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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
. 2022 Nov 7;119(46):e2211283119. doi: 10.1073/pnas.2211283119

Directional takeoff, aerial righting, and adhesion landing of semiaquatic springtails

Victor M Ortega-Jimenez a,b,1, Elio J Challita a,c,2, Baekgyeom Kim d,2, Hungtang Ko c,e,2, Minseok Gwon d, Je-Sung Koh d, M Saad Bhamla a,1
PMCID: PMC9674249  PMID: 36343251

Significance

Springtails are the largest group of noninsect hexapods renowned for their unique and enigmatic appendices for jumping (furcula) and adhesion (collophore). However, it has been erroneously assumed that they are unable to control their explosive takeoff, mid-air spinning, and landing. We discover that semiaquatic springtails can indeed control all three phases of jumping by adjusting their body posture and taking advantage of their appendages. They adjust the body angle and actuation speed of their leaping organ during takeoff, change their body posture in midair, and exploit the hydrophilic property of their ventral adhesive tube. The combination of these strategies allows springtails to achieve locomotion control, stability, and maneuverability, which can inform the design of small bio-inspired robots with controlled landing.

Keywords: springtails, jumping control, aerial righting, landing, interfacial locomotion

Abstract

Springtails (Collembola) have been traditionally portrayed as explosive jumpers with incipient directional takeoff and uncontrolled landing. However, for these collembolans that live near the water, such skills are crucial for evading a host of voracious aquatic and terrestrial predators. We discover that semiaquatic springtails, Isotomurus retardatus, can perform directional jumps, rapid aerial righting, and near-perfect landing on the water surface. They achieve these locomotive controls by adjusting their body attitude and impulse during takeoff, deforming their body in midair, and exploiting the hydrophilicity of their ventral tube, known as the collophore. Experiments and mathematical modeling indicate that directional-impulse control during takeoff is driven by the collophore’s adhesion force, the body angle, and the stroke duration produced by their jumping organ, the furcula. In midair, springtails curve their bodies to form a U-shape pose, which leverages aerodynamic forces to right themselves in less than ~20 ms, the fastest ever measured in animals. A stable equilibrium is facilitated by the water adhered to the collophore. Aerial righting was confirmed by placing springtails in a vertical wind tunnel and through physical models. Due to these aerial responses, springtails land on their ventral side ~85% of the time while anchoring via the collophore on the water surface to avoid bouncing. We validated the springtail biophysical principles in a bioinspired jumping robot that reduces in-flight rotation and lands upright ~75% of the time. Thus, contrary to common belief, these wingless hexapods can jump, skydive, and land with outstanding control that can be fundamental for survival.


Springtails (Arthropoda: Collembola) are the most widespread, abundant, and diverse group of noninsect hexapods on the planet, known for their major role in soil ecology and unique adaptions to catapult themselves into the air (1). Collembolans’ jumping performance has been extensively studied in terms of locomotion (2–4), morphology (4–6), behavior (7–9), energetics (10), and computational modeling (11). It has inspired the design of mechanical jumpers (12, 13) and robots (14). Previous biomechanical studies suggested that springtails’ jumping, and particularly their landing, are uncontrollable and unpredictable (2, 12), given that these wingless arthropods can reach impressive body rotations in midair (~500 Hz; see ref. 13). In contrast, behavioral and ecological studies indicate that these tiny arthropods can perform sophisticated maneuvers, navigation, and consistent landing. For example, directed leaping and controlled landing have been observed during the massive and long-distance migration (up to 300,000 bodies per day) of snow-dwelling springtails (15). Furthermore, scanning microscope images from a recent report suggest that the collophore may be used for adhesion to the water surface, cleaning, and nutrient absorption (6). The collophore can also play a key role in controlling takeoff direction and trajectory (16). Similarly, a previous mathematical analysis and computational model suggests that varying the furcula’s length may influence the vertical and horizontal range reached during jumping (11). Despite these observations and speculations, it is unclear how springtails are able to control their jumping and landing by using the collophore, the furcula, and their slim bodies (i.e., entomobryomorpha).

Aerial righting is a broadly used strategy for in-flight control. It is exploited by animals as well as by wind-dispersed seeds (17, 18) to gain a favorable orientation in midair and consequently during landing (19). Self-righting has been studied in wingless mammals (20), reptiles (21), insects (22–25), and arachnids (26), but it has never been reported in noninsect hexapods such as springtails. In general, those studies indicate that self-righting is size-dependent. Large animals, such as cats or geckos, recover from an upside-down posture by using inertial responses of their bodies, limbs, or tail (19, 21). In contrast, insects, such as larval stick insects and adult locust rely on aerodynamic responses produced by their appendages to correct their body orientation (23, 27). Accordingly, it stands to reason that millimeter-sized animals, such as springtails, may exploit aerodynamic forces to recover from an unfavorable upside-down orientation. Nevertheless, aerial righting in springtails can be dynamically more challenging than free-fall righting, because collembolans are required to suddenly reduce their fast body spinning in midair in order to gain a favorable orientation during the collision with the surface. Shock absorption and attachment with the water surface during landing is also crucial to performing a subsequent controlled jump, which seems challenging even for winged insects (28). Without such mechanisms, springtails would bounce uncontrollably, causing potential physical damage, as well as increasing the likelihood to be targeted and captured by predators.

In this paper, we investigate how wingless springtails maintain a tight control for takeoff, in midair, and during landing. We focus on semiaquatic springtails, Isotomurus retardatus (29), that live on the water surface, for which locomotion control and maneuvering are essential for survival, given the persistent pressure that springtails experience against countless predators (1). We use high-speed videography, kinematic analysis, mathematical modeling, particle image velocimetry, a vertical wind tunnel, and biomimetic robophysical models to investigate the locomotion control abilities of these millimeter-sized wingless arthropods that live on the air–water interface. In addition, we designed a bio-inspired robot with the capacity to control its landing for enabling stable repetitive jumps based on our findings of springtails’ aerial righting.

Results

Takeoff Control.

