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Review

New Advances in 3D Models to Improve Diabetic Keratopathy Research: A Narrative Review

1
Department of Biomedical and Biotechnological Sciences, Section of Anatomy, Histology and Movement Sciences, University of Catania, 95131 Catania, Italy
2
Department of Drug Sciences, University of Catania, 95131 Catania, Italy
3
Department of Surgery, Garibaldi Hospital, 95131 Catania, Italy
*
Author to whom correspondence should be addressed.
Appl. Sci. 2025, 15(17), 9794; https://doi.org/10.3390/app15179794 (registering DOI)
Submission received: 3 July 2025 / Revised: 27 August 2025 / Accepted: 3 September 2025 / Published: 6 September 2025
(This article belongs to the Special Issue Trends and Prospects in Retinal and Corneal Diseases)

Abstract

Diabetic keratopathy (DK) is a common ocular complication of diabetes mellitus (DM), affecting almost half of all diabetic patients. It is characterized by delayed healing of epithelial wounds, reduced corneal sensitivity, and persistent epithelial defects, which, in turn, significantly impair vision and quality of life. The limited understanding of its pathogenesis and the lack of effective treatments highlight the urgent need for more physiologically relevant experimental models. The three-dimensional (3D) models currently available provide valuable information on the pathophysiology of DK, although none of them yet fully reproduce the diabetic corneal phenotype complex. After a brief overview of corneal anatomy, the present review aims to systematically analyze the current 3D in vitro models developed for the study of DK, in terms of tissue architecture, presence of diabetic stimuli, and ability to replicate pathological traits.

1. Introduction

Diabetes mellitus (DM), a chronic systemic disease, is one of the most common and deadly pathologies in the world, increasing globally. It is estimated that 537 million (10.5%) persons worldwide are currently managing the disease [1]. DM is caused by an innate or acquired insulin deficiency, leading to alterations in glucose metabolism and a persistent condition of hyperglycemia. Chronic hyperglycemia is associated with the development of several chronic eye diseases [2], including diabetic keratopathy (DK), which occurs in 47–64% of DM patients [3]. DK is a degenerative disease of the cornea whose pathogenic mechanisms are not yet fully understood. It is clinically manifested by persistent corneal epithelial defects, superficial punctate keratopathy, alteration of the normal wound-healing mechanism, and reduced corneal sensitivity, sustained by aberrant oxidative stress (Figure 1) [4,5]. These issues can impair patients’ vision and overall quality of life [2].
Despite extensive scientific efforts, effective treatments for DK are still limited, mainly offering symptomatic relief rather than tackling the root cellular and molecular issues. Therefore, developing three-dimensional (3D) models that closely mimic the cornea’s structure offers significant potential for unraveling the intricate biology of diabetic corneal complications and could be a crucial tool for testing future therapies. The 3D models provide a more accurate representation of the corneal microenvironment than traditional in vitro methods, leading to a deeper understanding of cellular behavior and treatment efficacy. Therefore, a thorough examination of existing 3D models for the diabetic cornea is crucial for comprehending the complex biological features underlying this diabetic complication. This review aims to survey current 3D models of DK. We will explore the latest advancements in diabetic keratopathy modeling while also addressing the challenges in fully replicating the disease’s complexity. Recognizing the pressing need for precise models, this discussion emphasizes the substantial influence that these advanced 3D models could have on understanding and managing this prevalent diabetic eye condition.

2. Anatomy of the Cornea and Structural Organization

The cornea is a transparent, avascular, and highly organized structure located in the front of the eyeball. It plays a key role in focusing light on the retina. In addition to its optical function, the cornea is the main physical and biological barrier against external agents, contributing to the protection of the intraocular environment from trauma and infections [6,7].
Anatomically, the human cornea consists of six main layers, arranged from outside to inside: epithelium, Bowman’s membrane, stroma, the pre-Descemet’s layer/Dua’s layer, Descemet’s membrane, and endothelium [8]. Each of these layers performs specific functions that help maintain corneal transparency, structural integrity, and homeostasis (Figure 2).
The epithelium is the outermost layer of the cornea, about 50–60 μm thick in adult humans. It is a multicellular layer, composed of four to six layers of unkeratinized stratified squamous epithelial cells, attached to an epithelial basal membrane composed of laminins, collagen IV, and other proteoglycans [9,10]. The epithelial cells are morphologically distinct in basal columnar cells, wing cells, and surface squamous cells. At the base of the epithelial layer lie basal epithelial cells, of cuboidal shape, forming a monolayer anchored to the underlying basal lamina by means of hemidesmosomes, and being mitotically active, guaranteeing the continuous renewal of the epithelium. The wing cells, so called because of their wing-like cross-sectional shape, are derived from basal cell differentiation and are organized in two or three layers. These cells have narrow lateral and intercellular junctions that contribute to the structural integrity of the epithelium. Surface squamous epithelial cells stratified in two or three layers, and not keratinized, act as a permeability barrier against pathogens, toxins, and foreign molecules. These cells are polygonal in shape and have extensive apical and micropile microvilli. These cells are also joined by close-junction complexes that limit the access of tears to intercellular spaces [11].
The corneal epithelium is maintained by the continuous renewal activity of limbal epithelial stem cells (LESCs). LESCs are adult stem cells characterized by high proliferative potential and robust self-renewal capabilities. Anatomically, these stem cells are housed in the limbus, a transition zone between the cornea and the conjunctiva, within a specialized microenvironment known as the niche. This niche, which includes structures like limbal epithelial crypts and Vogt palisades, is a highly controlled location within the limbus that provides the necessary physical and biochemical signals to regulate LESC function [12].
Located below the epithelium, Bowman’s membrane is an acellular layer composed of randomly arranged collagen fibrils [13,14], which help the cornea to maintain its shape [15]. It has a thickness of about 8–12 μm in humans, and it tends to become thinner with age.
The thickest layer of the cornea is the stroma, which accounts for more than 80%. Its transparency results from the careful organization of collagen fibers (mainly type I) and extracellular matrix (ECM) [16]. These collagen fiber lamellae are laid out in regular layers interspersed with keratocytes, widely distributed resident stromal cells involved in the maintenance, repair, and regeneration of stromal tissue [17]. In response to damaging stimuli, keratocytes can transform into a (myo)fibroblast phenotype and release growth factors and cytokines [18]. They also play an important role in the maintenance of stromal homeostasis by synthesizing collagen, glycosaminoglycans, and matrix metalloproteinases (MMPs). Following injury or infection, superficial and mid-stromal keratocytes may undergo apoptosis (depending on the severity of the lesion), while distal keratocytes from the wound can transform into mobile and mitotic active fibroblasts. Under the persistent influence of factors such as TGF-β 1/β 2, derived from tears and epithelium, these fibroblasts can further differentiate into alpha myofibroblasts of smooth muscle, which produce high levels of disorganized extracellular matrix and subsequently lead to the development of scar stromal opacities, often responsible for vision loss [19,20,21]. The stroma is also home to a dense nervous network. The corneal nerves, derived from the trigeminal nerve, branch into plexuses that cross the anterior stroma to the inside of the subepithelial nervous plexus and the epithelium [22].
In 2007, the first evidence of a distinctive layer within the deep stroma, located before the Descemet membrane, was provided, called the “pre-Descemet stromal layer”, also known as the Dua-Fine layer or pre-posterior limiting plate. This thin layer shows a high mechanical strength, despite having an average thickness of about 10 μm (varying between 6 and 16 μm), and is composed mainly of collagen types I and VI, rich in elastin, to a greater extent than the other corneal layers. It is also virtually cell-free and airtight. In its peripheral portion, fenestrate and branched structures are observed that constitute the core of the trabecular network, suggesting a possible role in the regulation of intraocular pressure and in the pathophysiology of glaucoma. Its presence has also been documented in some animal species [23].
The Descemet membrane is an acellular basal plate, dense and relatively transparent, and rich in collagen IV, collagen VIII, laminins, and proteoglycans such as perlecan and nidogen [24]. It separates the posterior stroma from the endothelium and participates in corneal homeostasis by regulating its hydration.
The innermost layer of the cornea is formed by a single layer of strongly cohesive polygonal cells, with a thickness of about 4 μm [25]. The upper surface of the cells adheres to the Descemet membrane through hemidesmosomes and tight junctions located on the apical side of the endothelial cells. In this way, the corneal endothelium acts as a barrier preventing the permeability of solutes and the escape of liquids. It also acts as a functional pump regulating the transport of water, glucose, and other solutes from the aqueous humor to the stroma, thanks to the presence of aquaporins (AQPs) and the Na/K ATPase pump, both of which regulate the passage of fluids through the endothelium [26]. The presence of tight junctions and ion pumps in endothelial cells facilitates fluid exchange through the posterior surface of the cornea [27], thus playing a key role in regulating corneal hydration and maintaining tissue transparency. A balanced ion flow between the endothelium and aqueous humor prevents the appearance of stromal edema, which would impair the optic function of the cornea. In adults, the average corneal endothelial cell density is ~3000 cells/mm2, with a percentage of hexagonal cells of 75%. However, cell loss due to aging, disease, injury, or surgery may compromise transparency, as HCECs have limited proliferative capacity [28]. In response to minor damage, surviving cells may enlarge and migrate to cover the injured area, thus maintaining endothelial structure and function [29].

