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In the following, the current standard vertex model, discussed in chapter 2.2.3, will be applied in order to explain the observed packing states. Since for a certain number of cells all cells present the same area, the model can be simplied introducing the constraint A𝑖=β„“2/N= const, being β„“ the side length of the adhesive area and N the number of cells.

Homeostatic packing states are then dicted only by the interplay of cell-cell adhesion and cell cortex contractility and described by the minimum of the energy function:

𝐸 =

𝑁

βˆ‘

π‘–βˆˆπ‘π‘’π‘™π‘™π‘ 

⎧

⎨

⎩

πœ…π‘ƒπ‘–2 βˆ’π›Ό βˆ‘

π‘—βˆˆπœˆ(𝑖)

𝐿𝑖,𝑗

⎫

⎬

⎭

, π‘€π‘–π‘‘β„Ž 𝐴𝑖 =β„“2/𝑁 =π‘π‘œπ‘›π‘ π‘‘. (7.1) where πœ… denotes the cell cortex contractility, P is the perimeter of the cell, 𝛼 stands for cell-cell adhesion, and L is the length of the cell-cell contact line, as depicted for N=2 in Fig.7.1 a.

Notice that membrane undulations have been neglected and uctuations are incorpo-rated in the eective parameters 𝛼 and πœ….

Next, the predictions of this energy function for states with straight cell boundaries are discussed:

56 7. Oligocellular arrays: a novel approach to study cell mechanics Two cell arrangements are described by just a single parameter, the angle πœ— between the horizontal axis through the square's centre and the contact line between the two cells, pictured in Fig.7.1 b. Obviously, πœ— = 0,Β±πœ‹2, πœ‹ is the stable conguration for dominating contractility, as it minimizes the perimeter, while πœ— = Β±πœ‹4,Β±3πœ‹4 is the solution for pre-vailing cell-cell adhesion, because it maximizes the length of the contact line. In general the competition between both contributions is given by the ratio 𝛼/β„“πœ… and the energy minimization leads to a stable conguration with:

cosπœ—= 1

1 2

𝛼

πœ…β„“ βˆ’2 (7.2)

Hence, the characteristic angle in cell packing states is directly related to the ratio of cell-cell adhesion and cell contractility strength. The experimental angle distribution for two cells yielded βŸ¨πœ—βŸ©=(21Β±13)Β° and therefore a ratio𝛼/β„“πœ…= 6.14.

The experiments showed a broad distribution of angles, therefore we argue that the relative probability of nding two distinct packing states with mechanical energy 𝐸𝑆1 and 𝐸𝑆2 is given by:

𝑃(𝐸𝑆1)/𝑃(𝐸𝑆2)βˆπ‘’βˆ’π›½(𝐸𝑆1βˆ’πΈπ‘†

2) (7.3)

in analogy to Boltzmann distributed states in statistical physics with an eective inverse temperature 𝛽. This approach will prove useful as it allows to rationalize the relative abundance of observed cell packing states, shown in Figure 6.4.

Fitting the experimental angle distribution with this function yields 𝛼/β„“πœ…= 6.08 and an eective temperature scale 𝛽 = 6.0πœ…βˆ’1β„“βˆ’2. The theoretical distribution function is represented by the solid black line in Fig.6.4 a.

As explained in section 6.2, three cells arrange into three classes of non-congruent packing states: 3𝐼𝐼, 3π‘Œ, and 3𝑇. Using the value of the parameter 𝛼/πœ… obtained from the case N = 2 for calculating the energies of these states, the 3𝐼𝐼 state renders 10% lower total energy than the 3𝑇 and hence the mechanical model predicts parallel ordering to be more probable than T-shaped, in contradiction with experimental observations. The assumption that cell states are only governed by cell-cell contact and contractility seems to be too restrictive to describe the prevalence of T-shaped states.

A fundamental dierence between the classes 3𝐼𝐼 and 3𝑇 is the aspect ratio of the individual cells, which are very elongated in the 3𝐼𝐼 state and rather roundish in the 3𝑇 state, see Fig.7.1 c. This and the fact that Huh 7 cells are cuboidal epithelium cells and thus they natural phenotype should be isometric in vertical section, as depicted in Fig.2.1 b, suggests that the current standard model should be extended to account for cell anisotropy.