Before jumping, springtails anchor on the water surface using the collophore (Fig. 2 and Movie S1). We found that some individuals humped their body before jumping, which lowers the tip of the abdomen, and consequently the furcula (Fig. 2A). During takeoff, the hydrophilic collophore traps a small water droplet, visible in the high-speed images as shown in Fig. 1B, that plays an important function in both aerial righting and landing as described in later sections. After takeoff, these humped individuals jumped with vertical trajectories and high speeds. In contrast, other individuals kept their body straight and elevated the tip of the abdomen from the water (Fig. 2B). In this case, springtails’ trajectories were horizontal and much slower. In a few extreme cases, we even observed individuals locomote on the water surface without detaching the collophore from the surface. These springtails were able to skip on the water surface, frequently actuating their furcula. They reached traveling speeds of up to 28 cm/s (~280 bodies per s), as well as produced a vortical wake with a flow velocity and vorticity of up to 50 cm/s and 150 L/s, respectively (Fig. 3 A and B, SI Appendix, Fig. S1, and Movie S1). We observed that springtails moving horizontally on the water use their legs to adjust their yaw direction before each leaping (Movie S1).

Fig. 2.

Fig. 2.

Trajectories and theoretical model of springtails’ catapulting from the water surface. (A) Springtail presenting a fast vertical takeoff. Body, manubrium, and furcula are highlighted in gray, orange, and green. Notice that the individual humped its body before jumping and thus the tip of the abdomen is almost touching the water. (B) Springtail presenting a slow and horizontal takeoff. Notice that the tip of the abdomen is maintained farther from the water surface. (C) Springtail takeoff model is affected by furcula propulsion, collophore adhesion, and gravity. (D) Definitions of the metrics used in takeoff experiments and simulations. (e) Takeoff speed U as a function of furcula opening velocity ωfurcula. (F) Takeoff angle ϕ and (G) angular velocity ω of the springtail jumping from various initial orientation θ. Colored dots are simulation data from the model, with color representing the intensity of collophore cohesion, controlled by coefficient kc. Gray dots are experimental measurements (n = 28). See text for details.

Fig. 1.

Fig. 1.

Semiaquatic springtail I. retardatus. (A) Notice the manubrium-furcula and collophore highlighted in green and red, respectively. Image composites are from recordings of springtails taking off (B) and landing (C) (Movie S1). (B) Detail of water adhesion of the collophore and the droplet collected after detaching from the water surface are shown above their respective frame. (C) Notice that during a successful landing, springtails attach to the water surface using the collophore.

Fig. 3.

Fig. 3.

Springtail in horizontally directed motion (HDM). (A) Streamlines and (B) vorticity fields from particle image velocimetry analyses (Movie S1). Average traveling speed was 28 cm/s (~280 bodies per s), which is similar to that of juvenile water striders during rowing (30). Time interval between gray circles is 6 ms. Notice in picture frames the wave produced by springtails during jumping. Yaw turning (gray curved arrow in A) is achieved by asymmetric leg movement on the water. (C) Drawing shows a hypothesized mechanism of translation motion during each horizontal jump.

To quantify these observations, we digitized 27 high-speed recordings of springtail jumps. We found a linear relationship between the body angle at the starting of takeoff θ and the height of the abdomen normalized by body length Habdomen (θ=17−7×Habdomen, r2=0.82, F1,25=113, p≪0.001), showing that the insect can change Habdomen through changing their angle θ. θ also dictates the takeoff kinematics (SI Appendix, Fig. S2). The takeoff angle ϕ (ϕ=39+2.6θ, r2=0.83, F1,25=124, p≪0.001), and the takeoff speed u (u=381−16×θ, r2=0.57, F1,25=33.5, p≪0.001), were linearly related with the body angle θ. Furthermore, takeoff speed u depends on the furcula’s angular speed (u=−161+0.3×ωfurcula, r2=0.74, F1,25=62, p≪0.001). In contrast, the average angular rotational speed of the body ω was weakly related with θ (ω=180+9×θ, r2=0.4, F1,25=17, p≪0.001) (SI Appendix, Fig. S2). Reynolds number based on body thickness corresponds to ~14.

Can springtails control their jumping pose to achieve their desired directions and speeds? To understand the takeoff mechanism, we construct a mathematical model that predicts the motion of the insect based on Newtonian mechanics. The external forces that drive the action include propulsion from the furcula, adhesion from the collophore, and gravity (see details in Materials and Methods). We study the effects of body orientation θ, furcula opening velocity ωfurcula, and collophore adhesion kc.

Fig. 2E demonstrates that when the body pose θ is fixed, the model predicts that takeoff velocity U increases with the furcula velocity ωfurcula, fitting the experimental measurement qualitatively. Fig. 2 F and G shows that, when furcula velocity ωfurcula is fixed, jumpers can indeed control their takeoff kinematics through controlling body pose θ.

Despite the relatively smooth transition, we can identify two regimes: horizontally directed motion (HDM) can be achieved with negative θ and vertical aerial motion (VAM) at large positive θ. Springtails that adopt HDM, such as the one shown in Fig. 2B, take off at an angle closer to the water surface and with less rotation. We surmised that the collophore adhesion originates from the thin-film drainage process around the collophore. Therefore, the adhesion is proportional to the collophore retraction velocity and the water film thickness. We lumped the impact of film thickness and water viscosity to a coefficient kc. While this coefficient cannot be controlled by the springtail, studying the influence of this parameter can inform the role of collophore in the jumping mechanics. For HDM, the presence of collophore allows the insect to take off even closer to the surface and rotate even less. In fact, the collophore adhesion is required for springtails to “skip” on the water surface as shown in Fig. 3. On the other hand, springtails that adopt VAM jump at higher transitional and angular speeds, as well as directed vertically (Fig. 2A). Both regimes were found in experiments and validated through our simple mathematical model. Together, we show that springtails can control their takeoff speeds through controlling their furcula opening speeds, and they can control their jumping direction and spinning through controlling their orientation. Fig. 2 E–G shows that the collophore does not affect the takeoff speed, direction, or spinning for VAM (large θ). We observed that only one individual exhibited a very small body rotation while jumping vertically (VAM) (Fig. 2G and Movie S1).

Collophore’s Adhesion and Droplet Capture.

The collophore’s hydrophilic adhesion contributes to the HDM and traps a small droplet that is fundamental for self-righting posttakeoff. To quantify this adhesion force and mass of droplets captured, we perform an experiment by placing individual springtails on a rotating disk (n = 23) (SI Appendix, Fig. S3). Data are presented as the average value ± one SD. Individuals were ejected at an acceleration of 50 ± 30 m/s2. Ejection speed was 1.1 ± 0.4 m/s (SI Appendix, Fig. S3C). Using the acceleration during ejection and the body mass, we estimated that the collophore attaches to a surface with an adhesion force of ~7±4 µN. The amount of water collected by the collophore using the dimensions of collophore and the attached droplet corresponded to ~3% of the body mass (Fig. 1B and SI Appendix, Fig. S3).

