Skip to main content
Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2021 May 4;118(19):e2021972118. doi: 10.1073/pnas.2021972118

Hydraulic and electric control of cell spheroids

Charlie Duclut a, Jacques Prost b,c, Frank Jülicher a,d,e,1
PMCID: PMC8126836  PMID: 33947815

Significance

In addition to generating forces and reacting to mechanical cues, tissues are capable of actively pumping fluid and creating electric current. In this work, we examine how a hydraulic or electrical perturbation, imposed, for instance, by a drain of micrometric diameter, can be used to perturb tissue growth. We address this issue in a continuum description of a spherical cell assembly that includes the mechanical, electrical, and hydraulic properties of the tissue. This approach allows us to discuss and quantify the effect of electrohydraulic perturbations on the long-time states of the tissue. We highlight that a moderate external pumping or electric current can drive a proliferating spheroid to decay. We propose that this could have applications in medicine.

Keywords: tissue biophysics, electrohydraulics, continuum theory of tissues, multicellular spheroids, tissue growth

Abstract

We use a theoretical approach to examine the effect of a radial fluid flow or electric current on the growth and homeostasis of a cell spheroid. Such conditions may be generated by a drain of micrometric diameter. To perform this analysis, we describe the tissue as a continuum. We include active mechanical, electric, and hydraulic components in the tissue material properties. We consider a spherical geometry and study the effect of the drain on the dynamics of the cell aggregate. We show that a steady fluid flow or electric current imposed by the drain could be able to significantly change the spheroid long-time state. In particular, our work suggests that a growing spheroid can systematically be driven to a shrinking state if an appropriate external field is applied. Order-of-magnitude estimates suggest that such fields are of the order of the indigenous ones. Similarities and differences with the case of tumors and embryo development are briefly discussed.


Understanding how cells collectively organize to form complex structures and organs is the fundamental question raised in morphogenesis. This self-organization stems from the interplay of biochemical (1, 2) and mechanical (24), but also hydraulic (5, 6) and electrical, processes (7, 8). A long-standing paradigm in developmental biology is that cell chemical signals, in the form of morphogens, control cell growth and differentiation leading to tissue patterning (1). Although this biochemical signaling is of paramount importance in developmental control, it is now well established that mechanical forces between cells or mediated by the extracellular matrix can also provide regulatory cues that are equally important (3).

The crucial importance of hydraulics in morphogenesis, which should not come as a surprise given the large water content in tissues, has also been highlighted in multiple experiments. Hydraulic oscillations have for instance been shown to provide a robust mechanism for size control of the mouse embryo (9) and during the Hydra regeneration (10). The role of electrical signals in tissue patterning, although already studied by Roux (11) at the end of the 19th century, has gained a new interest only recently (7, 12, 13). In addition to its key function in receiving and relaying sensory information in the nervous system (14), bioelectricity has been shown to have a dramatic importance in large-scale patterning: An alteration of the electrical signaling in Planaria regeneration causes for instance the emergence of animals with multiple heads (7). Similarly, it has recently been observed that an external electric field can be used to reverse the morphogenetic fate of Hydra (15).

In the quest to understand how these different mechanisms come together to shape tissues and organs, simple cell aggregates such as spheroids have offered an appealing territory to observe tissue development and to formulate hypotheses on the underlying mechanisms. Remarkably, a rich behavior is observed even in single-cell type spheroids, as in for instance their ability to pump fluid and form liquid-filled lumens (16, 17). More recently, organoids have received increasing attention as they can recapitulate complex morphogenetic processes in a relatively simple and controllable environment (18, 19).

To unravel the connections between biochemical signals and tissue mechanics, mechanical perturbations of organoids and cell spheroids can be performed. For instance, atomic force microscopy has been used to probe the mechanical properties of mammary organoids (20) and revealed the importance of both extracellular matrix stiffness and laminin signaling to maintain tissue integrity. Perturbation of the osmotic pressure around cell spheroids using large molecules of dextran has also highlighted the importance of isotropic stress in tissue growth (21, 22).

A broad understanding of tissue mechanics therefore requires us to consider tissue electrohydraulic properties and to be able to perturb tissues by electric or hydraulic means. In this theoretical work, we study the response of a cell spheroid to electric and hydraulic perturbations. We propose an experimental setup where a pipette or drain is used to impose a fluid flow or an external electric current through a micrometric drain. Our work shows that one could control the size of a cellular assembly using such a setup.

Our theoretical approach relies on generic features of the physics of the electro-hydrodynamic phenomena at play within tissues. We adopt a coarse-grained approach of tissues, which describes many cells and their microenvironments as a continuum with active material properties (2325). Cell mechanical characteristics, fluid pumping, ion transport, and electrical properties are thus considered in a unified framework (26, 27) that we use to analyze spheroid response to an external perturbation.

In particular, we highlight in the following that steady external flow or electric current imposed by a drain can systematically drive a proliferating spheroid to degeneracy. Such a technique could be relevant in a medical context where it could be used to suppress cancerous tumors.

Methods for suppressing malignant tumors are numerous: A first path to control tumor size is to use drugs to disturb the chemical regulation of cancerous cells to prevent them from proliferating (chemotherapy). Immunotherapy has offered a strong alternative in mitigating cancer by stimulating the immune system to suppress tumors (28). In addition, radiotherapy—which allows the suppression of the tumor by damaging the genetic material of cancerous cells through radiations—has also proved effective for tumor removal (29).

Physics-based methods can also be used to provide new techniques for directly suppressing the cancerous tissues. High-intensity focused ultrasounds can for instance be used to locally overheat the cancerous cells (30). Recent experiments also suggest that lower-intensity ultrasound waves could be used to strain and suppress mechanically cancerous tissues (31, 32), and low-frequency ultrasounds could be used to increase selectivity (32). Electrical perturbations have also been used: Cancerous tissues can for instance be successfully suppressed using irreversible electroporation (33) by applying large voltage pulses in the tissue. More recently, microelectrodes have been used in electrolytic ablation methods to locally change pH and kill a cancerous mass (34).

Compared to other treatments and ablation techniques (35), direct electrohydraulic perturbations of cancerous tissues have, however, remained largely unexplored. With the theoretical study that we present here, we aim at highlighting potential methods for controlling the size of cell spheroids that could also be used to suppress cancerous tumors.

Continuum Model of a Spheroid with a Drain

Following refs. 26 and 27, we consider the tissue at a coarse-grained level, such that individual cells are not described but the tissue as a whole is studied as a continuum material with active electrical, hydraulic, and mechanical properties. To capture the hydraulic properties of the tissue, we also adopt a two-fluid description, where the cells, which form the first fluid, are permeated by the interstitial fluid (36). In the long-time limit (several days or weeks) that we consider here, cells are able to reorganize and to relax the internal stresses within the tissue, such that an effective description of the tissue as a viscous active fluid at long times is used (25).

To analyze specifically the effect of a drain on a cell spheroid, we consider a spherical tissue of radius R2 enclosing a spherical lumen of radius R1 (Fig. 1). A drain of inner radius Rd is inserted inside the spheroid and can be used to impose an external flow or an external current. We consider, despite the presence of the drain, a system with spherical symmetry. The description we propose in the following is therefore effectively one dimensional and depends only on the distance r to the spheroid center.

Fig. 1.

Fig. 1.

Sketch of a spheroid with drain. The drain is used to impose an electric current Iext or a volumetric flow rate Qext, driving a fluid flow or current density throughout the cell spheroid. (A) Flows from inside of the spheroid to outside correspond to Qext,Iext>0. (B) Flows from outside to inside correspond to Qext,Iext<0. The pressures inside the lumen, outside the spheroid, and at the outer end of the drain are denoted P1ext,P2ext, and Pd, respectively, and correspondingly for the electric potential: U1ext,U2ext, and Ud.