3. Diabetic Keratopathy (DK)

Diabetes-related eye diseases, which tend to appear early in the course of the disease, are a major cause of blindness in both developed and developing countries [30]. Diabetes mellitus (DM) has been shown to negatively affect the ocular surface through complex neurobiological and neuroinflammatory interactions [3]. In addition, ocular surgeries such as corneal transplantation, vitrectomy, and cataract surgery are additional risk factors for the development of corneal epithelial lesions in diabetic patients. In the past, the focus was mainly on diabetic retinopathy and cataracts. However, today, with the evolution of widely available and in-depth diagnostic techniques, diabetic keratopathy (DK) has attracted increasing interest from the medical and scientific community [31,32]. Despite the numerous studies conducted on corneal morphological changes in patients with diabetes, the pathogenic mechanisms underlying DK are not yet fully understood [33,34].
In the last 30 years, the prevalence of diabetes has increased exponentially. It is estimated that between 46% and 64% of diabetic patients develop DK [5]. In light of the rapid increase in the prevalence of diabetes mellitus and the frequent occurrence of DK in patients with long-term disease [35,36,37], it is foreseeable that this condition may be more prevalent than other eye diseases. Although the clinical manifestations of DK may resemble those of neurotrophic (NK) keratopathy [38], the two pathologies differ in their pathogenic mechanisms: NK is determined by purely neuropathic damage, while DK is mainly supported by inflammatory and immune-mediated processes, which are not yet fully clarified [39,40].
DK, or diabetic corneal epitheliopathy [41,42], is a chronic condition affecting the cornea and has clinical features including recurrent epithelial erosions, delayed epithelial regeneration, neurotrophic corneal ulcers, corneal hypoesthesia, corneal edema, decreased corneal sensitivity, and superficial punctate keratopathy (SPK). The latter is characterized by sparse areas of punctate corneal epithelial loss, causing photophobia, foreign body sensation, tearing, redness, irritation, and reduced visual acuity [43]. These pathogenic changes do not respond to available conventional treatments, and they affect quality of life [2,36,44,45,46,47,48], leading to impaired visual acuity or permanent loss of vision.
Corneal complications, reported in Table 1, range from mild to severe and include epithelial defects, corneal thickness, corneal cell density, biomechanics, corneal erosions, lacrimal secretion, and corneal sensitivity [46].
-
Corneal thickness
Among the ocular alterations induced by diabetes mellitus, one of the first observable manifestations at the eye level is thought to be the increase in corneal thickness [4,49]. Some studies indicate that this thickening is more pronounced in subjects with a duration of the disease longer than ten years [50]. Several clinical studies have reported an increase in central corneal thickness (CCT) in diabetic patients compared to healthy subjects. As a result of epithelial and endothelial dysfunction of the diabetic cornea, stromal edema largely contributes to the increase in thickness [2]. The formation of advanced glycation end-products (AGEs) and the resulting collagen crosslinking also contribute to thickening. In addition, clinical studies on vascular components of the disease have shown that elevated HbA1c, hyperglycemia, and severe retinal complications were associated with increased CCT in patients with diabetes [4,49,50].
-
Corneal sensitivity
In diabetes mellitus (DM), the degeneration of corneal nerve fibers is associated with a reduction in corneal sensitivity [51], a condition that can evolve into keratopathy [52]. This is because corneal nerves play a crucial role in protecting the eye, helping to maintain epithelium integrity, and facilitating wound-healing processes [53,54]. Some studies have observed that diabetic patients with corneal complications often present prolonged and difficult-to-heal epithelial lesions [4], probably due to an altered adhesion between the epithelium and the basal membrane [55]. Nerve alterations and basal membrane abnormalities may contribute to the development of recurrent epithelial defects [10]. For this reason, corneal sensitivity assessment may be useful in the early diagnosis of diabetic peripheral neuropathy and/or keratopathy [56].
-
Corneal erosions
Corneal erosion is one of the main clinical manifestations in patients with diabetic keratopathy. In patients with diabetes mellitus (DM), the healing of these lesions is particularly difficult due to impaired epithelial barrier function and reduced regenerative capacity of the epithelium, exposing the cornea to an increased risk of infection and, consequently, causing persistent corneal erosion and edema [4]. In addition, it has been observed that corneal erosion can contribute to thinning of the cornea, due to the disorganization of the corneal stroma, which disturbs the fibrillar dispositions of collagen and the consequent alteration of the extracellular matrix [57,58,59,60].
-
Epithelial defects and wound healing
The corneal epithelium is essential for maintaining the transparency and physiological balance of the cornea, as well as acting as a barrier against infection and trauma. In diabetes mellitus (DM), however, an increased susceptibility to spontaneous corneal lesions such as erosions and epithelial ulcerations is observed [34,41,61]. Corneal lesions in diabetic patients tend to heal more slowly, being persistent and resistant to traditional therapies [33,62]. Therefore, an effective and rapid re-epithelialization is fundamental to avoid microbial infection that may compromise corneal transparency and visual function. Persistent corneal epithelial defects from diabetic keratopathy often lead to severe visual defects [40]: stromal scars, reduced visual acuity or permanent loss of vision, and corneal neovascularization [63,64,65]. In patients with diabetes mellitus, corneal re-epithelialization is more complex, due to morphological alterations of the epithelium, such as disorganization of cellular layers, reduction in endothelial cells, sectoral thinning, variations in cell shape and size, and the presence of bubbles and surface debris [60]. As seen from several recent articles, the healing of corneal wounds is a process regulated by complex mechanisms, which include epithelial migration and proliferation, the interaction between epithelial and stromal cells, and the activation of specific growth factors and cytokines: TGF-β, EGF, HGF, OGF, IGF, NGF, KGF, PDGF, timosina-β4, IL-6 e 10 [40,66,67].
-
Corneal cell density
The maintenance of corneal epithelial density depends on a balance among proliferation, migration, differentiation, and cell death. In diabetic patients, this balance is often compromised, increasing susceptibility to infection and erosion [68]. Some studies have shown a reduction in basal cell density in subjects with diabetes, suggesting that this deficit may be related to the loss of corneal innervation [45]. However, as far as endothelial cells are concerned, patients with type 2 diabetes show values similar to those of healthy subjects [69].
-
Tear secretion
In diabetes mellitus (DM) a close association with lacrimal gland dysfunction has been observed, contributing to the development of dry eye syndrome (DES). Diabetic patients show typical symptoms such as burning, foreign body sensation, and temporary fluctuations in visual acuity. In addition, an altered composition of the tear film can cause reduction in the lipid layer. Corneal neuropathies induced by hyperglycemia and microvascular damage compromise the feedback mechanisms that regulate lacrimal secretion, favoring neurotrophic lesions. Clinical studies have shown that, in subjects with DM, lacrimal secretion is reduced compared to healthy controls [70], while the decrease in conjunctival caliciform cells is responsible for the reduction in the mucin layer [71]. The reduced corneal nerve density compromises the secretion of the aqueous component of tears. Chronic hyperglycemia (leading to insulin deficiency) adversely affects the proliferation of acinous cells of the lacrimal gland and corneal epithelium [72]. Diabetic microangiopathy can also interfere with lacrimal secretion, damaging the vascularization of the lacrimal gland [73].
-
Biomechanics and crosslinking
Some research has suggested that the stroma provides most of the biomechanical strength of the cornea, although all layers of the cornea show some biomechanical properties. The cornea is an elastic structure with high amounts of collagen, which possesses biomechanical characteristics fundamental for the refraction of light. Any structural change may compromise its mechanical integrity and visual quality [74]. The diabetic phenotype may alter the biomechanical properties of the cornea, thus also affecting its optical function.
DK is a complex condition involving multiple components of the ocular surface, including the epithelium, corneal nerves, tear film, endothelium, and partially the conjunctiva. The hyperglycemic environment also causes significant changes in the stroma, with increased stiffness and thickening due to collagen crosslinking mediated by AGEs [57,59,75]. In this way, they not only hinder healing but can also compromise the accuracy of the intraocular pressure measurement. Endothelial dysfunction is also one of the clinical features of DM, with morphological alterations and reduced cell density contributing to increased corneal thickness [76]. At the molecular level, chronic hyperglycemia activates a number of harmful metabolic pathways, including stimulation of the polyol pathway, increase in reactive oxygen species (ROS), activation of protein kinase C (PKC), and accumulation of advanced glycation end-products (AGEs) [3]. The latter form as a result of an excess of glucose, impairing the cellular migration towards the site of damage, slowing the process of repair and healing of corneal lesions.
Oxidative stress plays a central role in the pathogenesis of DK, together with the reduction in nerve growth factor (NGF), which impairs corneal sensitivity and reparative capacity [77]. Metabolic dysregulation and activation of the NF-κ B inflammatory pathway, mediated by pro-inflammatory cytokines such as IL-1 β , IL-6, and TNF-α, further contribute to tissue damage [78]. In particular, IL-1β and TNF-α induce MMP-9, aggravating the degradation of the epithelial basement membrane [79,80]. In case of hyperglycemia and oxidative stress, signaling pathways such as ERK [81], PI3K/Akt [42], and TGF-β [82] are activated and disrupt the repair of corneal epithelial cells; they are also involved in epithelial dysfunction, fibrosis, and the reorganization of the extracellular matrix. These are mechanisms that contribute to the onset and progression of diabetic keratopathy.
Although current therapeutic strategies focus mainly on stimulating healing through the use of growth factors and artificial tears, the targeted treatment of pathogenic mechanisms remains a challenge. Neuroprotective agents, such as the use of NGF, have shown promise in promoting corneal nerve fiber regeneration and epithelial repair [83], underlining the importance of a deeper understanding of the molecular mechanisms behind DK for the development of more effective therapeutic approaches. Moreover, a deeper understanding of the molecular mechanisms and morphological alterations behind DK is essential for the development of more effective therapeutic approaches, and the 3D models represent promising tools for better understanding the characteristics of the disease.

4. Overview of 3D Corneal Models

In recent years, 3D models have shown great potential to improve our understanding of the healing, regeneration, and pathogenesis processes of corneal diseases. In particular, 3D in vitro models clarify cell and extracellular matrix (ECM) interactions by accurately reproducing complex environments in vivo [84], providing cells with physiological access to nutrients and oxygen [85]. Numerous attempts have been made to develop in vitro 3D cornea models. To make a complete corneal 3D model, all major relevant cell types should be included: epithelial, stromal, endothelial, and nerve cells, derived from primary cells or stem cells, integrated into an extracellular matrix (ECM). The presence of ECM in a 3D culture is known to affect cells’ proliferation, differentiation, and survival [86,87,88]. The main 3D technologies applied to the study of the cornea include organotypic models and organoids.

