Abstract
Purpose
With the growing popularity of badminton worldwide, the incidence of badminton-related ocular injuries is expected to rise. The high velocity of shuttlecocks renders ocular traumas particularly devastating, especially with the possibility of permanent vision loss. This study investigated the mechanism behind ocular complications through simulation analyses of mechanical stresses and pressures upon shuttlecock impact.
Design
Computational simulation study.
Participants
None.
Methods
A 3-dimensional human eye model was reconstructed based on the physiological and biomechanical properties of various ocular tissues. Finite element analysis simulations involved a frontal collision with a shuttlecock projectile at 128.7 km/hour (80 mph). Intraocular pressure (IOP) changes and tissue stress were mapped and quantified in the following ocular structures: the limbus, ciliary body, zonular fibers, ora serrata, retina, and optic nerve head.
Main Outcome Measures
Intraocular pressure and tissue stress.
Results
Upon shuttlecock impact, compressive force was transferred to the anterior pole of the cornea, propagating posteriorly to the optic nerve head. Deflection of forces anteriorly contributed to refractory oscillations of compressive and tensile stress of ocular tissue. Initial impact led to a momentary (<1 ms) spike in IOP 5.66 MPa (42.5 × 103 mmHg) that radially distributed for a very brief instance (<1 ms) of pressure at the trabecular meshwork of the iridocorneal angle of 1.25 MPa (9.4 × 103 mmHg). The lens had a maximal posterior displacement of 1.5 mm with peak zonular fiber tensile strain of 52%. The limbus, ciliary body, and ora serrata had a peak tensile stress of 5.16 MPa, 1.90 MPa, and 0.62 MPa, respectively. Compressive force from the sclera concentrated at the optic nerve head for a peak stress of 5.97 MPa while peak pressure from vitreous humor was 7.99 MPa.
Conclusions
Shuttlecock impact led to a very brief, substantial rise in pressure and stress significant for tissue damage and subsequent complications, such as secondary glaucoma, angle recession, lens subluxation, hyphema, or retinal dialysis. Our findings offer valuable mechanistic insights into how ocular structures are affected by shuttlecock projectile impact to inform clinical assessments and treatment strategies, while highlighting the importance of protective eyewear in racket sports.
Financial Disclosures
Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
Keywords: Sports-related injury, Ocular trauma, Glaucoma, Lens dislocation, Retinal injury
Badminton is among the most popular racquet sports played with a projected 339 million active players worldwide.1 With an increasing number of players each year, the incidence of badminton-related injuries is expected to rise, with injuries to the eye being among the most devastating. Shuttlecocks are the primary cause of badminton ocular injuries, with the majority of patients presenting with complaints of visual impairment during their initial hospital visit.2, 3, 4, 5, 6 Approximately half of badminton-related eye injuries have resulted in permanent vision loss, with up to a quarter with a reported final visual acuity of <6/60.3,5,7
Blunt ocular trauma caused by shuttlecock impact poses significant risks due to its high velocity and abrupt changes in direction and speed. Higher levels of competition are associated with greater risk due to faster shuttlecock velocities.8 Shuttlecock speeds typically average 168 to 217 km/h, transferring about 6 to 9 J of force to the eye.9,10 Peak initial velocity has been recorded at 493 km/hour.11 Furthermore, the head of the shuttlecock (25 mm in diameter) is similar in size to the eye (24 mm in diameter); therefore, the projectile force would be transferred directly to the eye without the support of the orbit to cushion the impact.12 Additionally, the lack of protective eyewear among recreational and professional players further increases the risk of ocular injury during badminton play.8,13
The region most prone to injury from badminton was found to be zone II of the eye, specifically the limbus and deeper structures, such as the ciliary body and muscles, trabecular meshwork, zonular fibers, and ora serrata.14 Though closed globe injuries account for almost all shuttlecock eye injuries, a few open globe injuries have also been reported.2,3,14 Ocular complications from badminton-related injuries include: hyphema, traumatic mydriasis, traumatic angle recession, anterior uveitis, secondary glaucoma, optic nerve avulsion, lens subluxation, traumatic cataracts, cyclodialysis, iridodialysis, vitreous hemorrhage, commotio retinae, retinal dialysis or detachment, and retinal hole.3,4,10,14, 15, 16, 17, 18 These injuries can have serious and long-term consequences for the affected individual, including vision impairment and blindness.