Directional ion pumping through the spheroid is achieved if cells have a polarity. We thus define a cell polarity field p with unit norm that we assume, for simplicity, to be oriented along the radial direction: p=er. Cells also display a nematic ordering—due for instance to an anisotropy in their shape—that we describe with the nematic tensor qαβ (Greek indexes indicate Cartesian coordinates). We assume in the following that the nematic ordering is defined by the same preferred axis as the polarity of the cells: qαβ=pαpβ(1/3)δαβ. This situation is for instance observed in colon carcinoma cell spheroids (37). Finally, the consideration of ion pumping within the tissue requires the introduction of an electric field E and an electric current density j, which obey a generalized Ohm law as we discuss in the following section.

Tissue Mechanical, Hydraulic, and Electrical Properties.

The total tissue stress is decomposed as σαβ=σαβc+σαβf, where here and in the following the superscripts c,f stand for the cells and interstitial fluid contributions, respectively. Neglecting inertia and in the absence of external bulk forces, force balance within the tissue reads

βσαβc+fα=0, [1a]
βσαβffα=0, [1b]

where fα represents internal forces between the cells and the interstitial fluid, and where summation over repeated indexes is implied.

To obtain the dynamics of the spheroid, that is, the time evolution of the inner and outer radii R1 and R2, we now need to specify the material properties (or constitutive equations) of the tissue. In our coarse-grained description, the interstitial fluid is driven by pressure gradients, while fluid viscosity contributes to the internal forces fα between fluid and cells. We therefore write the fluid stress as σαβf=Pfδαβ. For the cell stress, the description of the material properties is made easier by decomposing the stress into a traceless symmetric part σ~αβc and an isotropic part σcδαβ. The constitutive equation for the isotropic part then reads (26, 27)

σc+Phc=η¯vγγcν0σ~αβcqαβν1pαEαν2pαVα, [2a]

where σc is the local pressure and we have introduced the cell strain-rate tensor vαβc=(αvβc+βvαc)/2 and where we have defined Vα=vαcvαf. The bulk viscosity η¯ is a familiar term that is also present for a passive fluid, except that its microscopic origin is different for a tissue. The homeostatic pressure Phc is a property specific for tissues that results from a balance of cell growth and cell death (38). In addition to these terms, we have included additional terms in the isotropic stress: Cell anisotropies can couple to the anisotropic stress, resulting in the term proportional to ν0. The terms proportional to ν1 and ν2 represent bioelectric and biohydraulic stresses induced by a coupling to the electric field or by a (relative) fluid flow, respectively. A similar expansion for the traceless anisotropic part of the stress tensor reads

σ~αβc=2ηv~αβc+ζqαβν3[Eαpβ]stν4[Vαpβ]st, [2b]

where v~αβc is the traceless part of the cell strain-rate tensor, and we have moreover defined the symmetric traceless part of a dyadic product of vectors: [AαBβ]stAαBβ+AβBα(2/3)AγBγδαβ. The coefficient η is the usual shear viscosity while the other terms represent active couplings, and the terms proportional to ν3 and ν4 are the anisotropic counterpart of the terms proportional to ν1 and ν2 in Eq. 2a. The active stress ζqαβ is a hallmark of active systems and shows the ability of cells to generate anisotropic stresses due to cell division or contraction of their cytoskeleton (39, 40). This active stress can be regulated by the cells and we therefore consider that it depends on the local pressure at linear order as

ζ=ζ0ζ1(σc+Phc). [2c]

We emphasize that the cell stress constitutive equations (Eqs. 2a2c) reflect the effective viscous properties of tissues at long time as a consequence of cellular growth and death. We review the derivation of these constitutive equations in SI Appendix. A key feature of our work is that flows and electric fields do influence cell division and death and therefore growth and shrinkage of the spheroid (26, 27, 41).

The constitutive equation for the internal force density between cells and interstitial fluid including all of the linear terms allowed by symmetry can be written as*

fα=κ(vαcvαf)+λ1pα+λ2Eα+λ3βqαβ. [3]

The first term κ(vαcvαf) accounts for the friction between the interstitial fluid and the cells and leads to Darcy’s law (42) in the description of porous materials. The permeation coefficient can be estimated as κηf/a2, where ηf is the interstitial fluid viscosity and a a typical interstitial distance. The term λ1pα accounts for active fluid pumping by the cells, while the terms proportional to λ2 correspond to the electroosmotic contribution. The last term, proportional to λ3, characterizes a differential pumping term due to the bending of the cells (43).

To complete the tissue properties description, one finally needs to specify the constitutive equation for the electric current density*

jα=κ¯(vαcvαf)+Λ1pα+Λ2Eα+Λ3βqαβ, [4]

where Λ2 is the electric conductivity of the tissue. The term proportional to κ¯ characterizes the current due to the (relative) flow of ions between cells as a consequence of a reverse electroosmotic effect (44). The coefficient Λ1 characterizes the contribution of ion pumping to the electric current, while the coefficient Λ3 is an active flexoelectric coefficient. It indicates that a spatially nonuniform cell polarity orientation is obtained in response to an electric field and has been shown to play a crucial role in the nucleation of a lumen in spherical cell aggregates (27).

Drain Description.

The drain can be used to impose an external fluid flow or an external electric current in two equivalent ways: either by imposing directly a volumetric flow rate Qext and electric current Iext through the drain or, alternatively, by applying a pressure difference ΔP=PdP2ext (with P2ext the pressure at the outer spheroid boundary and Pd the pressure at the outer end of the drain; Fig. 1) and an electric potential difference ΔU=UdU2ext (with U2ext the electric potential at the outer spheroid boundary and Ud the electric potential at the outer end of the drain).

In both cases, the imposed external fluid flow and external electric current density at the lumen boundary read

Qext=4πR12v1ext,andIext=4πR12j1ext, [5]

where v1ext and j1ext are the fluid velocity and electric current density at the boundary between the spheroid and the lumen.

In the following, we focus on the case where Qext and Iext are imposed externally. The case of a pressure difference or electric potential difference imposed by the drain is discussed in Appendix C.

Continuity Equations and Boundary Conditions.

If cell density and interstitial fluid density are equal and constant, which we assume in the following, then the total volume flux vα=ϕvαc+(1ϕ)vαf is divergence-free: αvα=0 (see SI Appendix for details). In the presence of the drain, which imposes a nonvanishing fluid velocity at the inner boundary of the spheroid, the integration of the total flow incompressibility in spherical coordinates yields a relation between the fluid velocity vrf and cell velocity vrc in the tissue, which reads

vrf=v1ext1ϕR1r2ϕ1ϕvrc. [6]

Similarly, charge conservation in the quasistatic limit αjα=0 can be integrated in the case where an external current density j1ext is imposed on the inner boundary, yielding the current density jr=j1extR1/r2 throughout the tissue.

The spheroid is surrounded by an external fluid both inside (in the lumen) and outside. This fluid exerts a hydrostatic pressure on the tissue that is balanced by the tissue surface tension and by the total normal stress at the boundaries:

σrrc(R1)+Pf(R1)=P1ext2γ1/R1, [7a]
σrrc(R2)+Pf(R2)=P2ext+2γ2/R2, [7b]

where we have introduced the inner and outer tissue surface tensions γ1 and γ2. Fluid exchange between the spheroid and the outside is driven by osmotic conditions:

v1extdR1/dt=+K1(P1extPf(R1))Π1ext+Jp,1, [8a]
v2extdR2/dt=K2(P2extPf(R2))Π2extJp,2. [8b]

Here, K1,2 are the permeabilities of the interfaces to water flow. The fluxes Jp,1 and Jp,2 can be nonzero as a result of active pumps and transporters that maintain an osmotic pressure difference and act effectively as water pumps. We have also introduced v2ext, the external flow imposed at outer spheroid boundary. Conservation of the volumetric flow directly yields v2ext=v1ext(R1/R2)2.

The normal velocity of the cells at the boundaries has to match the growth of the spheroid radii. An increased cell proliferation in a thin surface layer has been observed in growing spheroids (21, 22, 45). We thus allow for a thin surface layer of cells, both facing outside and to the lumen, to have a growth rate that differs from the bulk. The cell velocity boundary conditions then read

vrc(R1)=dR1/dt+v1, [9a]
vrc(R2)=dR2/dtv2, [9b]

where vi=δkinich/nc with h the thickness of the boundary layers, and nic and δki are the cell number density and the cell growth rate in the surface layers, respectively.