4.1. Organotypic Models

Organotypic models recreate the typical cell architecture and stratification of the cornea, facilitating the study of interactions among epithelial, stromal, endothelial, and neuronal cells. Several combinations of organotypic cultures have been developed over the years (Table 2). An example is a 3D stacked construct of stromal fibroblasts and human corneal epithelial cells (hCECs) cultured successively on the surface to mimic the 3D environment [89] and capable of producing ECM on their own. Moreover, in this model, the ability of corneal fibroblasts to produce and organize their extracellular matrix in the presence of ascorbic acid [89] is investigated. After all, it is well known that one of the endogenous properties of ascorbic acid is to promote an increase in collagen secretion and the thickness of the assembled ECM [90]. Sharif et al. (2018) [91] developed a 3D model, the first of its kind to mimic interactions between stromal and neuronal cells, to be used in the future as a tool to investigate corneal defects. In this model, stromal cells self-produce their extracellular matrix, thus allowing both cell–matrix and cell–cell interactions between fibroblasts and nerve cells to be studied. In this regard, it is clear how this model only reproduces stroma–nervous interactions, leaving out essential components such as epithelium and endothelium, thus limiting the representativeness of the complete corneal architecture. The authors proposed this model to study pathologies such as DK, keratoconus, and Fuchs’ dystrophy. In another model, human induced neural stem cells (hiNSCs) were seeded on silk sponges placed at the periphery of the insert, while a stacked construct of corneal, stromal, and epithelial cells was placed in the center. In particular, hiNSCs can grow under co-culture conditions with multiple cell types and show a faster and more robust neuronal differentiation than induced pluripotent stem cells [92]. Interestingly, the thin silk films used as scaffolds to support stroma growth and epithelial layers are biodegradable material, which degrades slowly in vitro and does not contract as compared to collagen [93,94].
Silk film biomaterials have been designed to meet functional requirements, including transparency, mechanical integrity, biocompatibility, and slow biodegradation, to meet potential in vivo utility [93]. In the present work [93], 3D stacked and porous silk films were successfully prepared, which supported cell viability and ensured a mechanically robust and simplified architecture for the development of corneal devices [95]. The results show that silk films offer a favorable environment for cell alignment and native ECM synthesis. The use of silk-based biomaterials, beyond sutures, is an area that has only recently been explored, but with promising clinical prospects. This represents the first successful demonstration of a multilayer film construct assembled with more than two layers of cultured cells.
Furthermore, controlling the rate of degradation is important in tissue design, so that it coincides with tissue growth. For example, silk fibroin fibers retain more than 50% of their mechanical properties after two months of in vivo implantation [96].
Given the importance of innervation, Siran Wang et al. [97] have made a three-dimensional model of the human cornea using a silk scaffold that integrates human corneal stromal stem cells, human corneal epithelial cells, and dorsal root ganglion (DRG) cells in co-culture at an air–liquid interface (ALI). The system was maintained for 28 days, and a robust scaffolding of silk proteins ensured morphological stability and transparency for the entire life of the crop. This study allowed for improvements in the study of innervation, corneal tissue development, corneal diseases, and drug screening.
Among the few co-culture studies involving corneal cells and neurons [98], layers of collagen hydrogel were used to mimic the lamellar organization of the cornea. However, these models failed to accurately reproduce the alignment of stromal cells or the multilayer stratification typical of corneal epithelium. Silk films, designed with surface patterns and functionalized with DRG, are effective in facilitating alignment, proliferation, and matrix production by human corneal stromal cells [99]. In addition, silk can also be used as a sponge to support neuronal growth and the formation of neural connections. So, researchers used thin films of superimposed silk protein as scaffolds to support the epithelial (hCEC) and stromal (hCSSC) layers of the cornea, while a surrounding porous silk sponge seeded with DRG neurons facilitated neuronal growth. The results confirm that corneal sensory nerves are crucial for maintaining the viability, metabolism, and cellular supply of corneal tissues [100]. It has also been observed that the innervation is located on the upper surface of the scaffold, contributing to the transparency and proper functioning of the stroma. Each layer of silk film used improves the function and vitality of cultivated tissues. In addition, the air–liquid interface environment has proven to be crucial in promoting the maturation of the corneal epithelium and supporting the development of an extended and well-organized neuronal innervation under in vitro conditions. Therefore, both the presence of innervation and exposure to the ALI are important for the achievement of cellular and tissue maturity of the corneal epithelium.

4.2. Organoid Technology

Organoid technology, an advanced aspect of 3D cultures, has been rapidly developing since 2009 [101]. The term “organoids” refers to structures similar to miniature organs [102], cultivated in a laboratory environment and requiring a specific 3D microenvironment capable of supporting their development and cell differentiation. Under in vitro conditions, 3D organoid cultures have the ability to self-renew and self-organize, reproducing the main structural and functional characteristics (such as absorption, secretion, and excretion [102,103]) and genetics of native organs [102]. These structures may be derived from pluripotent stem cells (PSCs), including both embryonic stem cells (ESCs) and induced pluripotent stem cells (iPSCs) [104]. A significant advantage of organoids is their ability to maintain cellular characteristics stably over time [105], even during cultivation and after numerous passages in culture without alterations at the genomic level [103], guaranteeing reliable and reproducible results. In addition, organoids are generable from patients’ cells, making it theoretically possible to develop highly personalized therapies [106]. Stem cell-derived organoids represent a promising alternative for the regeneration of damaged tissues, reducing donor demand for organ transplants. They also provide the possibility of in vitro testing of the compatibility of tissues to be transplanted, increasing the chances of success and reducing the risk of rejection [107,108]. Recently, Chuwei Lu et al. [109] offered an overview of organoid technology, focusing on the development of corneal limbal organoids (CL-ORGs). The first human CL-ORG was developed in 2017 [110] from human induced pluripotent stem cells (hiPSCs) derived from human fetal fibroblasts. These organoids contained the three main types of corneal cells. Human CL-ORGs were later generated from human ESCs and LESCs [111], increasing the potential applications of these CL-ORGs in mimicking corneal development, disease modeling, drug screening, regenerative medicine, and treatment of limbal stem cell deficit (LSCD). In fact, in an animal model of rabbits affected by LSCD, it has been shown that transplanted in vitro-cultured CL-ORGs can effectively restore the healthy ocular surface [111]. Kazunari Higa et al. [112] have also produced organoids with the function of limbal epithelial progenitor cells from the central cornea, where in vivo there are no stem cells. It has been hypothesized that, during organoid culture, the central corneal epithelial cells may undergo a dedifferentiation process, acquiring a phenotype similar to that of limbal epithelium, supporting the regenerative capacity of transplanted organoids in a rabbit limbal deficit model. CL-ORGs, also known as “mini-corneas”, are three-dimensional in vitro corneal-like models originating from PSCs or limbal epithelial stem cells (LESCs) cultured in a controlled 3D environment. These organoids show anatomical and genomic characteristics similar to the human cornea [113] and contain major cell types, identified by expression of specific markers of epithelium, stroma, and endothelium [110]. During the COVID-19 pandemic, CL-ORGs were used as an in vitro model to study the interaction between SARS-CoV-2 and ocular surface cells, proving useful in assessing eye-level implications [114,115]. Despite their potential, essential physiological components such as innervation, vascularization, and immune regulation are currently lacking. In addition, the cultivation process requires longer times [116] and strict growing conditions, the alteration of which may compromise the quality and efficiency of the model [117].
Xichen Wan et al. [118] established a long-term functional 3D human epithelial organoid derived from ASCs (adult stem cells), capable of replicating the characteristics of human corneal epithelium and serving as an ex vivo model for the study of functional regulation and modeling of dry eye disease (DED). Meanwhile, Susaimanickam et al. [113] reported an efficient and simpler method to generate complex three-dimensional corneal organoids obtainable from both human ESCs and iPSCs. During the process of differentiation, stem cells form self-organized structures similar to mini-corneas, which include retinal primords, corneal cells, an outer covering similar to a primitive eyelid, and accessory tissues similar to the ciliary margin area, maturing progressively over 15 weeks. The mini-corneas reproduced the early stages of eye development in vitro, showing characteristics comparable to those of the adult cornea.
Most differentiation protocols using ocular cells and organoids derived from hiPSCs focus on a single tissue-specific lineage, which fails to reflect the tissue complexity of eye development. For this reason, Isla-Magrané et al. [119] realized a model of multiocular organoids. They used a two-step method, differentiating hiPSC cultures within three weeks in multizone ocular progenitor cells (mzOPCs). Then, mzOPCs developed into different 3D multiocular organoids composed of multiple cell lineages, including corneal cells. Multiocular organoids showed a variable composition, with complex retinal pigmented epithelium (RPE)–retina–cornea models or simpler combinations containing retina–RPE, retina–cornea, or RPE–cornea. For corneal organoids, the presence of p63+ cells together with PAX6 suggests the development of a primitive epithelial surface [120], similar to those obtained from human limbal cells [111]. Organoids with corneal or conjunctival characteristics have emerged in mzOPC cultures, distinguishable by specific markers such as CK3, AQP1, and N-Cad for the cornea [121] and CK5, CK19, and p63 for the limbo-conjunctive [122]. Note that corneal organoids with a conjunctival predominance contained caliciform cells expressing mucin 1. In addition, corneal organoids also contain mesenchymal cells [110,113] derived from neuronal crest cells responsible for the production of stromal collagen types I and V and the formation of a Bowman layer-like structure. Table 3 reports the main characteristics of the described organoids.