To understand how shuttlecock impact can cause these ocular complications, investigating the mechanistic intricacies underlying the distribution of forces upon impact to the anterior and posterior segment of the eye becomes crucial. This understanding can shed light on why specific ocular structures are more vulnerable to damage, thereby guiding clinical assessments and treatment strategies after blunt ocular trauma. By delineating the precise biomechanical pathways involved, clinicians can better anticipate potential damage to ocular structures and tailor their assessments to evaluate the integrity and function of these structures more effectively. Additionally, such insights can aid in the development of targeted preventive measures aimed at mitigating the risk of ocular injury during badminton play, including the promotion of protective eyewear and the implementation of training programs to enhance player awareness and safety protocols. Ultimately, this interdisciplinary approach bridges biomechanics with clinical practice, fostering advancements in ocular health and injury prevention within the realm of sports medicine.
Given the challenges of quantitatively investigating in vivo shuttlecock-induced ocular injuries in human subjects, our study explores the dispersion of mechanical forces through the eye imparted by shuttlecock impact using finite element analysis (FEA) simulations. Finite element analysis simulations use a human eye model composed of block-like elements assigned with appropriate physiologic mechanical properties.19 Finite element analysis has been used for mechanistic studies of other ocular traumatic injuries, such as abusive head trauma, soccer ball impact, basketball impact, intrapartum fetal head compression, and blast wave from explosives.19, 20, 21, 22, 23, 24, 25 In our study, projectile impact from a shuttlecock is applied to simulate the consequent outcome in the model eye. The simulation quantifies and maps the spatial and temporal distribution of biomechanical stress throughout the eye, as well as fluctuations in intraocular pressure (IOP), upon shuttlecock impact. Our study highlights ocular structures particularly at risk of significant damage after badminton-related injury.
Methods
Computational Simulation of Badminton Shuttlecock Impact
Finite element analysis was conducted on an eye model to simulate the biomechanical response to the impact of a badminton shuttlecock. A 3-dimensional model human eye was constructed based on our previous studies investigating soccer ball trauma, intrapartum fetal head compression, and abusive head trauma.19,21,24 The model human eye in our study was composed of the cornea, sclera, choroid, lens, ciliary body, zonular fibers, aqueous humor, vitreous, retina, and optic nerve (Fig 1). The model also included surrounding orbital fat and bone. The badminton shuttlecock was modeled as a rigid silo-shaped tip with a diameter of 25 mm. The shuttlecock velocity was set at 80 mph (129 km/hour) to emulate conditions between the reported average and terminal velocities.9,26 A frontal collision to the cornea at a direct zero-degree impact angle was considered for the simulation.
The physiologic biomechanical properties of each ocular tissue were obtained from literature.19,27, 28, 29, 30, 31, 32, 33, 34, 35 A summary of the tissue properties can be found in supplementary table 1 (available at www.ophthalmologyscience.org). To simulate the fluid-structure interaction between the aqueous and vitreous humors, we implemented coupled Eulerian–Lagrange elements. The orbit was fixated at the base of the intracanalicular region to mimic its stable positioning within the head, attributable to its integration with the rigid skull and supportive tissues. An initial pressure of 2.8 kPa (21 mmHg) was exerted toward the inner surface of the aqueous and vitreous cavities to model the physiological IOP values of a healthy eye. Contact interactions between the shuttlecock and the eye were established utilizing a frictionless penalty method. The simulation was performed in the FEA solver ABAQUS/Explicit 2023 (Dassault Systemes Simulia Corp), with a designated impact time of 3 ms, enough to capture the contact and rebounding of the shuttlecock in the eye. In total, 544 210 elements were employed to mesh both the eye and shuttlecock. Stress and stretch measurements were collected for the structures composing the posterior and anterior poles of the globe for their analysis.
Results
The simulation of shuttlecock impact demonstrated transmission of compressive force from the anterior pole at the cornea to the posterior pole at the optic nerve head (Fig 2). The force is deflected anteriorly, causing multiple interfering translational pressure waves through the eye. The stress heatmap shows immediate transmission of force from the shuttlecock to the anterior chamber within a fraction of a millisecond, followed by immediate dispersion of forces down to the optic nerve head (Fig 2). The complete simulated biomechanical deformation of the model eye as well as corresponding stress heatmap simulations are demonstrated in supplementary media S1 to S2 (available at www.ophthalmologyscience.org).