Dynamics of the Spheroid Growth and Orders of Magnitude

We have introduced in the previous section a model for a spherical spheroid with a drain. Solving the force balance Eq. 1 together with the boundary conditions Eqs. 79 then allows us to obtain the dynamics of the inner R1(t) and outer R2(t) radii of the spheroid in the quasistatic limit. We obtain two coupled nonlinear differential equations for the spheroid radii, Eqs. 23a and 23b (Appendix B), which have been studied in ref. 27 in the absence of a drain. As we will see in the following, imposing an external fluid flow or electric current has dramatic consequences for the spheroid growth and can be used to control its size.

Before discussing how the presence of external fields modifies the dynamics of a spheroid and which protocols can be used to control its growth, we first use our model to discuss the orders of magnitude of the external flux and electric current for which we expect a significant change in the spheroid dynamics. To obtain these estimates, we assume that the lumen size is small and use R1=0 in Eq. 23b that describes the dynamics of the spheroid. We then compare in this equation the stresses generated by imposed flows or electric currents to the stresses stemming from internal activity in the absence of flows and currents. We find that the external volumetric flow required to significantly perturb the spheroid is of the order

Qextσtyp4π(1ϕ)κeffR2, [10]

where κeff=κκ¯λ2/Λ2 is an effective permeation coefficient and σtyp is a typical scale of tissue stress in the absence of flows and currents. Note that the appearance of κeff in Eq. 10 indicates that the finite bulk permeability of the spheroid governs the effects of the external flow imposed via the drain. Note, however, that for smaller spheroids of size R2(1ϕ)/κeffK21050μm, the flow-induced effects are not dominated by bulk permeation but rather by surface permeation and we have Qext4πK2σtypR22. We can estimate the external electric current required to perturb the spheroid:

Iext4πσtypΛ2R2/λ2. [11]

One can use experimental values and order-of-magnitude estimates of the parameters that appear in Eqs. 10 and 11 (Table 1). We estimate that a volumetric flow Qext103105μm3/s is sufficient to observe a significant change in the dynamics of a millimeter-sized spheroid, and this volumetric flow scales linearly with the size of the spheroid. Similarly, electric current of the order Iext1100 nA can perturb the dynamics of a millimeter-sized spheroid (see Fig. 6 in Appendix E).

Table 1.

Experimental values and references (left columns) and estimated values (right columns) of the phenomenological parameters of the model appearing in the constitutive equations

Parameters Experimental values Parameters Estimations (26, 27)
η (51) 104 Pas κ¯ 103 As/m3
η¯ (21) 109 Pas λ1 108 N/m3
γ1,2 (51) 103 N/m λ2 106 Nm−2V−1
κ1 (52) 1013 m2Pa−1s−1 λ3 103 N/m2
Π1,2ext (53) 103 Pa Λ1 1 A/m2
v1,2 (45) 1010 m/s Λ2 102 AV−1m−1
Phc (21) 103 Pa Λ3 105 A/m
ζ0 (45) 103 Pa ν1 101 Nm−1V−1
ζ1 (45) 101 ν2 108 Pas/m
Rd 5106 m ν3 1 Nm−1V−1
ν4 107 Pas/m
K1,2 1010 mPa−1s−1
Jp,1,2 1011 m/s
1ϕ 101
ν0 1

Fig. 6.

Fig. 6.

Orders of magnitude of the external fields required to observe a significant change in the spheroid dynamics as a function of their size as given by Eqs. 10 and 11. (A) Volumetric flow Qext. (B) Electric current Iext.

Externally imposed flows and electric currents could therefore be used to induce a change in the spheroid behavior. In the following sections, we focus in more detail on how these external perturbations can be used to control the size of the spheroid.

Hydraulic and Electric Control of the Size of a Spheroid

Examples of Protocols for Spheroid Suppression.

Using our model and solving numerically Eqs. 23a and 23b (Appendix D), we can analyze various protocols for the suppression of a spheroid. The dynamics of the spheroid and its lumen, R2(t) and R1(t), are therefore studied for different external flow protocols Qext(t) and electric current protocols Iext(t). To keep the discussion as general as possible, we introduce dimensionless quantities: a dimensionless radius r2(t^)=R2(t)/R0, time t^=t/τ0, external volumetric flow Q^=Qext/Q0, and electric current Î=Iext/I0, where we have defined

R0=K2η¯,τ0=η¯/|P2eff|,Q0=4πη¯2K23|P2eff|,I0=4πΛ2η¯K2|P2eff|/|λ2|. [12]

Note that the effective pressure P2eff introduced above is a modification of the homeostatic pressure Phc by the external osmotic pressure and by electric and active contributions. Its expression can be found in Table 2 and in Appendix B.

We display in Fig. 2 different protocols that can be applied to a growing spheroid to suppress it. If the external flow magnitude is sufficiently large and if it is applied long enough, the interventions are successful and lead to the spheroid suppression. Fig. 2B shows an example of a successful suppression of the spheroid as a sufficiently strong flow has been applied until the spheroid is suppressed. A larger flow magnitude leads to a faster spheroid suppression (Fig. 2C). We also show in Fig. 2D an example of a successful suppression protocol for which the magnitude of the flow is lowered as the spheroid size decreases.

Fig. 2.

Fig. 2.

Spheroid size R2 (red curve) and lumen size R1 (blue curve) normalized to a characteristic size R0 as a function of the normalized time t^=t/τ0 for different external flow protocols Q^(t^)=Qext(t)/Q0 (dashed black curve; its magnitude is not at scale). The definitions of τ0,R0, and Q0 are given in Eq. 12. (A) Spheroid growth without external intervention. (B–D) Successful protocols: The spheroid is suppressed. (E and F) Unsuccessful protocols: The spheroid continues to grow. These plots are obtained by solving the dynamics equations Eqs. 23a and 23b with the parameter values given in Table 3.

Conversely, if the magnitude of the imposed external flow is not sufficient, or if the duration of the flow is too short, the protocol can be unsuccessful in suppressing the spheroid. The spheroid may only have a slower growth rate (Fig. 2E) or shrink significantly but resume growing as soon as the external flow is turned off (Fig. 2F). Note that for any spheroid size, there exists a critical flow magnitude |Qc| such that imposing a steady flow at magnitude |Qext|>|Qc| will eventually lead to the spheroid suppression, while |Qext|<|Qc| will be unsuccessful. Fig. 2B shows a protocol with |Qext||Qc|.

In the examples above we have focused on the case where an external volumetric flow is imposed. The same analysis and similar procedures can be used in the case where an external current Iext(t) is imposed (Fig. 3). We show in Fig. 3B a protocol that leads to the suppression of the spheroid. Note that an increased shrinking is obtained if one applies simultaneously an electric current and an external flow, as both effects are additive. Such intervention is displayed in Fig. 3C where we observe a faster shrinking due to external flow in addition to the application of an electric current.

Fig. 3.

Fig. 3.

Dimensionless spheroid size R2/R0 (red curve) and lumen size R1/R0 (blue curve) as a function of dimensionless time t^=t/τ0 in the presence of an imposed electric current Î(t^)=Iext(t)/I0 and imposed flow Q^(t^)=Qext(t)/Q0 (dashed brown and black curves; their magnitude is not at scale). The definitions of τ0,R0,Q0, and I0 are given in Eq. 12. (A) Spheroid growth without external intervention. (B) Successful protocol with external electric field. (C) Successful protocol with external electric field and flow. Parameter values used for these plots can be found in Table 3.

Importantly, we emphasize that the protocols we are discussing here are slow and take place on long time scales: Using parameter values displayed in Table 3, the examples shown in Figs. 2 and 3 correspond to R01 cm and τ010 days. This shows that the suppression of the spheroid requires a slow and steady flow or the application of a small electric current for several weeks.

Table 3.