5. Exploring 3D Models for DK

Significant progress is being made in developing 3D models that more closely mimic the morphofunctional characteristics of the human cornea [123,124,125,126]. An overview of the different strategies employed by research groups for 3D modeling of DK is outlined in Table 4. This compilation provides a useful benchmark for comparison and could guide future optimization of the models. Priyadarsini et al. [127], developed a 3D model capable of reproducing the corneal stromal environment of DM patients. Briefly, they isolated human primary corneal fibroblasts from healthy donors and patients with type 1 (T1DM) and type 2 (T2DM) diabetes. These cells were grown for 4 weeks on transwell inserts and stimulated with vitamin C to promote secretion and self-assembly of the ECM. The stroma model showed structural and biochemical characteristics similar to those of the cornea in vivo, making it suitable for the study of corneal alterations induced by diabetes. In particular, T1DM and T2DM constructs showed a significant increase in thickness and cell density as compared to the healthy group. Moreover, T1DM and T2DM stroma models reported upregulation of fibrotic markers such as α-smooth muscle actin, alterations in key metabolites of the glycolysis and tricarboxylic acid cycle pathways, and significant mitochondrial damage as compared to the healthy stroma model. Very recently, Maugeri et al. [128] realized a 3D organotypic model of diabetic epitheliopathy by culturing human corneal epithelial cells (hCECs) derived from donor corneas in ALI culture. The hCECs were cultured under normal glucose (NG) levels (6.2 mM glucose) or in the presence of 25 mM high glucose (HG). The corneal epithelial barrier cultured under HG levels showed well-established molecular and cellular characteristics of DK, including epithelial defects and inflammation, with increased expression of IL-1β, TNF-α, p-NF-kB, COX-2, MMP-2, and MMP-9. Cui et al. [129] realized a novel full-thickness biomimetic corneal model. They seeded collagen membranes containing corneal stromal cells (CSCs) on the upper well and immortalized corneal endothelial cells (CEnCs) on the undersurface. Then, dorsal root ganglion organoids (DRGOs) were cultured on a collagen scaffold, and after seven days, corneal epithelial cells were seeded onto the upper surface of the transwell insert and cultured in ALI. The model, exposed to 65 mM glucose to induce the pathological characteristics of DK, showed nerve bundle breakdown, weakened barrier function, heightened inflammation, and oxidative damage. Moreover, transcriptomics studies revealed that high glucose levels suppressed genes involved in axon and synapse formation, while enhancing pathways related to immune response and oxidative stress. Deardorff et al. [92] realized a three-dimensional construct that replicates the characteristics of diabetic corneal neuropathy observed in vivo, thus studying the morphological and functional effects of hyperglycemia on corneal innervation. The model integrates human corneal epithelial cells (hCECs), stromal cells (hCSSCs), and sensory neural stem cells derived from human induced neuronal stem cells (hiNSCs), grown on silk scaffolds to enable cell alignment and adhesion [97]. This system, characterized by a long-term co-culture (42 days), allowed sensory neurons to innervate the upper epithelial tissue. To simulate the diabetic condition, the model was exposed to high concentrations of glucose (35 mM and 45 mM), causing a significant reduction in nerve fiber density and length—which is a clinical feature associated with diabetic neuropathy—and a decrease in cell density in epithelial and stromal cells. In addition, an increase in the expression of interleukin-1β (IL-1β), indicative of a pro-inflammatory environment induced by hyperglycemia (45 mM), was observed. The corneal epithelium is known to be one of the main sources of IL-1β in the cornea, in response to wounds or infections [130]. Several studies have highlighted a role of IL-1β and the IL-1Ra receptor, suggesting that this molecular pathway may play a key role in wound-healing processes in the diabetic cornea [131].
In diabetes, chronic hyperglycemia is closely linked to oxidative stress, which contributes to impairment of corneal epithelium function and regeneration. These effects were investigated in an in vitro reconstructed 3D normal human corneal epithelial (3D-HCE) tissue model exposed to ultraviolet radiation (UV), hydrogen peroxide, the vesicating agent nitrogen mustard, or desiccating conditions to reproduce dry eye disease conditions [132]. The data obtained indicated the validity of the 3D-HCE reconstructed corneal tissue model in reproducing the main functions of the corneal epithelium, particularly in response to oxidative stress conditions. An increased expression of pro-inflammatory cytokines and genes associated with stress response, alterations in the epithelial barrier, and reduced wound-healing capacity were observed.
There have been few studies dealing with interactions between the corneal stroma and nerves, which are fundamental in the pathogenesis of diabetic corneal neuropathy. Several studies agree that corneal nerve dysfunction is commonly seen in DM. Therefore, Priyadarsini et al. [133] cultured human corneal fibroblasts from healthy donors and patients with type 1 and type 2 diabetes for 3 weeks on 3D scaffolds. Subsequently, the SH-SY5Y human neuroblastoma cells differentiated into human neural cells, were seeded over the 3D construct, and then were co-cultured with fibroblasts to simulate corneal innervation. Numerous studies have already confirmed the effectiveness of using SH-SY5Y neuroblastoma cells and their ability to differentiate into functionally mature neurons [134]. In this study, the priority was to obtain viable neurons with morphology similar to that of mature human neurons. The results showed that fibroblasts isolated from diabetic patients showed altered production of ECM, with changes in collagen fiber composition and organization compared to healthy fibroblasts. In particular, a marked overexpression of collagen III was found in the control of T2DM under almost all conditions, while levels of α-SMA did not reach significance in any group. An increase in the expression of Tubulin β III was also observed, as well as a significant overregulation of the expression of IGF1 and IGF1-R in the control of T2DM. Finally, the relevant modulation of both Tubulin β III and Nestin in co-culture conditions indicates an active interaction between stromal and neuronal cells, underlining significant differences in crosstalk between a healthy stroma versus a T1DM/T2DM stroma. Interactions among stroma, epithelium, and nerves are critical to maintaining a healthy cornea.
Overall, these 3D in vitro models are revolutionizing preclinical research by better mimicking the physiological complexity of human corneal tissues compared to traditional 2D cell cultures. They offer a promising platform for disease modeling, drug discovery, and personalized medicine. However, significant challenges must be overcome to fully translate the findings from these advanced models into meaningful clinical applications, such as identifying novel biomarkers or creating effective therapeutic screening platforms.
Table 4. Main experimental approaches used for the 3D reproduction of DK in vitro models.
Table 4. Main experimental approaches used for the 3D reproduction of DK in vitro models.
Corneal LayerCell Type TechnologyDK ModelMolecular MarkersNerve
Function
ThicknessCell
Density
AdvantagesLimitationsReferences
StromaPrimary fibroblasts of the human cornea from healthy donors and patients with T1DM and T2DMTranswell insertsT1DM and T2DM↑ α-SMA, mitochondrial damage, altered glycolysis/TCANot specifiedStructural and biochemical characteristics similar to those of the cornea in vivoNo innervation[127]
EpitheliumHuman corneal epithelial cells (hCECs) derived from donor corneaALI25 mM glucose↑ IL-1β, TNF-α, p-NF-kB, COX-2, MMP-2, MMP-9Not specifiedReproduces epithelial inflammation in DKNo stroma or nerves[128]
Stroma and
endothelium
Corneal stromal cells (CSCs), corneal endothelial cells (CEnCs), and dorsal root ganglion organoids (DRGOs)Scaffold of collagen. ALI65 mM glucose↓Axon/synapse genes, ↑ immune/oxidative stress pathwaysFull-thickness biomimetic corneal model, innervationNo epithelium interaction[129]
Corneal
innervation, stroma and
epithelium
Human cornea epithelial cells (hCECs), stromal cells (hCSSCs), and sensory neural stem cells derived from induced human neuronal stem cells (hiNSCs)Scaffold of silk 35–45 mM
glucose
↓ Nerve fiber density/length, ↑ IL-1βFunctional co-culture with sensory neuronsNo epithelium interaction[92]
Corneal
innervation, stroma
Human corneal fibroblasts from healthy donors and patients with type 1 and 2 diabetes; SH-SY5Y human neuroblastoma cells 3D scaffoldT1DM and T2DM↑ Collagen III, IGF1, IGF1-R, Tubulin βIII, NestinNeurons similar to mature human neuronsNo epithelium or endothelium interaction[133]
↑ Increase ↓ Decrease.

6. Conclusions

The development of 3D in vitro models for DK research represents a significant paradigm shift in our approach to understanding this complex ocular complication. These models offer valid opportunities ranging from multicellular architecture reproduction to mechanistic insights into disease progression useful for drug screening and efficacy testing. Furthermore, corneal 3D models are a powerful tool for advancing research and drug development in ophthalmology while adhering to the 3Rs principle (Replacement, Reduction, and Refinement), which aims to minimize animal use in science. These models offer a replacement for animal testing, providing a human-relevant system for assessing drug toxicity and efficacy. They also enable the reduction in animal numbers needed for later-stage studies and help filter out ineffective or harmful substances earlier. Therefore, corneal 3D models represent an ethical and scientifically superior alternative that is helping to transition research from animal-based to human-relevant systems. Despite their advantages, 3D in vitro models face several limitations. The cornea shows a complex in vivo environment, which includes dynamic factors such as tear film composition, blinking mechanics, temperature fluctuations, and systemic metabolic influences that are difficult to replicate in vitro. The absence of vascular perfusion and immune cell recruitment may limit the models’ ability to fully capture inflammatory responses and healing processes observed clinically. Moreover, standardization challenges across different laboratories and model systems complicate data interpretation and reproducibility. Therefore, standardization efforts across the research community will be crucial for establishing validated protocols and enabling meaningful cross-study comparisons. The development of reference standards and quality control metrics will enhance the reliability and reproducibility of these models.

Author Contributions

All authors reviewed the manuscript. Conceptualization, G.M.; funding acquisition, G.M.; investigation, N.P., G.E., V.D. and A.G.D.; visualization, V.D. and A.G.D.; writing—original draft, G.M. and N.P.; writing—review and editing, G.E. and C.C. All authors have read and agreed to the published version of the manuscript.

Funding

This research was carried out as part of the PIACERI 2024–2026 project entitled “Real-CORNEA” financed by BIOMETEC department, University of Catania.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflicts of interest.

Abbreviations

3DThree-dimensional
3D-HCEThree-dimensional normal human corneal epithelial
AGEsAdvanced glycation end-products
ALIAir–liquid interface
AQPAquaporin
CCTCentral corneal thickness
CEnCsCorneal endothelial cells
CL-ORGCorneal limbal organoid
CSCsCorneal stromal cells
DEDDry eye disease
DESDry eye syndrome
DKDiabetic keratopathy
DMDiabetes mellitus
DRGDorsal root ganglion
DRGODorsal root ganglion organoid
ECMExtracellular matrix
ESCsEmbryonic stem cells
hCECHuman corneal epithelial cell
hCSSCHuman corneal stromal cell
HGHigh glucose
hiNSCHuman induced neural stem cell
hiPSCHuman induced pluripotent stem cell
IL-1β Interleukin-1β
iPSCInduced pluripotent stem cell
LESCLimbal epithelial stem cell
LSCDLimbal stem cell deficit
MMPMatrix metalloproteinase
mzOPCMultizone ocular progenitor cell
NGNormal glucose
OSExternal segment
NGFNerve growth factor
NKNeurotrophic keratopathy
PKCProtein kinase C
PSCPluripotent stem cell
ROSReactive oxygen species
RPERetinal pigmented epithelium
SPKSuperficial punctate keratopathy
T1DMDiabetes mellitus type 1
T2DMDiabetes mellitus type 2
UVUltraviolet radiation