Dening the size-independent anisotropy of an individual cell as the normalized variance of the eigenvalues πœ†1,2 of the second moment of area, the standard model is extended by an additional term proportional to cell anisotropy with elastic constant πœ–:

7.1 Mechanical equilibrium model of cell packing states 57

pmin

Ο‘= 0β—¦ Ο‘ = 45β—¦

P

Ο‘

L

Ξ± ΞΊ

ΞΊ Ξ±

a b

c d

Ξ΄

cmax

Figure 7.1: Mechanical model. a. The geometry of a cell packing is described by each cell's perimeter P and the cell-cell contact line L. Both measure the contributing mechanical forces. While cell cortex contractility promotes small perimeters P the opposing cell-cell adhesion favors large cell-cell contact L. b. In the symmetric cell packing of two cells on a square a single angleπœ— gives the competition between minimal perimeter caused by cell cortex contractility and maximal cell-cell contact line favored by cell-cell adhesion. The resulting angle depends on the ratio of both contributions only. c. While in the 3𝐼𝐼 class cells are highly elongated they are rather roundish in the 3𝑇 class. Only additional elastic forces that counteract cell anisotropy are able to explain the dominance of the 3𝑇 class consistently. d. Four cells on a square arrange asymmetrically with two 3-cell junctions separated a distance 𝛿 apart. The graphics for N=3,4 cells depict the maximal contact state only.

58 7. Oligocellular arrays: a novel approach to study cell mechanics

a b

c d

Figure 7.2: Cell anisotropy and energy landscapes of cell packing states in the current standard and extended model. These graphs show the energy landscape as a function of the angle πœ— predicted by the current standard model, E1(πœ—), and the extended model, E2(πœ—), as well as the contribution of the anisotropy term,Ξ”(πœ—), for the classes 2𝐼𝐼, 4𝑋𝛿 , 3𝐼𝐼 and 3𝑇. Note that although the qualitative behavior of the anisotropy is similar in all cases, the scale is strongly dierent.

7.1 Mechanical equilibrium model of cell packing states 59

𝐸 =

𝑁

βˆ‘

π‘–βˆˆπ‘π‘’π‘™π‘™π‘ 

⎧

⎨

⎩

πœ…π‘ƒπ‘–2βˆ’π›Ό βˆ‘

π‘—βˆˆπœˆ(𝑖)

𝐿𝑖,𝑗 + πœ– 𝑁

(πœ†π‘–,1βˆ’πœ†π‘–,2 πœ†π‘–,1+πœ†π‘–,2

)2⎫

⎬

⎭

, π‘€π‘–π‘‘β„Ž 𝐴𝑖 =β„“2/𝑁 =π‘π‘œπ‘›π‘ π‘‘. (7.4) The eigenvalues of the second moment of area, πœ†1,2, are calculated in Appendix B.

Notice that while positives πœ– favors cell isotropy, negativeπœ– promotes an elongated cell shape.

In order to obtain the mechanical parameters for the extended model, the distribu-tion of 2𝐼𝐼 states is tted again this time using Eq.7.4. The tted distribution yields 𝛼/β„“πœ…= 5.10, 𝛽 = 2.1πœ…βˆ’1β„“βˆ’2 and πœ–/β„“2πœ…= 2.0. and is represented by the dashed black line 6.4. A considerable small positive πœ– renders parallel ordering less probable than T-shaped one, in agreement with experiments. In addition, inside the 3𝑇 class, the energy values predict increasing probability of the packing states with increasing angle, in agreement with observations. Besides qualitative predictions, the model enables quantitative state-ments, for example predicting βˆ‘

𝑃(𝐸3𝐼𝐼)/βˆ‘

𝑃(𝐸3𝑇) = 0.2 and 𝑃(𝐸3π‘Œ)/𝑃(𝐸3𝑇

πœ—=45∘) = 1, in agreement with the experimental distribution of states.

Turning to an arrangement of N = 4 cells, the validity of the extended model may now be further tested. Remember, that as explained in section 6.2, the 4𝐼𝐼 states are not observed experimentally, and four cells typically arrange in a distorted 4𝑋 class, the 4𝑋𝛿 , where two 3-cell junctions are separated by a small distance𝛿. Experimentally, a bimodal distribution of 4𝑋𝛿 states, with peaks centered around states with maximal cell-cell contact and states with minimal perimeter is observed, see Fig.6.4 c. The current standard model predicts parallel ordering 4𝐼𝐼 as the most stable conguration, and between the 4𝑋𝛿 states, as shown in Fig.7.2 b, this model predicts a single stable state, characterized by maximal cell-cell contact, for the measured𝛼/πœ…β„“, as most probable. Thus, the current standard model is not able to explain experimental ndings. In contrast, the anisotropy term strongly disfavors the 4𝐼𝐼 states, in agreement with experiments, and the extended model correctly captures a bimodal distribution, since as can be seen in Fig.7.2 b, it energetically favors both congurations, those with maximal cell-cell contact and those with minimal cell perimeter, because both of them exhibit lower cell anisotropy.

Remarkably, the strongly peaked distribution of 𝛿 distances centered around βŸ¨π›ΏβŸ© = 0.12β„“ can neither be explained with the current standard model nor with the extended model. Both models energetically support a 4-cell junction instead of the observed two 3-cell junctions. This suggests that the mechanical model is not yet complete and further factors need to be incorporated. One intriguing hypothesis is to consider the statistical weight of states, directly related to their statistical entropy, which would clearly favor two 3-cell junctions over the singular state of a 4-cell junction.

60 7. Oligocellular arrays: a novel approach to study cell mechanics