Dimensionless parameter values used for plotting the figures

Parameter values
Figure δ1 δ2 χ γ^0 γ^1 γ^2 λ^ V^1 V^2 u1 u2 u3 j2 j3
Fig. 2 0.1 −1 1 0 −0.05 0.15 0 1 0.1 102 0 0 0 0
Fig. 3 0.3 −1 1 0 0.15 0.15 0.2 0.1 0.5 102 0 0 0 0
Fig. 5A −1 1 0 0.15 0.5 0.3 102 0 0 0 0
Fig. 5B 1 1 −0.15 0.15 5.5 0 102 0 0 0 0
Fig. 5C 1 1 0 0.15 4 0.15 102 0 0 0 0

These parameters are defined in Eqs. 2426Appendix B

Spheroid Dynamics with External Flows and Currents.

We now discuss quantitatively how a drain can be used to control the size of a spheroid. To keep the discussion as simple as possible, we consider here the limit of a spheroid enclosing a small lumen (or lumenless). In the limit of a small lumen compared to spheroid size R1R2, the differential equation that describes the dynamics of the spheroid shrinks to (Appendix B)

dr2dt^=w0+(v^2+w1/2)r2δ2r22+λ^r23/4r2(3+r2), [13]

where we use the dimensionless radius r2 and time t^ introduced in the previous section. The dimensionless parameters w0,1 describe the effects of an externally imposed flow or electric current. If they are set to zero, Eq. 13 reduces to the dynamics of a lumenless spheroid without drain as studied in ref. 27. They are defined as wn=jnÎ+unQ^ with n=0,1 and where Q^ and Î are the dimensionless volumetric flow and electric current, respectively, as defined above. The effects of an imposed external flow are captured by the coefficients

u1=κeffη¯K221ϕ,u0=1βu. [14]

Here, u1 describes a permeation effect due to the finite permeability of the spheroid to fluid flows and involves the ratio of the surface permeability K2 and of the (effective) bulk permeability 1/κeff. The parameter u0 includes direct effects of the external flow—proportional to Qext/K2 in the dimensional equation corresponding to u0=1—which reflects the spheroid volume change imposed by the external flow due to tissue incompressibility (Appendix B). We have furthermore defined

βu=K21ϕ3ν24ν0ν4+κ¯Λ2(3ν14ν0ν3), [15]

which represents the bioelectric and biohydraulic contribution. Indeed, this term is a sum of terms proportional to the parameters νi and thus stems from the coupling between the electric field (or the interstitial fluid flow) and the cell polarity that appears in the cell stress.

Imposing an external electric current Iext also contributes to the spheroid growth control via the parameters

j1=1,j0=βj. [16]

The coefficient j1=1 corresponds to electroosmotic flow due to the imposed current. The coefficient j0 accounts for bioelectric and biohydraulic contributions, where

βj=3ν14ν0ν3λ2η¯K2. [17]

Note that since the coefficients βu,j are a sum of phenomenological parameters for which we have only order of magnitude estimates, it is difficult to obtain a reliable estimate of their magnitude and even of their sign. However, estimating upper bounds for βu,j suggests that these bioelectric and biohydraulic contributions are small compared to the other effects. A further discussion of these contributions requires precise estimates of the bioelectric and biohydraulic couplings that could be obtained from experiments on spheroids in the presence of a drain.

In Eq. 13, we have used the definitions (27)

λ^=λeffη¯K2|P2eff|,δ2=P2eff|P2eff|,v^2=v2effK2|P2eff|,v2eff=3v22(γ2app+γ0app)η¯. [18]

Here, λeff is an effective pumping coefficient and γ0,2app are apparent tensions defined in Appendix B. The apparent surface tension γ2app is a modification of the tissue surface tension γ2 stemming from the flexoelectric term proportional to Λ3. This flexoelectric contribution plays a crucial role in lumen nucleation (27). In the dynamics of the outer radius of the spheroid, its effect is, however, minor. Finally, the effective pumping λeff combines the active pumping λ1 and an electric contribution Λ1λ2/Λ2 due to electroosmosis. The parameters introduced above are summarized for convenience in Table 2, and their corresponding values can be computed using Table 1.

Table 2.

Summary of the effective parameters introduced in the text, their definition, and the corresponding equation in the text

Parameter Definition Equation Description
κeff κκ¯λ2/Λ2 Below Eq. 10 Effective permeation coefficient
P1,2eff Π1,2extPhcJp,1,2K1,223ζ0ν0+λ3+Λ3λ2+(3ν1/22ν0ν3)Λ1Λ2 Eq. 25a Effective pressure
γ1,2app γ1,24ν3Λ3/Λ2 Eq. 25b Apparent surface tension
γ0app 3ν1/22(2+ν0)ν3(Λ3/Λ2) Eq. 25b Apparent surface tension
λeff λ1Λ1λ2/Λ2 Eq. 25c Effective pumping coefficient
R0 K2η¯ Eq. 12 Characteristic length
τ0 η¯/|P2eff| Eq. 12 Characteristic time
Q0 4πη¯2K23|P2eff| Eq. 12 Characteristic volumetric flux
I0 4πΛ2η¯K2|P2eff|/|λ2| Eq. 12 Characteristic electric current
δ1,2 P1,2eff/|P2eff| Eq. 18 Dimensionless effective pressure
λ^ λeffη¯K2/|P2eff| Eq. 18 Dimensionless effective pumping
v^2 3v2(2(γ2app+γ0app))/η¯/(K2|P2eff|) Eq. 18 Dimensionless effective velocity
Q^ Qext/Q0 Below Eq. 13 Dimensionless volumetric flow
Î Iext/I0 Below Eq. 13 Dimensionless electric current
w0,1 j0,1Î+u0,1Q^ Below Eq. 13 Dimensionless external contributions
u0 1K21ϕ3ν24ν0ν4+κ¯Λ2(3ν14ν0ν3) Eqs. 14 and 15
u1 κeffη¯K22/(1ϕ) Eq. 14
j0 (3ν14ν0ν3)/(λ2η¯K2) Eqs. 16 and 17
j1 1 Eq. 16

Control of the Spheroid Dynamics.

We use Eq. 13 to discuss how external currents and flows can be used to control the growth and shrinkage of a spheroid. Note that whether the spheroid grows (dr2/dt>0) or shrinks (dr2/dt<0) depends only on the numerator of Eq. 13.

Fig. 4 shows phase-space trajectories of the outer radius r2 for spheroids that are able to grow in the absence of a drain. Fig. 4A displays the case without external flow or current. The following scenarios are possible: The spheroid may be growing with an unstable fixed point at r2=0 (green curve); alternatively, there might be an additional stable fixed point corresponding to a steady state, either with finite radius r2*0 (blue curve) or with vanishing radius r2* (orange curve). Imposing an external flow implies nonzero values of w0 and w1, which are negative in the case where fluid flows out of the lumen (depicted in Fig. 1B). The case of a nonvanishing value of w0 is displayed in Fig. 4B: In this case, the trajectories are shifted downward by an amount w0. In this case, even the growing spheroid (green curve) has a critical radius below which it shrinks (open green circle). The stable steady state (blue curve) has moved to r2*=0. Fig. 4C shows the effect of a nonvanishing value of w1: The slope of the phase-space trajectories is modified. Note that this perturbation favors shrinking of the spheroid: The unstable critical radius below which the spheroid shrinks (open circles along the x axis) is shifted to larger values compared to the case without external perturbation shown in Fig. 4A.

Fig. 4.

Fig. 4.

Phase portraits (dr2/dt^,r2) of a spheroid as given by Eq. 13. (A) Example of phase portraits of spheroids that can grow in the absence of a drain. (B) Example of the effect of a negative value of the parameter w0 on the phase portraits. (C) Example of a negative value of the parameter w1 on the phase portraits. Parameters (in the order green, blue, orange): v^2={0.5,0.45,0.05}, δ2={1,1,1}, and λ^={2,1.92,2.36}. Drain parameters: (A) w0=w1=0, (B) w0=0.2,w1=0, and (C) w0=0,w1=0.1. Note that we have considered only the numerator of Eq. 13 to draw these phase portraits as the denominator is always positive.