References

  1. Hossain, M.J.; Al-Mamun, M.; Islam, M.R. Diabetes mellitus, the fastest growing global public health concern: Early detection should be focused. Health Sci. Rep. 2024, 7, e2004. [Google Scholar] [CrossRef] [PubMed]
  2. Shih, K.C.; Lam, K.S.; Tong, L. A systematic review on the impact of diabetes mellitus on the ocular surface. Nutr. Diabetes 2017, 7, e251. [Google Scholar] [CrossRef]
  3. Mansoor, H.; Tan, H.C.; Lin, M.T.; Mehta, J.S.; Liu, Y.C. Diabetic Corneal Neuropathy. J. Clin. Med. 2020, 9, 3956. [Google Scholar] [CrossRef]
  4. Skarbez, K.; Priestley, Y.; Hoepf, M.; Koevary, S.B. Comprehensive Review of the Effects of Diabetes on Ocular Health. Expert Rev. Ophthalmol. 2010, 5, 557–577. [Google Scholar] [CrossRef]
  5. Schultz, R.O.; Van Horn, D.L.; Peters, M.A.; Klewin, K.M.; Schutten, W.H. Diabetic keratopathy. Trans. Am. Ophthalmol. Soc. 1981, 79, 180–199. [Google Scholar]
  6. Eghrari, A.O.; Riazuddin, S.A.; Gottsch, J.D. Overview of the Cornea: Structure, Function, and Development. Prog. Mol. Biol. Transl. Sci. 2015, 134, 7–23. [Google Scholar] [CrossRef]
  7. Shaheen, B.S.; Bakir, M.; Jain, S. Corneal nerves in health and disease. Surv. Ophthalmol. 2014, 59, 263–285. [Google Scholar] [CrossRef]
  8. DelMonte, D.W.; Kim, T. Anatomy and physiology of the cornea. J. Cataract. Refract. Surg. 2011, 37, 588–598. [Google Scholar] [CrossRef]
  9. Maurice, D.M. The structure and transparency of the cornea. J. Physiol. 1957, 136, 263–286. [Google Scholar] [CrossRef]
  10. Torricelli, A.A.; Singh, V.; Santhiago, M.R.; Wilson, S.E. The corneal epithelial basement membrane: Structure, function, and disease. Investig. Ophthalmol. Vis. Sci. 2013, 54, 6390–6400. [Google Scholar] [CrossRef]
  11. Ban, Y.; Dota, A.; Cooper, L.J.; Fullwood, N.J.; Nakamura, T.; Tsuzuki, M.; Mochida, C.; Kinoshita, S. Tight junction-related protein expression and distribution in human corneal epithelium. Exp. Eye Res. 2003, 76, 663–669. [Google Scholar] [CrossRef]
  12. Tseng, S.C.; He, H.; Zhang, S.; Chen, S.Y. Niche Regulation of Limbal Epithelial Stem Cells: Relationship between Inflammation and Regeneration. Ocul. Surf. 2016, 14, 100–112. [Google Scholar] [CrossRef] [PubMed]
  13. Wilson, S.E.; Hong, J.W. Bowman’s layer structure and function: Critical or dispensable to corneal function? A hypothesis. Cornea 2000, 19, 417–420. [Google Scholar] [CrossRef] [PubMed]
  14. Wilson, S.E. Bowman’s layer in the cornea- structure and function and regeneration. Exp. Eye Res. 2020, 195, 108033. [Google Scholar] [CrossRef] [PubMed]
  15. Dewitt, E.N. The Histopathology of Bowman’s Membrane. Trans. Am. Ophthalmol. Soc. 1931, 29, 461–485. [Google Scholar]
  16. Bron, A.J. The architecture of the corneal stroma. Br. J. Ophthalmol. 2001, 85, 379–381. [Google Scholar] [CrossRef]
  17. Quantock, A.J.; Young, R.D. Development of the corneal stroma, and the collagen-proteoglycan associations that help define its structure and function. Dev. Dyn. 2008, 237, 2607–2621. [Google Scholar] [CrossRef]
  18. West-Mays, J.A.; Dwivedi, D.J. The keratocyte: Corneal stromal cell with variable repair phenotypes. Int. J. Biochem. Cell Biol. 2006, 38, 1625–1631. [Google Scholar] [CrossRef]
  19. Jester, J.V.; Moller-Pedersen, T.; Huang, J.; Sax, C.M.; Kays, W.T.; Cavangh, H.D.; Petroll, W.M.; Piatigorsky, J. The cellular basis of corneal transparency: Evidence for ‘corneal crystallins’. J. Cell Sci. 1999, 112 Pt 5, 613–622. [Google Scholar] [CrossRef]
  20. Wilson, S.E. Corneal wound healing. Exp. Eye Res. 2020, 197, 108089. [Google Scholar] [CrossRef]
  21. Rocher, M.; Robert, P.Y.; Desmoulière, A. The myofibroblast, biological activities and roles in eye repair and fibrosis. A focus on healing mechanisms in avascular cornea. Eye 2020, 34, 232–240. [Google Scholar] [CrossRef]
  22. Marfurt, C.F.; Cox, J.; Deek, S.; Dvorscak, L. Anatomy of the human corneal innervation. Exp. Eye Res. 2010, 90, 478–492. [Google Scholar] [CrossRef]
  23. Dua, H.S.; Freitas, R.; Mohammed, I.; Ting, D.S.J.; Said, D.G. The pre-Descemet’s layer (Dua’s layer, also known as the Dua-Fine layer and the pre-posterior limiting lamina layer): Discovery, characterisation, clinical and surgical applications, and the controversy. Prog. Retin. Eye Res. 2023, 97, 101161. [Google Scholar] [CrossRef] [PubMed]
  24. Timpl, R.; Brown, J.C. Supramolecular assembly of basement membranes. Bioessays 1996, 18, 123–132. [Google Scholar] [CrossRef] [PubMed]
  25. Bahn, C.F.; Falls, H.F.; Varley, G.A.; Meyer, R.F.; Edelhauser, H.F.; Bourne, W.M. Classification of corneal endothelial disorders based on neural crest origin. Ophthalmology 1984, 91, 558–563. [Google Scholar] [CrossRef] [PubMed]
  26. Verkman, A.S. Role of aquaporin water channels in eye function. Exp. Eye Res. 2003, 76, 137–143. [Google Scholar] [CrossRef]
  27. Klyce, S.D. 12. Endothelial pump and barrier function. Exp. Eye Res. 2020, 198, 108068. [Google Scholar] [CrossRef]
  28. Joyce, N.C. Proliferative capacity of corneal endothelial cells. Exp. Eye Res. 2012, 95, 16–23. [Google Scholar] [CrossRef]
  29. Sheng, H.; Bullimore, M.A. Factors affecting corneal endothelial morphology. Cornea 2007, 26, 520–525. [Google Scholar] [CrossRef]
  30. Nentwich, M.M.; Ulbig, M.W. Diabetic retinopathy—Ocular complications of diabetes mellitus. World J. Diabetes 2015, 6, 489–499. [Google Scholar] [CrossRef]
  31. Bikbova, G.; Oshitari, T.; Tawada, A.; Yamamoto, S. Corneal changes in diabetes mellitus. Curr. Diabetes Rev. 2012, 8, 294–302. [Google Scholar] [CrossRef]
  32. Shah, R.; Amador, C.; Tormanen, K.; Ghiam, S.; Saghizadeh, M.; Arumugaswami, V.; Kumar, A.; Kramerov, A.A.; Ljubimov, A.V. Systemic diseases and the cornea. Exp. Eye Res. 2021, 204, 108455. [Google Scholar] [CrossRef] [PubMed]
  33. Chen, W.L.; Lin, C.T.; Ko, P.S.; Yeh, P.T.; Kuan, Y.H.; Hu, F.R.; Yang, C.M. In vivo confocal microscopic findings of corneal wound healing after corneal epithelial debridement in diabetic vitrectomy. Ophthalmology 2009, 116, 1038–1047. [Google Scholar] [CrossRef] [PubMed]
  34. Kabosova, A.; Kramerov, A.A.; Aoki, A.M.; Murphy, G.; Zieske, J.D.; Ljubimov, A.V. Human diabetic corneas preserve wound healing, basement membrane, integrin and MMP-10 differences from normal corneas in organ culture. Exp. Eye Res. 2003, 77, 211–217. [Google Scholar] [CrossRef]
  35. Yu, F.S.; Yin, J.; Lee, P.; Hwang, F.S.; McDermott, M. Sensory nerve regeneration after epithelium wounding in normal and diabetic cornea. Expert. Rev. Ophthalmol. 2015, 10, 383–392. [Google Scholar] [CrossRef]
  36. Kaji, Y. Prevention of diabetic keratopathy. Br. J. Ophthalmol. 2005, 89, 254–255. [Google Scholar] [CrossRef]
  37. Sellers, E.A.; Clark, I.; Tavakoli, M.; Dean, H.J.; McGavock, J.; Malik, R.A. The acceptability and feasibility of corneal confocal microscopy to detect early diabetic neuropathy in children: A pilot study. Diabet. Med. 2013, 30, 630–631. [Google Scholar] [CrossRef]
  38. NaPier, E.; Camacho, M.; McDevitt, T.F.; Sweeney, A.R. Neurotrophic keratopathy: Current challenges and future prospects. Ann. Med. 2022, 54, 666–673. [Google Scholar] [CrossRef]
  39. Zhou, Q.; Yang, L.; Wang, Q.; Li, Y.; Wei, C.; Xie, L. Mechanistic investigations of diabetic ocular surface diseases. Front. Endocrinol. 2022, 13, 1079541. [Google Scholar] [CrossRef]
  40. Ljubimov, A.V. Diabetic complications in the cornea. Vision Res. 2017, 139, 138–152. [Google Scholar] [CrossRef]
  41. Wang, F.; Gao, N.; Yin, J.; Yu, F.S. Reduced innervation and delayed re-innervation after epithelial wounding in type 2 diabetic Goto-Kakizaki rats. Am. J. Pathol. 2012, 181, 2058–2066. [Google Scholar] [CrossRef]
  42. Xu, K.P.; Li, Y.; Ljubimov, A.V.; Yu, F.S. High glucose suppresses epidermal growth factor receptor/phosphatidylinositol 3-kinase/Akt signaling pathway and attenuates corneal epithelial wound healing. Diabetes 2009, 58, 1077–1085. [Google Scholar] [CrossRef]
  43. Yeung, A.; Dwarakanathan, S. Diabetic keratopathy. Dis. Mon. 2021, 67, 101135. [Google Scholar] [CrossRef]