Notably, the shuttlecock continues to push on the cornea and compress the anterior chamber until making impact with the limbus and ciliary body, which provide the stopping force preventing the shuttlecock from advancing further. Upon neutralizing the force of impact through the opposing force exerted by the eye structure, equilibrium is achieved. Consequently, the shuttlecock rebounds due to the inherent elasticity of the globe. During this process, the limbus sustains an initial compressive stress of 2.08 MPa upon the cornea buckling (Fig 3). When the impact wave front passes through the limbus and the cornea reaches its maximal deformation point, the limbus experiences an elevated tensile stress of 5.03 MPa (Fig 3). Then, the stress decreases, showing a compressive response, as the shuttlecock decelerates and separates from the eye. Finally, the stress reaches another tensile peak of 0.5 MPa as the cornea is returning to its original shape due to its elasticity, from which it decays to 0. The corresponding simulations are demonstrated in supplementary media S3 (available at www.ophthalmologyscience.org).
Shuttlecock impact and resultant compressive force to the anterior chamber causes posterior lens displacement, with a maximal movement of 0.5 mm at the 0.2-ms juncture (Fig 4). Correspondingly, there is a maximal tensile stress to the zonular fibers of 7 MPa with this maximal displacement, as well as a maximal stretch of 52% of the original length of the zonular fiber, typically around 1 mm.36,37 After the initial lens displacement and zonular fiber stretching, the lens rebounds for a second posterior displacement event of nearly a similar degree, but with less tensile stress and strain on the zonular fibers due to anterior scleral deformations.
Compression of the aqueous humor by the shuttlecock impact induces a very brief (<1 ms) peak IOP in the anterior chamber of 5.7 MPa (42.7 × 103 mmHg) in front of the lens that distributes radially and compresses the ciliary body for a stress of nearly 0.5 MPa (Fig 5). The resulting posterior lens displacement also transfers the peak pressure to the vitreous humor. The stretching of the zonules/lens also contributes to the ciliary deformations. As the IOP in both the aqueous and vitreous humors distribute radially, the ciliary body is stretched with a peak tensile stress of nearly 2 MPa (Fig 5). The lens rebounds, displacing anteriorly and inducing an increase in IOP in the anterior chamber again. Meanwhile, the vitreal pressure continues its movement radially toward the ora serrata. Tensile stress within the ciliary body is alleviated as the direction of pressure waves from the aqueous and vitreous humor oppose each other. With scleral contraction and consequent deformations, the ciliary tensile stresses oscillate but also dissipate. Intraocular pressure eventually distributes posteriorly toward the optic nerve head. The corresponding simulations of ciliary body stress are shown in supplementary media S4 (available at www.ophthalmologyscience.org).
Stresses at the junction between the ciliary body and retina, namely the ora serrata, were also examined (Fig 6). Upon shuttlecock impact, resultant ocular deformations/distortions, such as corneal buckling, as well as radial distribution of pressure from aqueous humor, contribute to peak radial tensile stresses at the ora serrata of 0.62 MPa. Simultaneously, the retinal aspect of the ora serrata sustains a maximal compressive stress of 0.57 MPa due to limbal ocular deformations and IOP accumulation in the vitreous humor (Fig 6). Both also contribute to the slow decline in this compressive retinal stress. Pressure that had been transferred to the vitreous humor eventually distributes radially, reaching the ora serrata, contributing to a peak compressive stress at the ora serrata of 0.57 MPa. As IOP from the vitreous humor progresses posteriorly and with greater scleral deformation, tensile stress at the ora serrata reemerges at a lower intensity of around 0.36 MPa but is slower to dissipate.
As pressure in the vitreous humor distributes posteriorly and with scleral contraction, the retina endures compressive stresses. The retina at the peripheral equator experiences a compressive stress of up to 0.23 MPa, with pressure from the vitreous humor of up to 0.27 MPa (Fig 7A-B). At the posterior pole, the retina experiences a compressive stress of up to 0.54 MPa, with pressure from the vitreous humor of up to 0.40 MPa (Fig 7C-D). Pressure from the vitreous humor contributes most significantly to the compressive stress sustained by the retina, demonstrated by the reciprocity in the behavior of the curves of pressure and stress with similar amplitudes (Fig 7). The corresponding simulations of retinal stress at the peripheral equator and posterior pole are shown in supplementary media S5 and S6 (available at www.ophthalmologyscience.org).