Flight Trajectories and Landing Success.

We zoom out to discuss springtails’ flight trajectories posttakeoff. Springtails (n = 20) during jumping reached a horizontal and vertical distance of 3 ± 1 cm (36 ± 12 body lengths) and 1.1 ± 0.3 cm (~12 ± 4 body lengths), respectively (Fig. 4A). Takeoff angle, maximal body rotational frequency, and flight duration were 47 ± 10°, 71 ± 42 Hz, and 93 ± 17 ms, respectively. Speed of the center of gravity during landing (48 ± 9 cm/s) was reduced 25% in comparison with that during takeoff (63 ± 7 cm/s) (Fig. 4D). After launching, individuals deformed the bodies into a U-shape at 15 ± 6 ms and the furcula closed in midair at 26 ± 11 ms (Fig. 4C). We found that 85% of the sampled springtails landed on their ventral side, despite the high body spinning frequency in midair after takeoff (Fig. 4B). Cumulative angle time series indicate that springtails adopted an early U-shape in midair reduced their rotational speeds (Fig. 4C) and corrected body orientations to prepare for ventral landing.

Fig. 4.

Fig. 4.

Vertical aerial motion (VAM) and near-perfect landing of springtails. (A) Full trajectories of 20 springtails during jumping and landing. Head, centroid, and abdomen tip are highlighted in orange, gray, and blue, respectively. (B) Springtail’s landing angle with respect to the water surface. Lower than 90° indicates a ventral landing, larger than 90° a dorsal landing. (C) Cumulative body angle over time of a springtail effectively reducing and stopping body rotations by deforming its body to a U-shaped posture. Note that the furcula closing seems to have no effect on body rotation. (D) Centroid speed (υx2+υy2) over normalized time (i.e., total jumping duration is one) of the 20 springtails shown in A. Two peaks on curves represent takeoff and landing, respectively.

Aerial Righting.

To test this self-righting hypothesis, we placed both live and dead springtails in a vertical wind tunnel (flow speed ~1 m/s) (Fig. 5 A–C and Movie S3). In both conditions, the animals started their fall with their back facing vertically downward. Live individuals flipped their orientation with their ventral side pointing down immediately after adopting a U-shape. This aerial righting happened in less than ~20 ± 2 ms (n = 10) (Fig. 5D), the fastest ever measured in animals as far as we know. Furcula remained extended during the aerial maneuvers while the antennae retracted backward, and the legs were extended. We also corroborated a reduction and cease of body rotation after springtails curved their bodies in the wind tunnel experiments, which agrees with the reduction of accumulative body angle over time observed in jumping trials (Fig. 4C and Movie S3).

Fig. 5.

Fig. 5.

Springtail aerial righting in wind tunnels. (A) Diagram showing experiments of springtails’ aerial responses in a vertical wind tunnel (not to scale). (B) Velocity fields of the airflow inside the wind tunnel. (C) Alive springtail recovering from an upside-down posture after curving its body. (D) Aerial righting duration (n = 10). Box plot showing median (dark line), 25th–75th percentile (box), and extreme values (whiskers). (E) Dead springtails keep an upside-down posture inside the vertical wind tunnel (see Movie S3).

Free-Fall Physical Models.

In order to understand how the U-shape and water droplet influence springtails’ righting we performed free-fall experiments using three plastic film models (U-shape with droplet, U-shape without droplet, and flat strip) (Fig. 6A). Both U-shape plastic strips corrected passively their upside-down position in midair to finally land on its vertex (n = 10 each) (Fig. 6 B–D). Nevertheless, faster righting and smaller angle variation during rotation was observed in U-shaped strips with the droplet than without it. In contrast, flat strips in free fall landed at different angles on the ground. These results support that body deformation and the droplet collected by the collophore help the animal recover from an upside-down posture. Reynolds number based on strip thickness corresponded to 22.

Fig. 6.

Fig. 6.

Physical models during free fall (n = 10 for each case). (A) Free-fall trajectories from a video of a U-shaped strip with a droplet (Left), U-shaped strip (Center), and flat plate (Right). (B) Angle over time of a U-shaped strip with a droplet on its vertex. (C) Angle over time of a U-shaped strip without a droplet. (D) Angle over time of a flat strip. See text and Movie S3 for details.

Springtail-Inspired Self-Righting Robot.

We designed a jumping robot (86 mg) that mimics the catapulting mechanism of springtails, which consisted of a lightweight structure and actuator to realize jumping functionality (Fig. 7A). The robot is activated by heating a shape memory alloy (SMA) coil which produces tension and a sudden opening of the leg (furcula-like structure), catapulting the robot into the air (Fig. 7 A–C). Before any springtail-inspired design strategy is implemented, the baseline robot rotates uncontrollably during its flight trajectory. Can one improve the robot’s performance based on our discoveries in springtails’ righting principles (see Movie S2)?

Fig. 7.

Fig. 7.

Springtail-inspired self-righting robot. (A) Robot with drag flaps + extra mass during takeoff and landing. (B) The schematic diagram of the jumping mechanism from Phase I to Phase IV. (C) Sequential picture of the jumping motion. (D) Normalized trajectories with maximal height of a robot without (black) and with drag flaps + extra mass (red) (see Movie S3). Horizontal lines represent body orientation. (E) Angular speed (E), maximal height (F), and number of turns (G) of robot jumping in four treatments (n = 5 for each trial). Error bars represent average value ± one SD. Pie chart represents frequency of successful and failed ventral landing (n = 20).