  44. Sayin, N.; Kara, N.; Pekel, G. Ocular complications of diabetes mellitus. World J. Diabetes 2015, 6, 92–108. [Google Scholar] [CrossRef]
  45. Vieira-Potter, V.J.; Karamichos, D.; Lee, D.J. Ocular Complications of Diabetes and Therapeutic Approaches. Biomed. Res. Int. 2016, 2016, 3801570. [Google Scholar] [CrossRef] [PubMed]
  46. Lutty, G.A. Effects of diabetes on the eye. Investig. Ophthalmol. Vis. Sci. 2013, 54, Orsf81–Orsf87. [Google Scholar] [CrossRef]
  47. Negi, A.; Vernon, S.A. An overview of the eye in diabetes. J. R. Soc. Med. 2003, 96, 266–272. [Google Scholar] [CrossRef]
  48. Priyadarsini, S.; Whelchel, A.; Nicholas, S.; Sharif, R.; Riaz, K.; Karamichos, D. Diabetic keratopathy: Insights and challenges. Surv. Ophthalmol. 2020, 65, 513–529. [Google Scholar] [CrossRef] [PubMed]
  49. Busted, N.; Olsen, T.; Schmitz, O. Clinical observations on the corneal thickness and the corneal endothelium in diabetes mellitus. Br. J. Ophthalmol. 1981, 65, 687–690. [Google Scholar] [CrossRef]
  50. Lee, J.S.; Oum, B.S.; Choi, H.Y.; Lee, J.E.; Cho, B.M. Differences in corneal thickness and corneal endothelium related to duration in diabetes. Eye 2006, 20, 315–318. [Google Scholar] [CrossRef]
  51. Murphy, P.J.; Patel, S.; Kong, N.; Ryder, R.E.; Marshall, J. Noninvasive assessment of corneal sensitivity in young and elderly diabetic and nondiabetic subjects. Investig. Ophthalmol. Vis. Sci. 2004, 45, 1737–1742. [Google Scholar] [CrossRef]
  52. Didenko, T.N.; Smoliakova, G.P.; Sorokin, E.L.; Egorov, V.V. Clinical and pathogenetic features of neurotrophic corneal disorders in diabetes. Vestn. Oftalmol. 1999, 115, 7–11. [Google Scholar]
  53. Han, S.B.; Yang, H.K.; Hyon, J.Y. Influence of diabetes mellitus on anterior segment of the eye. Clin. Interv. Aging 2019, 14, 53–63. [Google Scholar] [CrossRef]
  54. Millodot, M.; Owens, H. The influence of age on the fragility of the cornea. Acta Ophthalmol 1984, 62, 819–824. [Google Scholar] [CrossRef]
  55. Spadea, L.; Paroli, M.P. Laser refractive surgery in diabetic patients: A review of the literature. Clin. Ophthalmol. 2012, 6, 1775–1783. [Google Scholar] [CrossRef]
  56. Sitompul, R. Corneal Sensitivity as a Potential Marker of Diabetic Neuropathy. Acta Med. Indones. 2017, 49, 166–172. [Google Scholar]
  57. Goldich, Y.; Barkana, Y.; Gerber, Y.; Rasko, A.; Morad, Y.; Harstein, M.; Avni, I.; Zadok, D. Effect of diabetes mellitus on biomechanical parameters of the cornea. J. Cataract. Refract. Surg. 2009, 35, 715–719. [Google Scholar] [CrossRef]
  58. Karamichos, D.; Brown, R.A.; Mudera, V. Collagen stiffness regulates cellular contraction and matrix remodeling gene expression. J. Biomed. Mater. Res. A 2007, 83, 887–894. [Google Scholar] [CrossRef] [PubMed]
  59. Kotecha, A.; Oddone, F.; Sinapis, C.; Elsheikh, A.; Sinapis, D.; Sinapis, A.; Garway-Heath, D.F. Corneal biomechanical characteristics in patients with diabetes mellitus. J. Cataract. Refract. Surg. 2010, 36, 1822–1828. [Google Scholar] [CrossRef] [PubMed]
  60. Sánchez-Thorin, J.C. The cornea in diabetes mellitus. Int. Ophthalmol. Clin. 1998, 38, 19–36. [Google Scholar] [CrossRef] [PubMed]
  61. Friend, J.; Ishii, Y.; Thoft, R.A. Corneal epithelial changes in diabetic rats. Ophthalmic Res. 1982, 14, 269–278. [Google Scholar] [CrossRef]
  62. Zagon, I.S.; Sassani, J.W.; McLaughlin, P.J. Insulin treatment ameliorates impaired corneal reepithelialization in diabetic rats. Diabetes 2006, 55, 1141–1147. [Google Scholar] [CrossRef]
  63. Wilson, S.E.; Liu, J.J.; Mohan, R.R. Stromal-epithelial interactions in the cornea. Prog. Retin. Eye Res. 1999, 18, 293–309. [Google Scholar] [CrossRef]
  64. Wirostko, B.; Rafii, M.; Sullivan, D.A.; Morelli, J.; Ding, J. Novel Therapy to Treat Corneal Epithelial Defects: A Hypothesis with Growth Hormone. Ocul. Surf. 2015, 13, 204–212.e201. [Google Scholar] [CrossRef] [PubMed]
  65. Zieske, J.D. Extracellular matrix and wound healing. Curr. Opin. Ophthalmol. 2001, 12, 237–241. [Google Scholar] [CrossRef] [PubMed]
  66. Del Buey, M.A.; Casas, P.; Caramello, C.; López, N.; de la Rica, M.; Subirón, A.B.; Lanchares, E.; Huerva, V.; Grzybowski, A.; Ascaso, F.J. An Update on Corneal Biomechanics and Architecture in Diabetes. J. Ophthalmol. 2019, 2019, 7645352. [Google Scholar] [CrossRef] [PubMed]
  67. Zhu, L.; Titone, R.; Robertson, D.M. The impact of hyperglycemia on the corneal epithelium: Molecular mechanisms and insight. Ocul. Surf. 2019, 17, 644–654. [Google Scholar] [CrossRef]
  68. Reins, R.Y.; Hanlon, S.D.; Magadi, S.; McDermott, A.M. Effects of Topically Applied Vitamin D during Corneal Wound Healing. PLoS ONE 2016, 11, e0152889. [Google Scholar] [CrossRef]
  69. Inoue, K.; Kato, S.; Inoue, Y.; Amano, S.; Oshika, T. The corneal endothelium and thickness in type II diabetes mellitus. Jpn. J. Ophthalmol. 2002, 46, 65–69. [Google Scholar] [CrossRef]
  70. Milner, M.S.; Beckman, K.A.; Luchs, J.I.; Allen, Q.B.; Awdeh, R.M.; Berdahl, J.; Boland, T.S.; Buznego, C.; Gira, J.P.; Goldberg, D.F.; et al. Dysfunctional tear syndrome: Dry eye disease and associated tear film disorders—New strategies for diagnosis and treatment. Curr. Opin. Ophthalmol. 2017, 27 (Suppl. S1), 3–47. [Google Scholar] [CrossRef]
  71. Dogru, M.; Okada, N.; Asano-Kato, N.; Tanaka, M.; Igarashi, A.; Takano, Y.; Fukagawa, K.; Shimazaki, J.; Tsubota, K.; Fujishima, H. Atopic ocular surface disease: Implications on tear function and ocular surface mucins. Cornea 2005, 24 (Suppl. S8), S18–S23. [Google Scholar] [CrossRef] [PubMed]
  72. Zhang, X.; Zhao, L.; Deng, S.; Sun, X.; Wang, N. Dry Eye Syndrome in Patients with Diabetes Mellitus: Prevalence, Etiology, and Clinical Characteristics. J. Ophthalmol. 2016, 2016, 8201053. [Google Scholar] [CrossRef] [PubMed]
  73. Georgakopoulos, C.D.; Makri, O.E.; Pagoulatos, D.; Vasilakis, P.; Peristeropoulou, P.; Kouli, V.; Eliopoulou, M.I.; Psachoulia, C. Effect of Omega-3 Fatty Acids Dietary Supplementation on Ocular Surface and Tear Film in Diabetic Patients with Dry Eye. J. Am. Coll. Nutr. 2017, 36, 38–43. [Google Scholar] [CrossRef] [PubMed]
  74. De Stefano, V.S.; Dupps, W.J., Jr. Biomechanical Diagnostics of the Cornea. Int. Ophthalmol. Clin. 2017, 57, 75–86. [Google Scholar] [CrossRef] [PubMed]
  75. Zou, C.; Wang, S.; Huang, F.; Zhang, Y.A. Advanced glycation end products and ultrastructural changes in corneas of long-term streptozotocin-induced diabetic monkeys. Cornea 2012, 31, 1455–1459. [Google Scholar] [CrossRef]
  76. Módis, L., Jr.; Szalai, E.; Kertész, K.; Kemény-Beke, A.; Kettesy, B.; Berta, A. Evaluation of the corneal endothelium in patients with diabetes mellitus type I and II. Histol. Histopathol. 2010, 25, 1531–1537. [Google Scholar] [CrossRef]
  77. Yu, F.X.; Lee, P.S.Y.; Yang, L.; Gao, N.; Zhang, Y.; Ljubimov, A.V.; Yang, E.; Zhou, Q.; Xie, L. The impact of sensory neuropathy and inflammation on epithelial wound healing in diabetic corneas. Prog. Retin. Eye Res. 2022, 89, 101039. [Google Scholar] [CrossRef]
  78. Buonfiglio, F.; Wasielica-Poslednik, J.; Pfeiffer, N.; Gericke, A. Diabetic Keratopathy: Redox Signaling Pathways and Therapeutic Prospects. Antioxidants 2024, 13, 120. [Google Scholar] [CrossRef]
  79. Furuyama, A.; Hosokawa, T.; Mochitate, K. Interleukin-1beta and tumor necrosis factor-alpha have opposite effects on fibroblasts and epithelial cells during basement membrane formation. Matrix Biol. 2008, 27, 429–440. [Google Scholar] [CrossRef]
  80. Dai, J.; Shen, J.; Chai, Y.; Chen, H. IL-1β Impaired Diabetic Wound Healing by Regulating MMP-2 and MMP-9 through the p38 Pathway. Mediat. Inflamm. 2021, 2021, 6645766. [Google Scholar] [CrossRef]
  81. Chen, S.; Barnstable, C.J.; Zhang, X.; Li, X.; Zhao, S.; Tombran-Tink, J. A PEDF peptide mimetic effectively relieves dry eye in a diabetic murine model by restoring corneal nerve, barrier, and lacrimal gland function. Ocul. Surf. 2024, 32, 1–12. [Google Scholar] [CrossRef]
  82. Peterson, C.; Chandler, H.L. Insulin facilitates corneal wound healing in the diabetic environment through the RTK-PI3K/Akt/mTOR axis in vitro. Mol. Cell Endocrinol. 2022, 548, 111611. [Google Scholar] [CrossRef]