Furthermore, given the stiffness of the sclera, the transmission of force to the optic nerve head was faster through the sclera than the vitreous. The transmission of compressive force through the sclera posteriorly eventually caused a compressive stress of 6 MPa at the periphery of the lamina cribrosa sclerae (Fig 8A-B). Meanwhile, the impact transmitted through the posterior chamber led to the maximal posterior displacement of the optic nerve head of 2.6 mm, around 10% the axial length of a human eye (Fig 8C-D).
Discussion
The complications after badminton-related ocular trauma reported by various studies with ≥10 subjects are: hyphema (12.7%–95.7%), traumatic angle recession (33.3%–73.9%), traumatic mydriasis (16.7%–54.1%), delayed secondary glaucoma (37.3%–42.4%), lens subluxation (17.4%–31.4%), traumatic uveitis (25.0%), corneal abrasion (13.0%–22.5%), commotio retinae (21.7%), iridodialysis (17.6%), vitreous hemorrhage (5.9%–17.4%), traumatic cataracts (4.9%–9.4%), retinal detachment or dialysis (2.4%–15.7%), cyclodialysis (5.9%–7.8%), and retinal hole (2.0%).3,4,10 Optic nerve avulsion or injury has also been reported.15 Most cases of shuttlecock eye trauma are closed-globe injuries.2,3,14 Corneal, limbal, or scleral tears, especially from blunt force trauma, are rare given their composition, possessing majority type I collagen, which has an estimated maximal tensile strength of 100 to 580 MPa.38,39
In our FEA simulations, forces were quickly transmitted through structures with high stiffness, such as the cornea and sclera. The aqueous and vitreous humors, which have low compressibility, also played a role in transmitting forces throughout the globe. Ocular structural deformations or distortions led to distribution of IOP differentially throughout the eye, which ultimately contributed to tensile or compressive stresses on various vulnerable ocular structures, such as the zonular fibers, ciliary body, ora serrata, retina, and optic nerve.
Compressive stresses at the limbus are clinically significant to the cornea due to potential damage to corneal stem cells at the limbus, leading to a longer recovery for corneal abrasions, which were present in around one-fifth of patients presenting to the clinic after badminton-related ocular injury.3,4,10 Furthermore, structures beneath the limbus, such as the trabecular meshwork and ciliary body, are also vulnerable to injury. Our simulations demonstrate the transfer of stresses to the ciliary body but not the trabecular meshwork, which will be included in future models when its material properties are better understood experimentally.
Zonular fibers, which are connected to the ciliary body, stabilize the lens and contribute to accommodation. In our simulations, the compressive pressure from the aqueous humor after shuttlecock impact led to a posterior displacement of the lens and zonules. Concurrently, trauma compresses the eye in the anterior-posterior direction, causing expansion equatorially, thereby further stretching the zonules. The ocular deformations and lens displacement led to zonular fiber tensile stress, peaking at 7 MPa, while stretching up to 52% of its original length of around 1 mm. Zonular fibers are composed of fibrillin, providing elasticity, allowing stretching of up to around 4 mm, depending on age.40,41 However, the maximal elastic strain upon which irreversible supra-structural zonular defects arise is at around >80% of its original length.42,43 Notably, physiological strain from lens accommodation is only at around 3% of its resting length.42 Given the speed of our shuttlecock being lower than the average speed mid-flight in a professional setting, the risk of lens subluxation can be substantial at higher levels of competition. It is also not uncommon for players to converge with a badminton smash. Furthermore, there could be an unrecognized subclinical defect in the zonules that may result in an inability to withstand even a 1-mm distention.