We made three modifications to the robot to explore how drag (U-shape) and extra mass (droplet) affect landing performance. Five jumping trials of each modification (treatments), as well as only the robot, were filmed at 1,000 frames per s. Modifications were as follows: robot with an extra mass (98 mg) (robot + m), robot with drag flaps (98 mg) (robot + d), and robot with added mass plus drag flaps (110 mg) (robot + m + d) (Fig. 7C and Movie S2). Kruskal–Wallis tests were significant between at least two treatments for rotational speed (χ32=15, P<0.01), maximal height (χ32=15.6, P<0.01), and number of turns (χ32=17.3, P<0.001). Robot with drag enhancers and mass (robot + m + d) during jumping showed significantly lower average rotational speed, maximal height (SI Appendix, Fig. S4) and smallest total number of turns (4, 0.35 and 11 times, respectively) in comparison with the robot without additions (P  <  0.01 for all pair contrasts) (Fig. 7 D–G). We note that the robot without any modifications (robot), as well as with the extra mass (robot + m), rotated uncontrollably during its flight trajectory, even during its descent and landing. In contrast, both the robot with drag enhancers (robot + d) and with drag enhancers plus extra mass (robot  +  m  +  d) descended smoothly with its ventral side pointing downward. Additionally, we found that the robot with drag flaps and extra mass (robot  +  m  +  d) landed on its ventral part 75% of the time (n = 20) (7G, Inset). Thus, aerodynamics torque and an extra mass are effective to reduce rotation and facilitate a controllable landing in small robots, which enables them to jump repeatedly without an extra righting strategy.

Adhesive Landing on the Water Surface.

We have discussed so far how the springtails harness their morphology, especially the collophore, to influence their takeoff from the air–water interface and orientation midair. Next, we demonstrate that this hydrophilic structure also plays a role in damping their landing, back on the surface of water. We observe that individuals approach the water surface with their ventral part directed downward, which subsequently attaches to the water surface with the collophore. This action effectively absorbs the momentum during the impact (Fig. 8) by producing capillary waves (Movie S2). In contrast, individuals landing on their backs or laterally bounced uncontrollably on the water, until they managed to correct their position on the water surface using their legs. To confirm the role played by the capillary adhesion of the collophore (through droplet), we removed the water from the collophore from a few individuals and allowed them to land on a dry solid substrate. Despite landing ventrally on the dry collophore, they bounced several times due to inability of the collophore to stabilize their landing (SI Appendix, Fig. S5). Individuals landing on their backs on the water surface took ~10 times longer to correct their position and adhere at the interface with the collophore, than those that landed ventrally in the first place (44 ms vs. ~4 ms, respectively).

Fig. 8.

Fig. 8.

Springtails’ adhesive landing on the air–water interface. (A) Before impact, springtails arch their body, further extending their collophore as they make contact with the water surface. During impact, the collophore is the main structure that interacts with the interface. (B) The orientation of the springtail’s body is key to the success of its landing. Landing is controlled when the collophore is positioned to adhere to the water surface as quickly as possible. Capillary waves are observed postimpact as the organism oscillates to equilibrium. Alternatively, if the springtail lands in other configurations (side or back), we observe that the springtail rebounds uncontrollably. (C) The evolution of hydrodynamic forces over time. Note that collophore adhesion slows the rebound after the springtail reaches maximum depth and starts moving upwards. (D) We develop a simplified mathematical model to study the effect of collophore adhesion on the landing dynamics of springtails. Hydrodynamic forces generated consist of weight, drag, surface tension, and collophore adhesion. Experimental and theoretical results of the normalized displacement z¯=(z(t)−zt→∞)/Ds show that collophore adhesion is important to arrest the landing dynamics of the springtail quickly. Without collophore force, the springtail would fly off the surface of the water.

Landing Model.

How do springtails land on the water surface and minimize unwanted bouncing and uncontrolled tumbling? We analyze the landing dynamics of springtails and compare them to a reduced-order hydrodynamic model. Springtails land at the water surface with an impact speed of ui=0.54±0.12 m/s (n = 9), reaching a maximum depth of zmax~0.2 mm (or ~60% the body width Ds) under the water surface for a duration of ~3 to 5 ms. As discussed previously, the outcome of landing depends highly on the morphology of the springtails right before impact. When springtails land on their ventral side (denoted by “collophore landing”), their exposed collophore, due to their arched U-shaped morphology is the first to interact with the water surface (Fig. 8A). In this case, springtails quickly stabilize on the water surface and remain anchored (Fig. 8B). In contrast, when springtails land on their peripheral or dorsal side, they bounce off the surface of the water. We mathematically model the collophore’s dynamics at the water-air interface (see Materials andMethods). The collophore geometry is approximated as a cylinder with a hemispherical end having a radius Rc (diameter Dc) (Fig. 8D). We consider the motion to be mainly in the one-dimensional vertical dimension where z(t) denotes the displacement of the collophore’s hemispherical center with respect to the undisturbed water surface. During impact, hydrodynamic forces are induced by form drag, buoyancy, added mass, surface tension, and dissipation through capillary waves (31–33). We measure the normalized displacement z¯=(z(t)−zt→∞)/Ds, where zt→∞ is the final equilibrium position of the springtail. Given the kinematics and physical parameters of the springtails prior to impact, we find that the interplay between capillary and inertial forces determines the dynamics of landing, while buoyancy and viscous forces are negligible (see Methods andMaterials and SI Appendix, Table S1). We assume that inertial forces are converted into surface deformation and dissipate in the form of capillary waves (~γDcz˙/(glc)12). Similar assumptions were used in a previous study on water striders’ landing (33). To assess the effect of the hydrophilic collophore on the dynamics of springtail landing, we include a capillary adhesion force Fc=πDcγH(z˙), where H(z˙) is the Heaviside function that acts to retard the movement of the springtail only when it is moving upward (i.e., when z˙ is positive). The simulations (parameters in SI Appendix, Table S2) show that the springtail would bounce upwards without that additional force, which qualitatively matches the experimental data. However, the model overestimates the bouncing velocity and trajectory of the springtail, which may be attributed to their geometry during impact, as well as to other kinematic parameters such as movement in the x direction and the rotation of the body. Alternatively, adding the capillary adhesion force Fc rapidly halts the movement of the springtail, forcing it to reach its equilibrium position in ~6 ms. It is worth noting that the maximum capillary force calculated by the model is 28 µN, which is very close to the maximal values calculated in the rotating disk experiments (~20 µN). Notice that for an average mass of 0.13 mg was used for the latter, but larger individuals may double that mass. We plot the time series of the forces during impact (Fig. 8C). As expected, surface tension force FST is dominant, which shows an increase up to a maximum of 38 µN as the springtail deforms the water surface. In parallel, the capillary drag Fd,c decreases from a maximum of 36 µN to zero when the system changes direction and starts vibrating back. Note that the maximum value of the surface tension force per unit length (wetted collophore perimeter) is ~100 mN/m less than the theoretical force per unit length required to break the surface of water (~144 mN/m) (34).