We can estimate the critical volumetric flow Qc needed to change a growing spheroid of size R2 to a shrinking one. From Eq. 13, we obtain

Qc=4πK2R2(η¯v2effP2effR2+λeffR22/4)1+R2κeffK2/2(1ϕ)βu, [19]

where the minus sign indicates that Qext<0 is required to induce shrinkage (corresponding to flow out of the drain; Fig. 1B). We obtain a similar expression for the critical electric current that is required to induce shrinkage:

Ic=4πR2(η¯v2effP2effR2+λeffR22/4)R2λ2/(2Λ2)+η¯K2βj. [20]

Note that λ2<0 and therefore Ic is positive (corresponding to an electric current into the drain; Fig. 1A). One can therefore always find a value of the externally applied flow or current to turn a growing spheroid into a shrinking one.

State Diagrams of Hydraulic Control of Spheroid Growth.

We conclude this section by presenting state diagrams for a spheroid of initial size R2(t=0)=R20 to which a steady external flow Qext is imposed (Fig. 5). We consider a spheroid with a drain inserted to the center but without lumen. This corresponds to choosing R1 equal to the outer radius of the drain. For simplicity, we fix R1=2Rd, where Rd is the inner drain radius. We again consider spheroids that can grow in the absence of a drain. Fig. 5A displays the state diagram for the case where the unperturbed spheroid is growing at all radii (corresponding to the green curve in Fig. 4A). Fig. 5B shows the state diagram for a spheroid which is growing above a critical radius (corresponding to the yellow curve in Fig. 4A). Fig. 5C is the state diagram for spheroids that, in the absence of a drain, either reach a steady-state radius or grow without bounds (corresponding to the blue curve in Fig. 4A).

Fig. 5.

Fig. 5.

State diagrams of the long-time growth behavior of the spheroid as a function of its initial radius R2(t=0)=R20 and of the imposed volumetric flux Qext. The state diagrams correspond to a spheroid which, in the absence of the external flow and for vanishing lumen, is growing for all radii (A), is growing above a critical radius (B), reaches a steady-state radius or grows without bound (C). Shades of blue indicate the time for suppression ts (main text). Note that all parameters are made dimensionless using the normalization given in Eq. 12. These plots are obtained by solving the dynamics equation Eq. 23b with the parameter values given in Table 3 and with a fixed value of R1=2Rd.

Three different regions exist in the diagrams shown in Fig. 5: 1) a growth region (green), where the imposed flow is not sufficient to arrest growth; note that for increasing values of Qext, growth slows within this region; 2) a steady-state region (in orange), in which the spheroid reaches a finite size; within this region a larger imposed flow drives the spheroid to smaller steady-state sizes; and 3) a suppression region (in blue) where the spheroid shrinks until it is suppressed. We define that a spheroid has been suppressed when its size becomes smaller than a cutoff size R2=R1+hc, with hc=10μm a typical cell thickness. In the region of spheroid suppression, the time ts that it takes for the spheroid to be suppressed is indicated by shades of blue. For fixed initial spheroid size, the time for suppression decreases as the magnitude of the imposed flow increases.

The solid black lines in Fig. 5 indicate boundaries between the different regions. Note that the line separating the steady-state region and the suppression region depends on the cutoff hc. The dashed white line indicates the nullcline dr2/dt^=0 and gives the critical value of the external flow Qc required to switch from a growing to a shrinking spheroid (given by Eq. 19 for R1=0). Note that below the nullcline the spheroids grow and above the nullcline they shrink. Note that a similar analysis can be performed in the case of an external current Iext. In this case the same behaviors are found: growth, suppression, and steady-state regions which depend on the initial spheroid size and on the magnitude of the imposed electric current.

Conclusion

Using a coarse-grained description of a tissue as an active material capable of exerting mechanical stresses, transporting ions, and pumping fluid, we have proposed a technique to perturb tissues electrically and hydraulically. This technique relies on an imposed fluid flow or electric current source using a micrometric drain or electrode which can turn a growing spheroid to shrinkage.

Our theory allows us to estimate orders of magnitude of the external flow and current that are required to suppress an initially growing spheroid. For small spheroids with radius of about 100 μm, we show for instance that an electric current of a few nanoamperes or a volumetric flow of about 103μm3/s could have a significant impact on the spheroid state (Fig. 6 in Appendix E). It means that even a passive drain connecting the inner part of the spheroid to the surrounding medium could already alter growth of small spheroids. For larger aggregates, connecting the drain to a pump leads to spheroid suppression for any size, provided that the imposed external flow is sufficiently strong and maintained long enough (for instance, for spheroids of a few millimeters in radius an electric current of tens to hundreds of nanoamperes or a volumetric flow of about 104to105μm3/s could be sufficient; Fig. 6). Spheroid suppression can be obtained also by imposing an electric current, and both fluid flow and electric current application could be combined to accelerate the process.

Our approach has also allowed us to characterize the different long-time states of a growing spheroid subject to an external perturbation. Depending on the magnitude of the hydraulic or electrical field, we have shown that the growth can be either slowed down or arrested (Fig. 5). In the latter case, the arrest of growth can lead to a steady state or even to the shrinking and eventually the suppression of the spheroid. If the magnitude of the external field is above a threshold value, the suppression of the spheroid is always achieved, and stronger magnitudes then accelerate the process. Our coarse-grained description is generic, as it depends on effective tissue parameters but is insensitive to many details. Our approach does not distinguish between a suppressed state where all cells have disappeared and a state where a few cells still remain. This distinction depends on cellular details that we are not considering here.

We have also shown how different protocols can be used to obtain this suppression: For instance, a longer perturbation at a weaker magnitude is slower but as efficient as a shorter but stronger one; decreasing the magnitude of the flow or electric current as the size of the spheroid decreases can also be used to suppress a spheroid (see Fig. 2 for examples). Interestingly, protocols that could lead to spheroid suppression need to be carried out over a sufficiently long time period. We estimate that the slow, steady flow or electric current that mediates the progressive suppression of a spheroid has to be maintained over days or weeks. This is in contrast with typical cancer ablation techniques (35), for which treatments are brief and intense. Radiofrequency ablation for instance requires the application of an alternating current with high frequency (up to 500 kHz) and high voltage (up to several kilovolts) to heat the tissue (46). Similarly, irreversible electroporation ablations use microsecond pulses of high electric potential (up to 3 kV) (33).

At the time scales considered in this article, the case of a tumor is more complex than that of a spheroid. First, one has to compare the effect of the flux on the tumor with that on the surrounding healthy tissue. This question will be addressed in future work. Second, we have not explicitly considered the role of nutrient and oxygen transport. The larger division rate at the surface that we consider (Eq. 9) could be related for example to the oxygen gradient that has been observed experimentally (47). Furthermore, nutrient transport has been shown to influence growth in other contexts (48). Moreover, the geometry of spheroids could be more complex than a simple sphere, and a natural expansion of this current work will be the study of the stability of the spherical shape during the growth or shrinkage processes (49). Last, during the suppression process, the escape of metastatic cells should be prevented. The signs of stresses that we find here correspond to flows toward the sphere center. This suggests that escape of material might be hampered by imposed flows or currents, thereby providing a barrier against the escape of cells.

Our work is based on generic mechanical, hydraulic, and electrical properties of tissues. It thus paves the way for experimental methods to control spheroid size. If applied to cancerous tissues, it could provide a means to influence cancerous tumor growth, arrest their proliferation, and even suppress these tumors. Indeed, the hydraulic and electrical perturbations we have proposed here do not rely on identifying and hindering specific chemical pathways that are characteristic of cancerous tissue (50), but rather on general, physical responses to an external field.

Appendix A. Constitutive Equations for Permeation and for the Electric Current Density

Based on the symmetry of the system and assuming linear response, the constitutive equation for the internal force density reads

fα=κ~(vαcvαf)κ~qαβ(vβcvβf)+λ~1pα+λ~1qαβpβ+λ~2Eα+λ~2qαβEβ+λ~3pαβpβ+λ~3pββpα. [21]

Note that the term pαβpα=β(pαpα)/2 vanishes as the polarity is a unit vector. Moreover, in the main text we consider a system with spherical symmetry and the polarity is assumed to be radial p=er, such that the nematic order parameter qαβ=pαpβ(1/3)δαβ is diagonal in spherical coordinates with qrr=2/3, qθθ=1/3, qφφ=1/3. As a consequence, and since pββpα=0 for p=er, we obtain Eq. 3 in the main text with κ=κ~+2κ~/3, λ1=λ~1+2λ~1/3, λ2=λ~2+2λ~2/3, and λ3=λ~3.