Stresses at the iridocorneal angle are particularly significant to many of the complications listed, including angle recession, hyphema, mydriasis, and cyclodialysis.3,4,10 These complications also contribute to angle recession glaucoma, which often occurs with blunt force trauma.44 Angle recession glaucoma may take years and decades to develop and is thought to be due to microtrauma sustained by the trabecular meshwork and distal intrascleral outflow channels causing a rise in outflow resistance over time. The initial compressive force to the anterior chamber from shuttlecock impact led to a brief (<1 ms) instance of pressure in front of the lens of 5.66 MPa (42.5 × 103 mmHg) that radially distributed toward the trabecular meshwork of the iridocorneal angle for a brief instance of pressure of 1.25 MPa (9.4 × 103 mmHg) (Fig 5). Therefore, at these pressures, though exceedingly brief, the high likelihood of traumatic angle recession is plausible.45 Considering the high likelihood of damage to the trabecular meshwork, gonioscopy is highly recommended during patient serial evaluations.45
Pressure and consequent stresses distributed to the ciliary body can lead to hyphema and traumatic mydriasis. Hyphema can also contribute to secondary glaucoma due to trabecular meshwork obstruction with cellular or microthrombi debris. The elastic stress or strain limits of the ciliary body has not yet been clearly experimentally determined; however, given its large composition of smooth muscle tissue, the elastic stress limits of other tissue with significant composition of smooth muscle, such as gastrointestinal, vascular, or respiratory tissue, can be referenced, with a limit ranging from 0.4 to 2.3 MPa.46, 47, 48 Our model shows a peak ciliary tensile stress of 2 MPa, which is around the elastic stress limit of smooth muscle tissue (Fig 5). Therefore, at higher shuttlecock velocity, the ciliary body can be subject to significant damage from tensile stress. Before the tensile stress due to IOP and ocular distortions, the ciliary body endures an initial compressive stress of 0.39 MPa (Fig 5). This compression can potentially contribute to cell death of various tissue types within the ciliary body, such as smooth muscle, neural, and epithelial tissue.49, 50, 51, 52 Our simulations, demonstrating this initial compression followed by the much larger stretching of tissue, elucidate the mechanism of injury to the ciliary body.
At the junction of the ciliary body and retina, the ora serrata also experiences an initial compression of 0.13 MPa followed by a tensile stress of up to 0.62 MPa (Fig 6). The retina has very soft material properties, given that neural tissue has a Young’s modulus of around 100 Pa to 10 kPa53,54 and a maximal stress limit of around 100 to 500 Pa.55,56 Therefore, the ora serrata, being composed of both ciliary and retinal components, can be at significant risk of tearing or damage. The retina at the ora serrata mostly experiences compressive stress (max 0.65 MPa) that is greater than that endured by the retina at the peripheral equator (max 0.23 MPa) or the posterior pole (max 0.54 MPa) (Fig 7). While the retina at the ora serrata is compressed, the ciliary body is undergoing tensile stress. The differential of compression at the retina and tension at the ciliary body can serve as the mechanistic basis of retinal dialysis and detachment at the ora serrata after blunt ocular trauma.57 Given the sensitivity of nervous tissue to compressive forces, the pressure on the retina can also contribute to neural or vascular cell death, contributing to commotio retinae, and increasing retinal tissue susceptibility to future dialysis or detachment.58,59
As the compressive forces transmit through the vitreous humor posteriorly, the optic nerve head is compressed up to 7.99 MPa, with a maximum posterior displacement of 2.6 mm (Fig 8). Furthermore, before the compression from the vitreous humor, compressive forces are transmitted even faster through the sclera leading to scleral wrinkling and constriction of the optic nerve head and lamina cribrosa, with a stress of up to nearly 6 MPa. Notably, the lamina cribrosa is a major site of axonal injury, causing retinal ganglion cell death in glaucoma.60,61 A case of optic nerve avulsion and injury from shuttlecock impact has previously been reported.15 Compressive forces leading to axonal injury and retinal cell death can help elucidate the dramatic reduction in visual acuity, even after partial recovery.3,5,7
Our FEA model demonstrated the injury mechanism in different ocular structures upon blunt trauma from shuttlecock impact. However, our study has several limitations of consideration. Performing traumatic injury experiments in vivo poses several ethical challenges, as well as technical challenges, particularly in the precise measurements of responses of ocular structures, which would be useful in validating the results from our simulations. Our model eye was based on prior designs that accounted for experimental properties from several in vitro studies and predicted properties using known values from other similar materials/tissues.19,62 While the values for biomechanical properties of each of the relevant tissues (as presented in supplementary table 1, available at www.ophthalmologyscience.org) are based on well-established studies, there are inherent limitations in using these data. Specifically, the assumptions made regarding these properties, such as elasticity and viscosity, are derived from in vitro and ex vivo experiments. These studies provide a controlled environment, but they may not fully replicate the in vivo conditions of the human eye, where factors such as blood flow, physiologic temperature, and tissue hydration could influence the results. Our confidence in the accuracy of these values is supported by their consistency with previous finite element models cited in the literature, which have shown similar biomechanical responses.19,22,62
Furthermore, it is important to acknowledge the potential heterogeneity in these material properties due to variations in eye size, shape, and individual biological differences. For instance, the stiffness of the sclera or the elasticity of the lens capsule may vary significantly between individuals, affecting the overall biomechanical response to trauma. Further studies, particularly those involving direct in vivo or in situ measurements, are essential for refining these values and enhancing the predictive capability of our finite element model. The patient specific dimensions and properties of the ocular structures might affect the stress magnitude in our model, but not the anticipated stress patterns.