Discussion

Springtails can perform explosive jumps at the slightest provocation, followed by fast body rotation in midair, at rates similar to the wing-flapping frequency of insects, all of this in the blink of an eye. Due to the extremity of this escaping behavior, previous researchers have portrayed springtails as unable to control their jumping directionality and aerial rotation, as well as their landing orientation and impact against a surface (2, 9, 12). Here, using experiments and theoretical approaches, we show that contrary to previous belief semiaquatic springtails, I. retardatus, can indeed achieve higher levels of locomotion control and maneuvering at all jumping stages, by tuning their impulsive stroke and by modifying their body posture, before and in midair. Aerial righting is induced by this U-shaped posture via aerodynamic torque. However, more importantly, springtails take advantage of the physical properties of their ventral tube, which confers stable equilibrium and firm adhesion on the water surface, fundamental features for a directed takeoff and favorable landing.

Takeoff Control.

Regarding takeoff, our results indicate that springtails can control the launching angle by tilting their body with respect to the water surface. Accordingly, vertical or horizontal jumps occur if the tip of the abdomen is maintained closer to or farther from the water surface, respectively. Consequently, the furcula can hit the surface directly or at an angle, producing a more vertical or horizontal impulse. Meanwhile, jumping speed was inversely related with the duration of the furcula stroke, which indicates that the momentum imparted on the water is a function of the stroke rate. On average, horizontal jumps (HDM) were 20% slower in speed and 30% lower rotation than those of vertical jumps (VAM).

We observed that in some cases springtails skip on the water surface with their collophore remaining anchored. Despite this apparent low performance, individuals moving horizontally were able to travel at speeds of 28 cm/s (~280 bodies per s) (Fig. 3), which is similar to the speeds of newborn water striders (body size ~1.3 mm) rowing on the water surface (30). This is intriguing, because sprigtails’ motion depends only on the impulse produced by the forked furcula against the water surface, while for water striders it depends on the reaction force produced by their two elongated middle legs. In the former, during explosive strokes, the momentum transfer seems to be mediated primarily by capillary waves while in the latter by the production of vortical wakes (35). In contrast, during horizontal jumps, springtails seem to rely, as water striders do, on the production of vortices shed in the water (Fig. 3). Future investigation on the hydrodynamics of springtails’ jumping is required in order to understand the full details of their momentum transfer. Our results on takeoff control also agree with field studies of springtails during their massive migration over the snow. For example, Hypogastrura socialis springtails have been reported to perform oriented jumps and travel up to 300 m/d (15), which is astonishingly similar to the distance per day covered by the spotted-wing drosophila during dispersal (see ref. 36) or to the total distance covered in bodies by some migrating ungulates during a whole year (37). How springtails travel at rates similar to those of some animal fliers deserves further investigation. Alternatively, we can use mathematical and robophysical models to understand springtails’ jumping behavior. We discover that through changing postures and utilizing their mechanical designs, springtails can obtain control during their takeoff, midair adjustment, and landing. This control is not trivial considering their flight speeds, which are on the order of 1,000 body lengths per second. It is curious whether other small arthropods can also leverage their physical interactions to control their locomotion.

Collophore’s Role.

The ventral tube is a unique adaptation for collembolans. It is used for adhesion, cleaning, drinking, and nutrient absorption (6). Furthermore, clover springtails use it as a lever for standing up from an inverted position given that they have a complex and elongated collophore (38). It has been suggested that the ventral tube may be employed in controlling the direction and trajectory during leaping (16). In agreement, we found that the collophore enables both a controllable takeoff and landing. During takeoff the collophore, which is anchored to the surface, serves as a stand, making easy pitching or yawing of the body, facilitating a directed and controlled launching. Also, because of this firm adhesion, the collophore enhances the downward transference of the momentum imparted by the furcula. Finally, it can impede its physical detachment from the water if the impulse force is redirected horizontally. In terms of stability, the water collected by the collophore effectively lowers the center of gravity, which confers stability and thus facilitates a ventral landing, as well as a correct standing orientation. Previous experiments indicate that adding extra weights in cockroaches’ legs increases the chances of self-righting (39). This agrees with the results of our experiments of physical models in free fall, as well as with our jumping robot. U-shaped strips with a droplet in the vertex seem to right themselves quicker and with lower angular variation than when they have no droplet. During landing impact, the collophore reattaching to the surface impedes bouncing. Finally, the collophore also produces drag on the water surface, reducing springtails’ horizontal speed. We observed that individuals during impact produce capillary waves that seem effective to dissipate their vertical momentum. In contrast, those landing on their backs over the water surface, or even those impacting on its dry collophore on a solid surface, present a dramatic rebound. This bouncing produces a longer posture recover from an unfavorable landing than those approaching ventrally. We estimated that the adhesion force produced by the collophore is ~7±4 µN (maximum ~20 µN), which suggests that water’s capillary forces are used for attachment in springtails.

Aerial Righting.

We discovered that springtails, which have no wings, can perform a rapid and effective midair maneuver to reduce rotation and gain a favorable orientation. This is clear evidence that noninsect hexapods can perform aerial righting. Surprisingly, springtails can recover from an upside-down posture in less than ~20 ms, which is the fastest aerial righting of any studied wingless animal as far as we know. Free-fall geckos, for example, can right themselves in ~100 ms (21). However, these vertebrates use inertial forces generated by their long tails to rotate in midair. Meanwhile, wingless insects such as juvenile stick insects (23) and aphids (22) correct their position from an upside-down fall in ~300 ms and ~200 ms, respectively. In these cases, insects use their elongated legs to produce an aerodynamic torque and thus self-righting (22, 23). Plant seeds, such as samaras (18) and dandelion seeds (17), or even badminton shuttlecocks (40), can passively right themselves by producing an aerodynamic torque, similar to insects. In comparison, we found that springtails adopt a U-shape posture to induce an aerodynamic drag. At the same time they lower their center of gravity using the water collected by the collophore during takeoff, which enhances a stable equilibrium. Moreover, collembolans seem to use their legs, keeping them spread in midair to induce yaw stability. Springtails have elongated antennae that can potentially play some aerodynamic role during righting; however, since many individuals orient them behind their backs after jumping, their effect on righting seems small. On the contrary, other individuals orient the antennae to prolong the body curvature, which can contribute to induce an increased aerodynamic torque. One relevant finding is that springtails can reduce and stop effectively body rotations in midair by deforming their bodies. Badminton shuttlecocks, that right themselves using aerodynamic forces do so by rapidly damping spinning (40), which may be a mechanism similar to that used by springtails. Moreover, we observed that individuals placed in the vertical wind tunnel can perform other complex maneuvers in midair. For example, they can brace their legs tight against their bodies and form a ball shape, resembling pillbugs. This produces a rapid vertical descending (Movie S3), which may be effective to force landing after being drafted by strong winds. Such extraordinary maneuvering skills exhibited by springtails, ants (25), bristletails (24), and spiders (26) require more research attention, especially because it can help us understand the origin of flight in insects. Also, notice that the present results may not directly apply to other groups of terrestrial Collembolans, which deserve further research.