Similarly, the general form for the electric current density constitutive equation reads

jα=k(vαcvαf)kqαβ(vβcvβf)+Λ~1pα+Λ~1qαβpβ+Λ~2Eα+Λ~2qαβEβ+Λ~3pαβpβ+Λ~3pββpα [22]

and it yields Eq. 4 in the main text with κ¯=k+2k/3, Λ1=Λ~1+2Λ~1/3, Λ2=Λ~2+2Λ~2/3, and Λ3=Λ~3 for a system with spherical symmetry and with p=er. For a system without spherical symmetry or with per, Eqs. 21 and 22 must be used.

Appendix B. Dynamics of a Spheroid in the Presence of a Drain

The dynamical equations for the spheroid and lumen radii are obtained by first considering force balance Eq. 1 in spherical coordinates with boundary conditions Eq. 9. This yields the velocity profiles of cells and interstitial fluid. A differential equation for the radii dynamics R1,2(t) is then obtained from the normal stress balance Eq. 7 together with the permeation conditions at the boundary given by Eq. 8. Details on this computation in the case without a drain can be found in ref. 27. Including the external fields due to the presence of the drain, we obtain the following coupled differential equations for the dynamics of the radii r1 and r2 of the lumen and of the spheroid:

χdr1dt^+3(V^1+dr1/dt^)r12r23r13+3(V^2dr2/dt^)r22r23r13=δ12r1γ^1γ^0r1(r1+r2)r12+r22+r1r2+(u1Q^+Î)1r1(r2r1)(r1+2r2)2(r12+r22+r1r2)+1r12χQ^+u2Q^+j2Î(u3Q^+j3Î)(r2r1)(2r1+r2)r12+r22+r1r2+λ^(r2r1)r12+2r1r2+3r224(r12+r22+r1r2), [23a]
dr2dt^+3(V^1+dr1/dt^)r12r23r13+3(V^2dr2/dt^)r22r23r13=δ2+2r2γ^2+γ^0r2(r1+r2)r12+r22+r1r2(u1Q^+Î)1r2(r2r1)(2r1+r2)2(r12+r22+r1r2)+1r22Q^+u2Q^+j2Î+(u3Q^+j3Î)(r2r1)(r1+2r2)r12+r22+r1r2λ^(r2r1)3r12+2r1r2+r224(r12+r22+r1r2), [23b]

where we have introduced dimensionless radii ri(t^)=Ri(t)/R0 with R0=K2η¯ and a dimensionless time t^=t/τ0 with τ0=η¯/|P2eff|. We have also introduced the dimensionless parameters

γ^0,1,2=γ0,1,2appη¯K2|P2eff|,V^1,2=v1,2K2|P2eff|,δ1,2=P1,2eff|P2eff|λ^=λeffη¯K2|P2eff|,χ=K2K1, [24]

where the effective parameters are defined as

P1,2eff=Π1,2extPhcJp,1,2K1,223ζ0ν0+λ3+Λ3λ2+(3ν1/22ν0ν3)Λ1Λ2, [25a]
γ1,2app=γ1,24ν3Λ3/Λ2,γ0app=3ν1/22(2+ν0)ν3(Λ3/Λ2), [25b]
λeff=λ1Λ1λ2/Λ2. [25c]

In addition to these terms, the presence of external flows and currents gives new dimensionless contributions which are defined as

Q^=Qext4πη¯2K23|P2eff|,Î=Iext|λ2|4πΛ2η¯K2|P2eff|,u1=κeffη¯K221ϕ, [26a]
u2=K21ϕν24(ν01)ν4/3κ¯Λ2(4(ν01)ν3/3ν1), [26b]
u3=K21ϕν22(1+2ν0)ν4/3κ¯Λ2(2(1+2ν0)ν3/3ν1), [26c]
j2=4(ν01)ν3/3ν1λ2η¯K2,j3=2(1+2ν0)ν3/3ν1λ2η¯K2, [26d]

where κeff=κκ¯λ2/Λ2 is an effective permeation coefficient.

To understand the effect of an external flux and an external electric current on the spheroid size, we can rewrite Eq. 23b in the form of an equation for the dynamics of the spheroid volume V=4πR23/3. To simplify the analysis, we take a vanishing lumen size (r1=0) and we consider only the term that comes from the externally imposed current and flux. It yields

dVdt=Qext+QextK2κeffR21ϕ+IextK2λ2R2Λ2Qext(u2+2u3)Iextλ2K2Λ2(j2+2j3), [27]

where we have reintroduced dimensional quantities to simplify the following discussion. The first term on the right-hand side of Eq. 27 is a direct consequence of imposing an external flow: Since the tissue is incompressible, an imposed flow from the outside to the inside of the spheroid (Qext>0) provokes an increase in volume, while an imposed flow from the inside of the spheroid to the outside (Qext<0) shrinks its size. The second term is a signature of the finite permeability of the tissue, which acts as a porous medium, and the effect is therefore proportional to the ratio of the surface permeability K2 and the bulk permeability (κeffR2/(1ϕ))1. The third term accounts for a similar phenomenon to the second one but due to the electroosmotically generated flow due to the imposed current. The two last terms correspond to bioelectric and biohydraulic contributions: Indeed, the terms u2,3 and j2,3 involve the parameters νi and thus stem from the coupling between the electric field (or the interstitial fluid flow) and the cell polarity that appears in the cell stress.

In the case of a small lumen compared to the spheroid size, one can consider the limit R1R2 to describe the spheroid dynamics. In this limit, we can in particular obtain from Eq. 23b an equation for the dynamics of r2 only, which is given by Eq. 13 in the main text. The parameters βu,j introduced in the main text read βu=u2+2u3 and βj=j2+2j3.

Appendix C. Imposed Pressure and Electric Potential Difference

The main text describes the spheroid size control when an external volumetric flow Qext or an external current Iext is imposed. Alternatively, a pressure difference or an electric potential difference can be imposed between the outer part of the drain and the outer layer of the spheroid, which can be considered as the conjugate ensemble. Here we provide the additional equations required to discuss this situation.

Imposed Pressure Difference.

To compute the pressure difference ΔP=PdP2ext, we decompose it as ΔP=ΔPd1+ΔP12, where ΔP12=P1extP2ext is the pressure difference across the spheroid and ΔPd1=PdP1ext is the pressure difference between the outer part of the drain and the lumen and reads

ΔPd1=Qext(Kd+Klum), [28]

where Kd,lum are the hydraulic resistances of the drain and of the lumen, respectively. The drain hydraulic resistance is given by Kd=8ηfLdπRd4, where ηf10 mPas is the viscosity of the interstitial fluid, and Ld,Rd are the width and the radius of the drain.