Our current model demonstrated peak stresses of around 5 to 6 MPa at the limbal sclera and peripapillary sclera. This peak tensile stress is close to the rupture point obtained from tensile testing of tissue.63 However, this scleral strength is subject to variability based on individual phenotype and even more so depending on the affected scleral region, posing challenges to defining an ultimate threshold for the whole sclera. Additionally, the underlying ultrastructural mechanisms of soft tissue rupture remain unclear, limiting the ability of the FEA model to account for this response. Nonetheless, we acknowledge the viability of presenting an open globe injury after a shuttlecock insult, as previous systematic studies have highlighted its occurrence at 5% of the cases in badminton play.2 Given the capability of our model to map stress patterns and determine stress magnitudes, future studies will involve studying a broad range of shuttlecock velocities to predict and categorize levels of associated risk.
Overall, our study demonstrates the utility of FEA to visualize and quantify the mechanical stresses and structural deformations in the ocular tissues following shuttlecock impact. Our results suggest that a direct impact from the shuttlecock could cause severe injuries and vision impairment due to its high energy transfer and small size relative to the bony orbit, facilitating extensive deformation and damage to both anterior and posterior structures. Consequent tensile and compressive stresses from shuttlecock impact nearly reach or exceed the mechanical limits of various ocular tissues, including the ciliary body, retina, and optic nerve head. These insights can inform clinical practice concerning the evaluation and treatment of ocular injuries resulting from shuttlecock impacts and possibly other blunt ocular traumas. Furthermore, our insights underscore the critical importance of preventive measures, such as protective eyewear, in averting severe ocular injuries during badminton activities. Future studies will incorporate the latest ocular tissue material properties, as we also continue to test and measure these properties with human or nonhuman primate ocular tissue. We also aim to explore the impact of shuttlecock velocity on stress magnitudes to categorize the level of associated ocular trauma risk for better awareness of the dangers at various speeds. The present study focused on the short-term direct consequences of ocular injury. Future research will aim to explore how such injuries lead to increased vulnerability to future injuries and contribute to long-term complications, such as secondary glaucoma, optic nerve damage, corneal endothelial damage, uveitis, and cataract formation.
Manuscript no. XOPS-D-24-00192.
Footnotes
Supplemental material available atwww.ophthalmologyscience.org.
Disclosure(s):
All authors have completed and submitted the ICMJE disclosures form.
The author(s) have made the following disclosure(s):
Financial Support: This research was supported in part by National Institutes of Health Training Grants 1F30EY033659-01 and T32-GM08620 to J.D.H. The authors acknowledge support from the Gavin Herbert Eye Institute at the University of California, Irvine from an unrestricted grant from Research to Prevent Blindness.
HUMAN SUBJECTS: No human subjects were included in this study. All methods were in accordance with the Declaration of Helsinki and did not involve any human or animal subjects. The UCI Institutional Review Board Committee determined the study did not qualify as human subject research and waived the requirement for informed consent.
No animal subjects were used in this study.
Author Contributions:
Conception and design: Hong, Colmenarez, Choi, Alex Suh, Andrew Suh, Lam, Hoskin, Minckler, Lin, Shahraki, Agrawal, Dong, Gu, D.W. Suh
Data collection: Hong, Colmenarez, Choi, Alex Suh, Andrew Suh, Lam, Hoskin, Minckler, Lin, Shahraki, Agrawal, Dong, Gu, D.W. Suh
Analysis and interpretation: Hong, Colmenarez, Choi, Alex Suh, Andrew Suh, Lam, Hoskin, Minckler, Lin, Shahraki, Agrawal, Dong, Gu, D.W. Suh
Obtained funding: N/A
Overall responsibility: Hong, Colmenarez, Choi, Alex Suh, Andrew Suh, Lam, Hoskin, Minckler, Lin, Shahraki, Agrawal, Dong, Gu, D.W. Suh
Supplementary Data
References
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