Springtail-Inspired Aerial Righting Robot.

Several jumping robot designs have been developed based on small wingless jumping animals. For example, a flea-inspired robot (2-cm length, 1-g mass) that uses a catapult mechanism similar to Siphonapterans can jump vertically ~30 times its body size at speeds of 5 m/s; however, this robot does not have the capability to control its orientation during landing (41). In contrast, our springtail-inspired jumping robot, which is 10 times lighter, can achieve performance similar to that of the aforementioned one (Fig. 7), but it can right itself using a simple aerodynamic torque, similar to that observed in springtails. A recent robot design based on springtails and midges has the ability to right itself in midair (14). However, this robot is an order of magnitude larger and four orders heavier than ours. Furthermore, the landing control of the latter robot is based on lowering the center of gravity relative to its centroid, which confers self-righting by inertia. In contrast, we find that an aerodynamic torque (drag flaps and extra body mass) is an effective mechanism to reduce rotation and gain a ventral position for our small and lighter robots. Future robot designs will be directed to control the timing of deployment of the drag enhancers, as springtails do, to reduce the penalties in maximal height as well as jump from, and land on, the water surface for the subsequent jumps.

Landing on Water.

We found that springtails land 85% of the time on their ventral side. This landing effectiveness is not different from that of other animals. For example, a recent study in geckos reported that they can right themselves and land successfully on a tree trunk 87% of the time (42). Meanwhile, free-fall aphids can land on their feet from 60 to 95% of the time depending on the dropping height (22). Kinetic energy during the impact is the major concern in animals, because it can cause serious physical damage, or depending on the time of posture recovery, can increase predation risk. Geckos impacting head-first on a vertical trunk roll their bodies counterclockwise and use their long tail and back feet to anchor, which safely and effectively absorbs their kinetic energy (42). In general, insects use their legs to dampen the momentum during impact. In contrast, springtails are unique in this respect because they use their ventral tube to absorb the impact forces on the water or other solid substrates. Moreover, because the collophore attaches firmly to the surface, it impedes bouncing in the air. Springtails landing on their backs or sides take 10 times more time to stop bouncing and stand on their feet than those landing on their collophore (Fig. 8 and Movie S2). This rapid and effective ventral landing is essential for springtails that live on the air–water interface given the high predation pressure they face, especially by underwater, semiaquatic, and terrestrial predators.

Concluding Remarks.

In conclusion, we found that semiaquatic springtails exert an effective locomotive control at every stage of their jumping. During takeoff they adjust their launching direction and speed by tilting their body and by tuning the duration of the impulsive stroke, respectively, while anchoring to the water using the ventral tube. In midair, they decrease body rotation and gain a favorable body orientation during landing by simply curving their bodies, which induces an aerodynamic torque, as well as by lowering their center of gravity using water collected by the collophore. Finally, during impact they produce a capillary wave and anchor to the surface via the collophore, which impedes bouncing. By combining biological experiments, mathematical modeling, and robotic analogs, our results portray springtails, as they should have been in the first place, as highly maneuverable and skillful jumpers, with extraordinary aerodynamic control capabilities. Our work highlights why they are the most abundant and diverse group of living hexapods, just after insects.

Materials and Methods

Individuals of I. retardatus (Fig. 1) were collected at the edge of a large pond close to the Fifth Third Bank Stadium at Kennesaw State University, Kennesaw, GA. We rubbed a plastic cup against dead leaves lying over the water to capture springtails. Then, collected individuals were placed on a large container with some wet leaves to avoid desiccation. Springtails were finally transported to the M.S.B. laboratory at Georgia Institute of Technology for experimentation. Regarding springtails’ identification, preserved specimens were mounted on object slides and studied using an optical microscope (Nikon Eclipse Ti2-U inverted research microscope). Mounting medium used was distilled water. Photographs of diagnostic features were made using a microscope camera (Hamamatsu Flash 4 V3 Camera) and sent to Frans Janssens (Department of Biology, University of Antwerp, Antwerp, Belgium) for identification. Systematics and nomenclature of the taxon can be found online (http://www.collembola.org). Springtails specimens were deposited at the Georgia Museum of Natural History, University of Georgia.

Takeoff Directional Control: Kinematics.

In order to understand the leaping kinematics of springtails during the impulsive stroke and takeoff we filmed 27 individuals sideways at 10,000 frames per s using either Cannon MP-E65mm f/2.8 1–5× macro or 10× microscopic lenses mounted on a Canon EF 200mm f/2.8L II USM. We digitized the tip of the head and the abdomen, the body centroid, and two points along the water level. We calculated instantaneous speed ui and body angular speed ωi using the body centroid and body angle, respectively. For calculating the latter, we used a mean square error quintic spline function (43).

Using these digitized points, we also calculated body size lb, takeoff angle θ, and height of the tip of the abdomen with respect to the water surface Habdomen. Stroke duration of the furcula tfurcul was calculated from each sequence as the total frames, from the initial to end of the stroke multiplied by the frame rate. Average stroke angular speed of the furcula ωfurcula was calculated by dividing the change in angle by the furcula stroke duration. Reynolds number (Re=lthickut/v) during jumping was calculated using the springtail’s body thickness (lthick~0.3 mm), jumping speed (ut~0.7 m/s) and the kinematic viscosity of air (v~1.5×10−5 m2/s). Definitions of the variables extracted can be found in Fig. 3. Dimensions and velocities are normalized by the body length. Angles are in radians.

Takeoff Model.

We constructed a dynamic model for springtail takeoff. The model obeyed planar rigid-body mechanics, i.e., Newton’s second law in the translational and rotational direction. Springtails were abstracted into three rigid parts: its body, collophore, and furcula (Fig. 3C). The proportions of the body parts were obtained from images of the insect. The mass was assumed to be distributed evenly throughout the body portion (0.1 mg), and we used the moment of inertia 0.011 g  ·  mm2, which was obtained through a three-dimensional scan of the springtail. We prescribed the deformation of the body: the furcula opened at a constant angular velocity. The trajectory is determined by the physical forces imposed on the insect, including furcula propulsion, collophore adhesion, and gravity.