The pressure difference ΔP12=P1extP2ext can then be computed using Eq. 8. In dimensionless form, it reads

ΔP^12=ΔΠ~+Q^χr12+1r22(χr˙1+r˙2)ΔP^f, [29]

where we use the short-hand notation r˙1,2=dr1,2/dt^ and we have defined

ΔP^12=P1extP2ext|P2eff|,ΔP^f=Pf(r1)Pf(r2)|P2eff|ΔΠ~=Π1Π2(J1/K1J2/K2)|P2eff|. [30]

The dimensionless quantities P2eff, r1,2, χ, and Q^ have been introduced in Appendix B. To compute the interstitial pressure difference ΔPf=Pf(R1)Pf(R2), one can use the identity ΔPf=R1R2drrPf(r). Indeed, the gradient of the interstitial fluid pressure can be obtained using force balance Eq. 1b and the constitutive equations Eqs. 3 and 4. It reads

r^P^f(r^)=u1v^(r^)λ^2λ^3r^u1Q^+Îr^2, [31]

where we have introduced, in addition to the dimensionless quantities already introduced in Appendix B, the dimensionless radius r^=r/R0, cell velocity v^=vrc/(K2|P2eff|), and interstitial fluid pressure P^f=Pf/|P2eff| and the dimensionless parameter λ^3=(λ3Λ3λ2/Λ2)/|P2eff|. The dimensionless cell velocity appearing in Eq. 31 can be cast into the form

v^(r^)=ar^2+br^+c+dr^λ^4r^2, [32]

where we have introduced the r^-independent factors

a=r12r22r122r1(v~2r˙2)+r2(v~1+r˙1)λ^r13r234r122+Q^r1r2r122u3(r1+r2)u1r1r22+Îr1r2r122j3(r1+r2)r1r22, [33a]
b=u3Q^j3Î,c=u1Q^2+Î22γ^03, [33b]
d=λ^4r2+r13r122(v~1+r˙1)r12+(v~2r˙2)r22r23r13+Q^r122u3u1(r1+r2)2+Îr122j3r1+r22, [33c]

and the dimensionless quantities (in addition to those already introduced in Appendix B)

r122=r12+r22+r1r2,v~1,2=V^1,22γ^0/3. [34]

The dimensionless pressure difference Eq. 29 can therefore be computed in terms of the dimensionless parameters of the model, although its expression is lengthy. One can, however, expand this expression in the limit of a thin spheroid (i.e., R1R2), yielding the expression

ΔP^12=1|P2eff|2(γ1+γ2)R2+(r2r1)A+O(r2r1)2, [35]

where the first term on the right-hand side is the Laplace contribution in the limit R1R2 and the dimensionless coefficient A represents the first correction in terms of the thickness R2R1 and reads

A=u1V^2χV^1ΔΠ~1+χ+2r2u1(γ^1+γ^2)1+χ+λ^3+2γ^1r22+Q^r222(u2u3)r2u1+2Î(j3j2)r23. [36]

Imposed Electric Potential Difference.

Similar to the pressure, one can compute the electric potential difference ΔU=UdU2ext by decomposing it as ΔU=ΔUd1+ΔU12 with ΔU12=U1extU2ext the electric potential difference across the spheroid and with ΔUd1=UdU1ext the electric potential difference across the drain. This difference reads

ΔUd1=Iext(1/Gd+1/Glum), [37]

where Gd,lum are the electrical conductances of the drain and of the lumen. The electrical conductance of the drain is computed as 1/Gd=ρfLdπRd2, where ρf1Ωm is the resistivity of the interstitial fluid (taken to be that of salted water, whose conductivity is about G1 S/m).

The electric potential difference across the spheroid ΔU12 can then be computed in the following way. From Eq. 4, an expression for the electric field can be obtained, which can then be used to compute the electric potential difference using the identity ΔU12=R1R2drE(r). Defining the dimensionless electric field Ê=Erη¯K2λ2/|P2eff|, we have

Ê(r^)=Λ^1ū1v^(r^)2Λ^3r^ū1Q^Îr^2, [38]

where we have defined the dimensionless parameters

ū1=η¯K22κ¯λ2(1ϕ)Λ2,Λ^1=η¯K2λ2Λ1Λ2|P2eff|,Λ^3=λ2Λ3Λ2|P2eff|, [39]

and where the expression for the dimensionless cell velocity v^ is displayed in Eq. 32.

Appendix D. Numerical Solution to the Dynamics Equations

Figs. 2 and 3 of the main text have been obtained by solving the coupled equations Eqs. 23a and 23b using the dimensionless parameters given in Table 3. The presence of the drain provides a natural cutoff for the (dimensionless) lumen radius r1: If at a time t0 the inner radius R1(t) reaches the size of the outer drain radius, which we assume to be equal to 2Rd=10μm, we fix its (dimensionless) value to be r1(t>t0)=2Rd/R0 and solve only Eq. 23b with this fixed value for r1. If the external flow is stopped at a subsequent time t1>t0 (see Fig. 2F of the main text for instance), we restart solving simultaneously Eqs. 23a and 23b, taking r1(t1)=2Rd/R0 as the initial condition.

Fig. 5 of the main text has been obtained by taking r1=2Rd/R0 and solving numerically Eq. 23b using the dimensionless parameters given in Table 3, with the initial condition R2(t=0)=R20 and a given imposed external flux Qext. If a spheroid reaches a cutoff size R2=2Rd+hc after a time t=ts, it is classified as “suppressed” and its suppression time ts is used to produce the color coding.

Appendix E. Estimates for Parameter Values

Estimation of the phenomenological parameters appearing in the continuum model is crucial for our analysis. Some of these parameters, such as the cell shear and bulk viscosities, the tissue surface tension, and the bulk permeability for instance, have already been estimated in experiments. For most of the remaining parameters, experimental values are not yet available and we have used order-of-magnitude estimations (see refs. 26 and 27 for details). We provide parameter values and references for these values in Table 1.

Supplementary Material

Supplementary File

Acknowledgments

We thank C. T. Lim and T. B. Saw for useful discussions.

Footnotes

The authors declare no competing interest.

This article is a PNAS Direct Submission.

*Note that additional terms must be added to Eqs. 3 and 4 for a system lacking spherical symmetry or for a system where the polarity is not purely radial with unit norm; see Appendix A for details.

This article contains supporting information online at https://www.pnas.org/lookup/suppl/doi:10.1073/pnas.2021972118/-/DCSupplemental.

Data Availability

There are no data underlying this work.