  83. Pflugfelder, S.C.; Massaro-Giordano, M.; Perez, V.L.; Hamrah, P.; Deng, S.X.; Espandar, L.; Foster, C.S.; Affeldt, J.; Seedor, J.A.; Afshari, N.A.; et al. Topical Recombinant Human Nerve Growth Factor (Cenegermin) for Neurotrophic Keratopathy: A Multicenter Randomized Vehicle-Controlled Pivotal Trial. Ophthalmology 2020, 127, 14–26. [Google Scholar] [CrossRef] [PubMed]
  84. Edmondson, R.; Broglie, J.J.; Adcock, A.F.; Yang, L. Three-dimensional cell culture systems and their applications in drug discovery and cell-based biosensors. Assay. Drug Dev. Technol. 2014, 12, 207–218. [Google Scholar] [CrossRef] [PubMed]
  85. Duval, K.; Grover, H.; Han, L.H.; Mou, Y.; Pegoraro, A.F.; Fredberg, J.; Chen, Z. Modeling Physiological Events in 2D vs. 3D Cell Culture. Physiology 2017, 32, 266–277. [Google Scholar] [CrossRef]
  86. Baker, B.M.; Chen, C.S. Deconstructing the third dimension: How 3D culture microenvironments alter cellular cues. J. Cell Sci. 2012, 125 Pt 13, 3015–3024. [Google Scholar] [CrossRef]
  87. Bonnier, F.; Keating, M.E.; Wróbel, T.P.; Majzner, K.; Baranska, M.; Garcia-Munoz, A.; Blanco, A.; Byrne, H.J. Cell viability assessment using the Alamar blue assay: A comparison of 2D and 3D cell culture models. Toxicol. Vitr. 2015, 29, 124–131. [Google Scholar] [CrossRef]
  88. Shiju, T.M.; Carlos de Oliveira, R.; Wilson, S.E. 3D in vitro corneal models: A review of current technologies. Exp. Eye Res. 2020, 200, 108213. [Google Scholar] [CrossRef]
  89. McKay, T.B.; Ford, A.; Wang, S.; Cairns, D.M.; Parker, R.N.; Deardorff, P.M.; Ghezzi, C.E.; Kaplan, D.L. Assembly and Application of a Three-Dimensional Human Corneal Tissue Model. Curr. Protoc. Toxicol. 2019, 81, e84. [Google Scholar] [CrossRef]
  90. Guo, X.; Hutcheon, A.E.; Melotti, S.A.; Zieske, J.D.; Trinkaus-Randall, V.; Ruberti, J.W. Morphologic characterization of organized extracellular matrix deposition by ascorbic acid-stimulated human corneal fibroblasts. Investig. Ophthalmol. Vis. Sci. 2007, 48, 4050–4060. [Google Scholar] [CrossRef]
  91. Sharif, R.; Priyadarsini, S.; Rowsey, T.G.; Ma, J.X.; Karamichos, D. Corneal Tissue Engineering: An In Vitro Model of the Stromal-nerve Interactions of the Human Cornea. J. Vis. Exp. 2018, 131, 56308. [Google Scholar] [CrossRef]
  92. Deardorff, P.M.; McKay, T.B.; Wang, S.; Ghezzi, C.E.; Cairns, D.M.; Abbott, R.D.; Funderburgh, J.L.; Kenyon, K.R.; Kaplan, D.L. Modeling Diabetic Corneal Neuropathy in a 3D In Vitro Cornea System. Sci. Rep. 2018, 8, 17294. [Google Scholar] [CrossRef]
  93. Lawrence, B.D.; Marchant, J.K.; Pindrus, M.A.; Omenetto, F.G.; Kaplan, D.L. Silk film biomaterials for cornea tissue engineering. Biomaterials 2009, 30, 1299–1308. [Google Scholar] [CrossRef]
  94. Roeder, B.A.; Kokini, K.; Sturgis, J.E.; Robinson, J.P.; Voytik-Harbin, S.L. Tensile mechanical properties of three-dimensional type I collagen extracellular matrices with varied microstructure. J. Biomech. Eng. 2002, 124, 214–222. [Google Scholar] [CrossRef]
  95. Jin, H.-J.; Park, J.; Karageorgiou, V.; Kim, U.-J.; Valluzzi, R.; Cebe, P.; Kaplan, D.L. Water-Stable Silk Films with Reduced β-Sheet Content. Adv. Funct. Mater. 2005, 15, 1241–1247. [Google Scholar] [CrossRef]
  96. Horan, R.L.; Antle, K.; Collette, A.L.; Wang, Y.; Huang, J.; Moreau, J.E.; Volloch, V.; Kaplan, D.L.; Altman, G.H. In vitro degradation of silk fibroin. Biomaterials 2005, 26, 3385–3393. [Google Scholar] [CrossRef] [PubMed]
  97. Wang, S.; Ghezzi, C.E.; Gomes, R.; Pollard, R.E.; Funderburgh, J.L.; Kaplan, D.L. In vitro 3D corneal tissue model with epithelium, stroma, and innervation. Biomaterials 2017, 112, 1–9. [Google Scholar] [CrossRef] [PubMed]
  98. Wang, S.; Ghezzi, C.E.; White, J.D.; Kaplan, D.L. Coculture of dorsal root ganglion neurons and differentiated human corneal stromal stem cells on silk-based scaffolds. J. Biomed. Mater. Res. A 2015, 103, 3339–3348. [Google Scholar] [CrossRef]
  99. Wu, J.; Rnjak-Kovacina, J.; Du, Y.; Funderburgh, M.L.; Kaplan, D.L.; Funderburgh, J.L. Corneal stromal bioequivalents secreted on patterned silk substrates. Biomaterials 2014, 35, 3744–3755. [Google Scholar] [CrossRef]
  100. Blanco-Mezquita, T.; Martinez-Garcia, C.; Proença, R.; Zieske, J.D.; Bonini, S.; Lambiase, A.; Merayo-Lloves, J. Nerve growth factor promotes corneal epithelial migration by enhancing expression of matrix metalloprotease-9. Investig. Ophthalmol. Vis. Sci. 2013, 54, 3880–3890. [Google Scholar] [CrossRef]
  101. Sato, T.; Vries, R.G.; Snippert, H.J.; van de Wetering, M.; Barker, N.; Stange, D.E.; van Es, J.H.; Abo, A.; Kujala, P.; Peters, P.J.; et al. Single Lgr5 stem cells build crypt-villus structures in vitro without a mesenchymal niche. Nature 2009, 459, 262–265. [Google Scholar] [CrossRef]
  102. Lancaster, M.A.; Knoblich, J.A. Organogenesis in a dish: Modeling development and disease using organoid technologies. Science 2014, 345, 1247125. [Google Scholar] [CrossRef]
  103. Fatehullah, A.; Tan, S.H.; Barker, N. Organoids as an in vitro model of human development and disease. Nat. Cell Biol. 2016, 18, 246–254. [Google Scholar] [CrossRef]
  104. Zhao, Z.; Chen, X.; Dowbaj, A.M.; Sljukic, A.; Bratlie, K.; Lin, L.; Fong, E.L.S.; Balachander, G.M.; Chen, Z.; Soragni, A.; et al. Organoids. Nat. Rev. Methods Primers 2022, 2, 94. [Google Scholar] [CrossRef] [PubMed]
  105. Tang, X.Y.; Wu, S.; Wang, D.; Chu, C.; Hong, Y.; Tao, M.; Hu, H.; Xu, M.; Guo, X.; Liu, Y. Human organoids in basic research and clinical applications. Signal Transduct. Target. Ther. 2022, 7, 168. [Google Scholar] [CrossRef] [PubMed]
  106. Chen, P.; Zhang, X.; Ding, R.; Yang, L.; Lyu, X.; Zeng, J.; Lei, J.H.; Wang, L.; Bi, J.; Shao, N.; et al. Patient-Derived Organoids Can Guide Personalized-Therapies for Patients with Advanced Breast Cancer. Adv. Sci. 2021, 8, e2101176. [Google Scholar] [CrossRef] [PubMed]
  107. Choi, W.H.; Bae, D.H.; Yoo, J. Current status and prospects of organoid-based regenerative medicine. BMB Rep. 2023, 56, 10–14. [Google Scholar] [CrossRef]
  108. Jalan-Sakrikar, N.; Brevini, T.; Huebert, R.C.; Sampaziotis, F. Organoids and regenerative hepatology. Hepatology 2023, 77, 305–322. [Google Scholar] [CrossRef]
  109. Lu, C.; Le, Q. Advances in Organoid Technology: A Focus on Corneal Limbal Organoids. Stem Cell Rev. Rep. 2024, 20, 1227–1235. [Google Scholar] [CrossRef]
  110. Foster, J.W.; Wahlin, K.; Adams, S.M.; Birk, D.E.; Zack, D.J.; Chakravarti, S. Cornea organoids from human induced pluripotent stem cells. Sci. Rep. 2017, 7, 41286. [Google Scholar] [CrossRef]
  111. Higa, K.; Higuchi, J.; Kimoto, R.; Miyashita, H.; Shimazaki, J.; Tsubota, K.; Shimmura, S. Human corneal limbal organoids maintaining limbal stem cell niche function. Stem Cell Res. 2020, 49, 102012. [Google Scholar] [CrossRef] [PubMed]
  112. Higa, K.; Ishiwata, M.; Kimoto, R.; Hirayama, M.; Yamaguchi, T.; Shimmura, S. Human corneal organoid has a limbal function that supplies epithelium to the cornea with limbal deficiency. Regen. Ther. 2025, 29, 247–253. [Google Scholar] [CrossRef] [PubMed]
  113. Susaimanickam, P.J.; Maddileti, S.; Pulimamidi, V.K.; Boyinpally, S.R.; Naik, R.R.; Naik, M.N.; Reddy, G.B.; Sangwan, V.S.; Mariappan, I. Generating minicorneal organoids from human induced pluripotent stem cells. Development 2017, 144, 2338–2351. [Google Scholar] [CrossRef] [PubMed]
  114. Eriksen, A.Z.; Møller, R.; Makovoz, B.; Uhl, S.A.; tenOever, B.R.; Blenkinsop, T.A. SARS-CoV-2 infects human adult donor eyes and hESC-derived ocular epithelium. Cell Stem Cell 2021, 28, 1205–1220.e7. [Google Scholar] [CrossRef]
  115. Armstrong, L.; Collin, J.; Mostafa, I.; Queen, R.; Figueiredo, F.C.; Lako, M. In the eye of the storm: SARS-CoV-2 infection and replication at the ocular surface? Stem Cells Transl. Med. 2021, 10, 976–986. [Google Scholar] [CrossRef]
  116. Van Meenen, J.; Dhubhghaill, S.N.; Bogerd, B.V.D.; Koppen, C. An Overview of Advanced In Vitro Corneal Models: Implications for Pharmacological Testing. Tissue Eng. Part B Rev. 2022, 28, 506–516. [Google Scholar] [CrossRef]