Furcula force was modeled as the pressure force of a plate moving in the fluid. Due to the high speed of the furcula movement (~1 m/s), fluid inertia dominated over viscous effects. We thus assumed the pressure to be 12ρUfurcula2, where ρ is water density and Ufurcula is the normal velocity of furcula moving in the water. Collophore adhesion was modeled based on lubrication theory. The force is equal to kcUcollophore, where Ucollophore is the speed of collophore leaving the water and kc is the prefactor that governs the strength of the adhesion. kc is affected by the thickness of the water film, which we could not accurately measure. We left kc as a free parameter which we vary in Fig. 3 E–G.

We integrated the model using explicit finite different scheme. The simulations were implemented in MATLAB with time steps 0.01-ms long. We varied three parameters: body orientation θ, furcula opening velocity ωfurcula, and the collophore coefficient kc. In Fig. 3 E–G, to reveal the effect of ωfurcula and θ, we fixed the other variable (θ and ωfurcula, respectively) to the median value of the studied range. Linear regression analysis was performed between kinematic variables.

Collophore’s Wetting and Adhesion.

Water collected by the collophore during takeoff was estimated from five filmed individuals. We assumed that the collophore was a cylinder with a diameter of 0.12 ± 0.03 mm and a length of 0.22 ± 0.06 mm. From video sequences we measured the diameter of the water droplet at the tip of the collophore, which was 0.13 ± 0.03 mm. Total mass of water was estimated using the water density multiplied by the sum of the volume of the cylinder (collophore) and the volume of the droplet.

Adhesion force produced by the collophore on a smooth surface was calculated from their maximal transversal acceleration just before alive springtails (n = 23) were ejected from the surface of a rotating Petri dish (100 mm) (SI Appendix, Fig. S3). A 1.5- to 3-V 24,000 rpm direct current electrical motor connected to a power supply was used to gradually increase the disk’s rotational speed. Individuals were filmed at 1,000 frames per s from above. Trajectories of body centroids were digitized and used to calculate speed and acceleration, as it was previously mentioned. The springtail’s body mass was estimated as 0.13 mg from weighing 18 individuals at once using an analytical balance. Thus, average adhesion force was calculated from the product of the body mass and the average of the transversal acceleration just before springtails detached from the disk.

Trajectories and Landing Success.

Kinematics of jumping trajectories and body posture during landing were analyzed as follows. We filmed 20 random individuals, from taking off to landing, using a FASTCAM SA4 (Photron, Inc.) at 10,000 frames per s. Springtails were placed in a plastic container (10×4×10 cm) partially filled with distilled water. The tip of the head and the abdomen as well as the body centroid were marked using the DLTdv8 program for MATLAB (44). The resulted XY coordinates of these digitized points were used to calculate the body angle and centroid position over time. Instantaneous speed of the centroid (ui) was calculated as described before. We quantified the number of individuals impacting the water surface on their ventral side at angles <90°. Takeoff angle, rotational frequency, maximal height, and horizontal distance traveled per individual were calculated.

Self-Righting in Vertical Wind Tunnel.

A vertical wind tunnel was used to investigate the aerial righting abilities and maneuvering of springtails (Fig. 5A). Flow in the tunnel was generated by two computer fans connected to a speed controller. The tunnel had a contraction ratio of ~2×. A honeycomb was placed on the contracted side of the tunnel to smooth the airflow. A clear plastic tube with a fine mesh on the bottom was fastened to a plastic funnel and placed on the top of the tunnel. Alive and dead springtails were introduced into the clear tube while the fans were off. Subsequently, we turned the fans on and maintained flow speed at around 1 m/s. We filmed sideways the aerial responses of the alive and dead springtails in the vertical flow at 10,000 frames per s. The tip of the head and abdomen, as well as the abdomen’s middle point on the ventral side were marked. The duration of posture recovery during self-righting from an upside-down posture was measured for 10 individuals. PIV was used to resolve the velocity field of the flow produced by the wind tunnel. Lycopodium particles were used to seed the flow. A pointer laser (532 nm, 5 mW) was used to produce a two-dimensional vertical laser screen (~2-mm thickness). Velocity fields were calculated using PIVlab (45).

Free Fall of Physical Models.

In order to understand the role of the change in body posture and the droplet collected by the collophore during self-righting we made a free-fall experiment using one U-shaped and one flat plastic plate (10.0×0.5 mm). Additionally, we placed a water droplet (~1-mm diameter) on the vertex of the U-shaped plate to mimic the water collected by the collophore. Thus, the U-shaped (with and without a droplet on its vertex) and the flat plate were released from a height of ~9 cm using tweezers. The orientation of the U-shaped plate during release was approximately upside-down (i.e., its vertex was pointing up), while the flat plate was oriented parallel to the surface. We filmed at 500 frames per s each trial and marked the tips and vertex of the plate. To avoid airflow disturbances, experiments were carried out inside a plastic container (8×4×11 cm). We calculated the orientation angle over time. Average speed of plates in free fall was ~0.65 m/s. Reynolds number was calculated based on the plate thickness.

Bio-Inspired Robot.

We designed a small-scale jumping robot with a length and mass of ~2 cm and 86 mg, respectively. A smart composite microstructure (SCM) fabrication process was used (46). The SCM allows flexure hinge-based folding mechanism without a complex mechanism and assembly. This fabrication process involves laminating two-dimensional planar sheets of multimaterials and then folding stacked layers into a three-dimensional structure to embody a desired shape. The robot comprises two parts as shown in Fig. 7A. Region 1 is a flexure hinge-based composite structure for the rotation of the legs, and region 2 is a single glass-fiber composite layer (FR-4) for energy storage. For aerial righting, we attached a drag flap (polyimide film) to each end of the robot. Also, we added an extra mass in the ventral side that corresponded to 14% of the body mass (~12 mg). Both flaps and the extra mass were used to reduce rotational speed and land on the ventral side of the robot via an aerodynamic torque resembling that produced by springtails while deforming the body in midair (Fig. 7).