References

  • 1.Green J. B. A., Sharpe J., Positional information and reaction-diffusion: Two big ideas in developmental biology combine. Development 142, 1203–1211 (2015). [DOI] [PubMed] [Google Scholar]
  • 2.Miller C. J., Davidson L. A., The interplay between cell signalling and mechanics in developmental processes. Nat. Rev. Genet. 14, 733–744 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Mammoto T., Mammoto A., Ingber D. E., Mechanobiology and developmental control. Annu. Rev. Cell Dev. Biol. 29, 27–61 (2013). [DOI] [PubMed] [Google Scholar]
  • 4.Ladoux B., Mège R. M., Mechanobiology of collective cell behaviours. Nat. Rev. Mol. Cell Biol. 18, 743–757 (2017). [DOI] [PubMed] [Google Scholar]
  • 5.Ruiz-Herrero T., Alessandri K., Gurchenkov B. V., Nassoy P., Mahadevan L., Organ size control via hydraulically gated oscillations. Development 144, 4422–4427 (2017). [DOI] [PubMed] [Google Scholar]
  • 6.Dumortier J. G., et al. , Hydraulic fracturing and active coarsening position the lumen of the mouse blastocyst. Science 365, 465–468 (2019). [DOI] [PubMed] [Google Scholar]
  • 7.Levin M., Martyniuk C. J., The bioelectric code: An ancient computational medium for dynamic control of growth and form. Biosystems 164, 76–93 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.Silver B. B., Nelson C. M., The bioelectric code: Reprogramming cancer and aging from the interface of mechanical and chemical microenvironments. Front. Cell Dev. Biol. 6, 21 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Chan C. J., et al. , Hydraulic control of mammalian embryo size and cell fate. Nature 571, 112–116 (2019). [DOI] [PubMed] [Google Scholar]
  • 10.Fütterer C., Colombo C., Jülicher F., Ott A., Morphogenetic oscillations during symmetry breaking of regenerating Hydra vulgaris cells. Europhys. Lett. 64, 137–143 (2003). [Google Scholar]
  • 11.Roux W., Über die morphologische polarisation von eiern und embryonen durch den electrischen strom. Math. Naturwiss. Kl. 101, 27–228 (1892). [Google Scholar]
  • 12.McCaig C. D., Rajnicek A. M., Song B., Zhao M., Controlling cell behavior electrically: Current views and future potential. Physiol. Rev. 85, 943–978 (2005). [DOI] [PubMed] [Google Scholar]
  • 13.McLaughlin K. A., Levin M., Bioelectric signaling in regeneration: Mechanisms of ionic controls of growth and form. Dev. Biol. 433, 177–189 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Watanabe H., Fujisawa T., Holstein T. W., Cnidarians and the evolutionary origin of the nervous system: Cnidarian nervous system. Dev. Growth Differ. 51, 167–183 (2009). [DOI] [PubMed] [Google Scholar]
  • 15.Braun E., Ori H., Electric-induced reversal of morphogenesis in Hydra. Biophys. J. 117, 1514–1523 (2019). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Martín-Belmonte F., et al. , Cell-polarity dynamics controls the mechanism of lumen formation in epithelial morphogenesis. Curr. Biol. 18, 507–513 (2008). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Debnath J., et al. , The role of apoptosis in creating and maintaining luminal space within normal and oncogene-expressing mammary acini. Cell 111, 29–40 (2002). [DOI] [PubMed] [Google Scholar]
  • 18.Huch M., Koo B. K., Modeling mouse and human development using organoid cultures. Development 142, 3113–3125 (2015). [DOI] [PubMed] [Google Scholar]
  • 19.Dahl-Jensen S., Grapin-Botton A., The physics of organoids: A biophysical approach to understanding organogenesis. Development 144, 946–951 (2017). [DOI] [PubMed] [Google Scholar]
  • 20.Alcaraz J., et al. , Laminin and biomimetic extracellular elasticity enhance functional differentiation in mammary epithelia. EMBO J. 27, 2829–2838 (2008). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Montel F., et al. , Stress clamp experiments on multicellular tumor spheroids. Phys. Rev. Lett. 107, 188102 (2011). [DOI] [PubMed] [Google Scholar]
  • 22.Delarue M., et al. , Mechanical control of cell flow in multicellular spheroids. Phys. Rev. Lett. 110, 138103 (2013). [DOI] [PubMed] [Google Scholar]
  • 23.Kruse K., Joanny J. F., Jülicher F., Prost J., Sekimoto K., Generic theory of active polar gels: A paradigm for cytoskeletal dynamics. Eur. Phys. J. E 16, 5–16 (2005). [DOI] [PubMed] [Google Scholar]
  • 24.Marchetti M. C., et al. , Hydrodynamics of soft active matter. Rev. Mod. Phys. 85, 1143–1189 (2013). [Google Scholar]
  • 25.Ranft J., et al. , Fluidization of tissues by cell division and apoptosis. Proc. Natl. Acad. Sci. U.S.A. 107, 20863–20868 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Sarkar N., Prost J., Jülicher F., Field induced cell proliferation and death in a model epithelium. New J. Phys. 21, 043035 (2019). [Google Scholar]
  • 27.Duclut C., Sarkar N., Prost J., Jülicher F., Fluid pumping and active flexoelectricity can promote lumen nucleation in cell assemblies. Proc. Natl. Acad. Sci. U.S.A. 116, 19264–19273 (2019). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Scott A. M., Wolchok J. D., Old L. J., Antibody therapy of cancer. Nat. Rev. Canc. 12, 278–287 (2012). [DOI] [PubMed] [Google Scholar]
  • 29.Baskar R., Lee K. A., Yeo R., Yeoh K. W., Cancer and radiation therapy: Current advances and future directions. Int. J. Med. Sci. 9, 193–199 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Al-Bataineh O., Jenne J., Huber P., Clinical and future applications of high intensity focused ultrasound in cancer. Canc. Treat. Rev. 38, 346–353 (2012). [DOI] [PubMed] [Google Scholar]
  • 31.Mittelstein D. R., et al. , Selective ablation of cancer cells with low intensity pulsed ultrasound. Appl. Phys. Lett. 116, 013701 (2020). [Google Scholar]
  • 32.Tijore A., et al. , Ultrasound-mediated mechanical forces selectively kill tumor cells. bioRxiv: [Preprint] (2020). 10.1101/2020.10.09.332726 (Accessed 9 October 2020). [DOI]
  • 33.Miller L., Leor J., Rubinsky B., Cancer cells ablation with irreversible electroporation. Technol. Canc. Res. Treat. 4, 699–705 (2005). [DOI] [PubMed] [Google Scholar]
  • 34.Perkons N. R., et al. , Electrolytic ablation enables cancer cell targeting through pH modulation. Commun. Biol. 1, 48 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35.Knavel E. M., Brace C. L., Tumor ablation: Common modalities and general practices. Tech. Vasc. Interv. Radiol. 16, 192–200 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Ranft J., Prost J., Jülicher F., Joanny J. F., Tissue dynamics with permeation. Eur. Phys. J. E 35, 46 (2012). [DOI] [PubMed] [Google Scholar]
  • 37.Dolega M. E., et al. , Cell-like pressure sensors reveal increase of mechanical stress towards the core of multicellular spheroids under compression. Nat. Commun. 8, 14056 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38.Basan M., Risler T., Joanny J. F., Sastre-Garau X., Prost J., Homeostatic competition drives tumor growth and metastasis nucleation. HFSP J. 3, 265–272 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39.Simha R., Ramaswamy S., Hydrodynamic fluctuations and instabilities in ordered suspensions of self-propelled particles. Phys. Rev. Lett. 89, 058101 (2002). [DOI] [PubMed] [Google Scholar]
  • 40.Bittig T., Wartlick O., Kicheva A., González-Gaitán M., Jülicher F., Dynamics of anisotropic tissue growth. New J. Phys. 10, 063001 (2008). [Google Scholar]
  • 41.Blackiston D. J., McLaughlin K. A., Levin M., Bioelectric controls of cell proliferation: Ion channels, membrane voltage and the cell cycle. Cell Cycle 8, 3527–3536 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42.Darcy H. P. G., Les Fontaines Publiques de La Ville de Dijon (Dalmont, Paris, France, 1856). [Google Scholar]
  • 43.Ramaswamy S., Toner J., Prost J., Nonequilibrium fluctuations, traveling waves, and instabilities in active membranes. Phys. Rev. Lett. 84, 3494–3497 (2000). [DOI] [PubMed] [Google Scholar]
  • 44.Kirby B. J., Micro- and Nanoscale Fluid Mechanics (Cambridge University Press, Cambridge, England, 2013). [Google Scholar]
  • 45.Delarue M., Joanny J. F., Jülicher F., Prost J., Stress distributions and cell flows in a growing cell aggregate. Interf. Focus 4, 20140033 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Erez A., Shitzer A., Controlled destruction and temperature distributions in biological tissues subjected to monoactive electrocoagulation. J. Biomech. Eng. 102, 42–49 (1980). [DOI] [PubMed] [Google Scholar]
  • 47.Hirschhaeuser F., et al. , Multicellular tumor spheroids: An underestimated tool is catching up again. J. Biotechnol. 148, 3–15 (2010). [DOI] [PubMed] [Google Scholar]
  • 48.Wang X., Stone H. A., Golestanian R., Shape of the growing front of biofilms. New J. Phys. 19, 125007 (2017). [Google Scholar]
  • 49.Martin M., Risler T., Viscocapillary instability in cellular spheroids. New J. Phys. 23, 033032 (2021). [Google Scholar]
  • 50.Hanahan D., Weinberg R. A., Hallmarks of cancer: The next generation. Cell 144, 646–674 (2011). [DOI] [PubMed] [Google Scholar]
  • 51.Forgacs G., Foty R. A., Shafrir Y., Steinberg M. S., Viscoelastic properties of living embryonic tissues: A quantitative study. Biophys. J. 74, 2227–2234 (1998). [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 52.Netti P. A., Berk D. A., Swartz M. A., Grodzinsky A. J., Jain R. K., Role of extracellular matrix assembly in interstitial transport in solid tumors. Can. Res. 60, 2497 (2000). [PubMed] [Google Scholar]
  • 53.Brace R. A., Guyton A. C., Interaction of transcapillary Starling forces in the isolated dog forelimb. Am. J. Physiol. 233, H136–H140 (1977). [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supplementary File

Data Availability Statement

There are no data underlying this work.


Articles from Proceedings of the National Academy of Sciences of the United States of America are provided here courtesy of National Academy of Sciences

RESOURCES