fibers (lines) of radial glia (closed ovals) and Bergmann glia (open ovals) crossing the cerebellum and the EGL. (B) Map of stress within the cerebellum at the onset of foliation. (C) Schematics showing that an AC is first detected as a regional inward thickening of the EGL (left). The constraining tensions shape the fluid-like EGL such that the EGL becomes thicker at the AC (middle). As radial glia transition to Bergmann glia, modeling predicts a reduction in radial tension (right). (D) Since ACs hold their position in space, and compartmentalize the cells within the EGL, we propose that they behave as mechanical boundaries allowing local domains of differential expansion to arise and progressive folding to occur.

Similar articles

Cited by

References

    1. Allen HG. Analysis and Design of Structural Sandwich Panels. 1st ed. Oxford, New York: Pergamon Press; 1969.
    1. Andersen BB, Korbo L, Pakkenberg B. A quantitative study of the human cerebellum with unbiased stereological techniques. The Journal of Comparative Neurology. 1992;326:549–560. doi: 10.1002/cne.903260405. - DOI - PubMed
    1. Bayly PV, Okamoto RJ, Xu G, Shi Y, Taber LA. A cortical folding model incorporating stress-dependent growth explains gyral wavelengths and stress patterns in the developing brain. Physical Biology. 2013;10:016005. doi: 10.1088/1478-3975/10/1/016005. - DOI - PMC - PubMed
    1. Bayly PV, Taber LA, Kroenke CD. Mechanical forces in cerebral cortical folding: a review of measurements and models. Journal of the Mechanical Behavior of Biomedical Materials. 2014;29:568–581. doi: 10.1016/j.jmbbm.2013.02.018. - DOI - PMC - PubMed
    1. Budday S, Sommer G, Haybaeck J, Steinmann P, Holzapfel GA, Kuhl E. Rheological characterization of human brain tissue. Acta Biomaterialia. 2017;60:315–329. doi: 10.1016/j.actbio.2017.06.024. - DOI - PubMed

Publication types