A torque reversal catapult mechanism is used for generating an explosive launching of the robot (34, 47). The jumping mechanism involves four temporal phases driven by energy storage of the elastic beam based on heating of SMA coil actuator as shown in Fig. 7. In Phase I, the body and moving linkage are in contact at an angle (α), and the robot is in a locked configuration. During Phase II, the contraction of the SMA actuator by heating induces the deformation of the beam, and elastic energy is stored in the structure through deformation. In Phase III, the actuator is continuously heated until the robot reaches the overcentering configuration (i.e., the moving linkage and SMA coil actuator are in a straight line). From Phase I to Phase 3, the SMA actuator and elastic beam involve the deformation until potential energy is at a maximum. In Phase IV, the stored potential energy is converted into kinetic energy of the moving linkage, and the legs attached to the moving linkage rotate at high speed and push the ground away. Fig. 7 shows the high-speed image of the four phases.

We tested five jumps of the robot without any modifications (robot), with the extra mass (robot + m), with the drag flaps (robot + d) and finally with both additions (robot + m + d). Ventral landing success was quantified from 20 jumping trials from a robot with added mass and drag flaps. A Kruskal–Wallis rank sum test was used to test for differences among treatments regarding angular speed, maximal height and number of turns. Post hoc Tukey tests were used for pairwise multiple comparisons. All data analyses were performed in R (48).

Impact on the Water Surface.

To understand how fast springtails recover after landing on the water surface, we filmed 10 individuals at 10,000 frames per s landing ventrally while attaching on the water surface using their collophore. As a control, we filmed three individuals landing on their backs and bouncing. Additionally, we filmed a pair of springtails landing ventrally on a solid surface (Plexiglas), but without enough water for the collophore to attach to the surface. For the latter, springtails were kept on a dry plastic container for ~7 min without any water available. Using those sequences, we digitized the body centroid and calculated the trajectory, as well as the speed over time. We calculated how long it took from the impact to when the vertical bouncing over the water or solid surface ceased.

Impact on the Water Surface: Theoretical Model.

To analyze the controlled landing of springtails, we developed a reduced-order mathematical model inspired by Aristoff et al. (32), Vella and Li (31), and recently by Zhao et al. (33). We observed that springtails adjust their body posture prior to landing into a U-shape to land mainly on their collophore (Movie S2). The collophore geometry was assumed to be a cylinder with a hemisphere at its end Rc (diameter Dc) (see Fig. 8D). We ignored any geometrical effects that may arise due to the arched posture of the springtails as it remains constant during landing. We also assumed that the motion is primarily in one dimension in the vertical direction. This approximation is valid since the angle between the velocity vector of the free-falling springtail right before impact, and the horizontal free surface of the water is 84.64°±3.78 (N=9).

We applied Newton’s second law to estimate the motion of the cylinder over time. Upon impact with the surface of water (ρ  =  1000 kg/m3, μ  =  1 mPa · s, γ  =  72 mN/m), a sphere of diameter Dc generates hydrodynamic forces that include form drag Fd,f∝−ρD2z˙2 within the water phase, surface tension Fs∝γ(S/lc) (where S is the perimeter of the collophore), and buoyancy force Fb∝ρgz(Dc)2, added mass (inertia) Fi∝ρg(Dc)3 where g is the gravitational constant and z is the distance between the center of gravity of the cylinder and the undisturbed surface of water, and maximum depth zmax is 0.2 ±0.07mm (see Fig. 8). In addition, Zhao et al. (33) showed that energy dissipation due to capillary waves scales as Fd,c∝(γDc/c)z˙ where c~(glc)12 is the speed of the capillary wave and lc is the capillary length (~2.7 mm for water).

We write the following equation of motion:

msz¨(t)=−msg+Fb+Fd,c+Fd,f+FST+Fi−Fcollophore

where Fb=(1/4)ρgπDc2(Dc/3−z), Fd,c=a1(γDc/c)z˙H(−z˙), Fd,f=−(1/8)CdρπD2z˙2, FST=a2γ(πDc/lc)z and Fi=(1/12)πDc3ρf. A list of all parameters is summarized in SI Appendix, Table S1. The function H(z˙) is the heaviside function since we are assuming that energy is mainly dissipated due to capillary waves as the system is traveling downward, i.e., when the system is below the undisturbed water–air interface. We note that a1=−1.25 and a2=6 are prefactors that were found to best match the experimental data.

We estimated the relative contribution of these hydrodynamic forces on the impact dynamics through dimensional analysis. Assuming that the springtails do not penetrate the surface of water, we find that given their size (L~1.5×10−3,Ds~0.5×10−3,Dc~0.125×10−3) and impact velocity (u~0.5−1 m/s), surface tension force is dominant as summarized by SI Appendix, Table S2. This can also be shown by taking the force ratios which scale as Fb/FST~10−3, Fd,f/FST~10−1 Fi/FST~10−3.

The equation of motion is solved numerically using the fourth order Runga–Kutta solver (ode45) in MATLAB.

To simplify the equations (mainly the buoyancy and form drag equations), the system starts at t = 0 when the hemisphere is submerged in water (zo  =  0) with a downward velocity equal to the impact velocity of u = 0.7 m/s. To assess the role of collophore adhesion, we solve these equations of motion with and without the added capillary adhesive force of the collophore Fc. In this case, Fc=πDcγH(z˙) where Dc is the collophore diameter and H(z˙) is the Heaviside function since capillary adhesion is activated only when the body is traveling upward.

Supplementary Material

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pnas.2211283119.sapp.pdf (818.3KB, pdf)
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Acknowledgments

We thank Sunghwan (Sunny) Jung and Sarahi Arriaga-Ramirez for comments and suggestions, Frans Janssens for springtail species identification, Edward R. Hoebeke for allocating voucher specimens of springtails at the Georgia Museum of Natural History, and members of the Bhamla laboratory for feedback and useful discussions. M.S.B. acknowledges funding support from NIH grant R35GM142588, NSF grants CAREER 1941933 and 1817334, and gift funding from the Open Philanthropy Project. J.-S.K. acknowledges support from the Ajou University research fund and Basic Science Research Program through the National Research Foundation of Korea (NRF-2021R1C1C1011872).

Footnotes

The authors declare no competing interest.

This article is a PNAS Direct Submission.

This article contains supporting information online at https://www.pnas.org/lookup/suppl/doi:10.1073/pnas.2120393119/-/DCSupplemental.

Data, Materials, and Software Availability

All study data are included in the article and/or supporting information.

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Associated Data

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Supplementary Materials

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Supplementary File
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Data Availability Statement

All study data are included in the article and/or supporting information.


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