  117. Foster, J.W.; Wahlin, K.J.; Chakravarti, S. A Guide to the Development of Human CorneaOrganoids from Induced Pluripotent Stem Cells in Culture. Methods Mol. Biol. 2020, 2145, 51–58. [Google Scholar] [CrossRef]
  118. Wan, X.; Gu, J.; Zhou, X.; Le, Q.; Wang, J.; Xin, C.; Chen, Z.; He, Y.; Hong, J. Establishment of human corneal epithelial organoids for ex vivo modelling dry eye disease. Cell Prolif. 2024, 57, e13704. [Google Scholar] [CrossRef]
  119. Isla-Magrané, H.; Veiga, A.; García-Arumí, J.; Duarri, A. Multiocular organoids from human induced pluripotent stem cells displayed retinal, corneal, and retinal pigment epithelium lineages. Stem Cell Res. Ther. 2021, 12, 581. [Google Scholar] [CrossRef]
  120. Kobayashi, Y.; Hayashi, R.; Shibata, S.; Quantock, A.J.; Nishida, K. Ocular surface ectoderm instigated by WNT inhibition and BMP4. Stem Cell Res. 2020, 46, 101868. [Google Scholar] [CrossRef]
  121. Merjava, S.; Neuwirth, A.; Tanzerova, M.; Jirsova, K. The spectrum of cytokeratins expressed in the adult human cornea, limbus and perilimbal conjunctiva. Histol. Histopathol. 2011, 26, 323–331. [Google Scholar] [CrossRef] [PubMed]
  122. Turner, H.C.; Budak, M.T.; Akinci, M.A.; Wolosin, J.M. Comparative analysis of human conjunctival and corneal epithelial gene expression with oligonucleotide microarrays. Investig. Ophthalmol. Vis. Sci. 2007, 48, 2050–2061. [Google Scholar] [CrossRef] [PubMed]
  123. Kim, M.; Choi, K.; Lin, A.; Kim, J. Current and Future Cornea Chip Models for Advancing Ophthalmic Research and Therapeutics. Adv. Biol. 2025, 9, e2400571. [Google Scholar] [CrossRef] [PubMed]
  124. Islam, M.M.; Saha, A.; Trisha, F.A.; Gonzalez-Andrades, M.; Patra, H.K.; Griffith, M.; Chodosh, J.; Rajaiya, J. An in vitro 3-dimensional Collagen-based Corneal Construct with Innervation Using Human Corneal Cell Lines. Ophthalmol. Sci. 2024, 4, 100544. [Google Scholar] [CrossRef]
  125. Bonneau, N.; Potey, A.; Vitoux, M.A.; Magny, R.; Guerin, C.; Baudouin, C.; Peyrin, J.M.; Brignole-Baudouin, F.; Réaux-Le Goazigo, A. Corneal neuroepithelial compartmentalized microfluidic chip model for evaluation of toxicity-induced dry eye. Ocul. Surf. 2023, 30, 307–319. [Google Scholar] [CrossRef]
  126. Mörö, A.; Samanta, S.; Honkamäki, L.; Rangasami, V.K.; Puistola, P.; Kauppila, M.; Narkilahti, S.; Miettinen, S.; Oommen, O.; Skottman, H. Hyaluronic acid based next generation bioink for 3D bioprinting of human stem cell derived corneal stromal model with innervation. Biofabrication 2022, 15, 015020. [Google Scholar] [CrossRef]
  127. Priyadarsini, S.; Sarker-Nag, A.; Rowsey, T.G.; Ma, J.X.; Karamichos, D. Establishment of a 3D In Vitro Model to Accelerate the Development of Human Therapies against Corneal Diabetes. PLoS ONE 2016, 11, e0168845. [Google Scholar] [CrossRef]
  128. Maugeri, G.; D’Amico, A.G.; Saccone, S.; Bruno, F.; Pricoco, E.; Scollo, D.; Avitabile, T.; Longo, A.; D’Agata, V. Modeling diabetic epitheliopathy using 3D-Organotypic corneal epithelium. Transl. Res. 2025, 280, 55–63. [Google Scholar] [CrossRef]
  129. Cui, Z.; Li, X.; Ou, Y.; Sun, X.; Gu, J.; Ding, C.; Yu, Z.; Guo, Y.; Liang, Y.; Mao, S.; et al. Novel full-thickness biomimetic corneal model for studying pathogenesis and treatment of diabetic keratopathy. Mater. Today Bio 2025, 30, 101409. [Google Scholar] [CrossRef]
  130. Wilson, S.E.; Esposito, A. Focus on molecules: Interleukin-1: A master regulator of the corneal response to injury. Exp. Eye Res. 2009, 89, 124–125. [Google Scholar] [CrossRef]
  131. Yan, C.; Gao, N.; Sun, H.; Yin, J.; Lee, P.; Zhou, L.; Fan, X.; Yu, F.S. Targeting Imbalance between IL-1β and IL-1 Receptor Antagonist Ameliorates Delayed Epithelium Wound Healing in Diabetic Mouse Corneas. Am. J. Pathol. 2016, 186, 1466–1480. [Google Scholar] [CrossRef]
  132. Kaluzhny, Y.; Kinuthia, M.W.; Lapointe, A.M.; Truong, T.; Klausner, M.; Hayden, P. Oxidative stress in corneal injuries of different origin: Utilization of 3D human corneal epithelial tissue model. Exp. Eye Res. 2020, 190, 107867. [Google Scholar] [CrossRef]
  133. Priyadarsini, S.; Rowsey, T.G.; Ma, J.X.; Karamichos, D. Unravelling the stromal-nerve interactions in the human diabetic cornea. Exp. Eye Res. 2017, 164, 22–30. [Google Scholar] [CrossRef]
  134. Encinas, M.; Iglesias, M.; Liu, Y.; Wang, H.; Muhaisen, A.; Ceña, V.; Gallego, C.; Comella, J.X. Sequential treatment of SH-SY5Y cells with retinoic acid and brain-derived neurotrophic factor gives rise to fully differentiated, neurotrophic factor-dependent, human neuron-like cells. J. Neurochem. 2000, 75, 991–1003. [Google Scholar] [CrossRef]
Figure 1. Structural and inflammatory alterations of the diabetic cornea compared to the healthy cornea: The healthy cornea shows an orderly and correctly stratified structure, with regularly distributed epithelial cells. The corneal nerves (in green) appear intact, suggesting normal innervation and corneal sensitivity. Eye hydration is normal, guaranteed by adequate tear film. The diabetic cornea is subject to oxidative stress, contributing to the reduction in the tear film, leading to dry eye. The epithelium shows signs of cellular damage, compromised corneal nerves (yellow–red), and stromal inflammation. This figure was created with BioRender (https://BioRender.com).
Figure 1. Structural and inflammatory alterations of the diabetic cornea compared to the healthy cornea: The healthy cornea shows an orderly and correctly stratified structure, with regularly distributed epithelial cells. The corneal nerves (in green) appear intact, suggesting normal innervation and corneal sensitivity. Eye hydration is normal, guaranteed by adequate tear film. The diabetic cornea is subject to oxidative stress, contributing to the reduction in the tear film, leading to dry eye. The epithelium shows signs of cellular damage, compromised corneal nerves (yellow–red), and stromal inflammation. This figure was created with BioRender (https://BioRender.com).
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Figure 2. Morphology and functions of the healthy cornea. Schematic and histological image show the main layers of the cornea.
Figure 2. Morphology and functions of the healthy cornea. Schematic and histological image show the main layers of the cornea.
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Table 1. Corneal complications associated with diabetes mellitus.
Table 1. Corneal complications associated with diabetes mellitus.
ComplicationDescription and Main MechanismsReferences
Increased corneal thickness (CCT)Observed in diabetic patients, especially those with long-standing disease. Caused by stromal edema, epithelial and endothelial dysfunction, AGE formation, and chronic hyperglycemia. Associated with high HbA1c, hyperglycemia, and retinal complications.[2,4,48,49]
Reduced corneal sensitivityDue to degeneration of corneal nerve fibers. Impairs epithelial integrity and healing. Associated with prolonged and recurrent lesions.[4,10,50,51,52,53,54,55]
Corneal erosionsCaused by epithelial barrier dysfunction and reduced by regeneration. Increased risk of infection. May cause stromal disorganization and corneal thinning.[4,56,57,58,59]
Epithelial defects and impaired wound healingHigh susceptibility to erosions and ulcerations, with delayed healing. Can lead to scarring, visual acuity loss, and neovascularization. [32,33,39,40,59,60,61,62,63,64,65,66]
Reduced cell densityDisruption in balance of proliferation, differentiation, and death. Increased risk of infections and erosions. Basal epithelial cell density reduced, likely due to innervation loss. Endothelial density remains comparable to that of healthy subjects.[44,67,68]
Altered tear secretionLacrimal gland dysfunction reduces secretion. Reduction in the lipid layer and mucin layer, and impairment of the aqueous component of tears. Neuropathy, microangiopathy, and hyperglycemia involved. Goblet cell loss reduces the mucin layer.[69,70,71,72]
Biomechanical alterationsStructural changes in the stroma affect elasticity and mechanical strength. Structural change can alter visual quality and refractive properties.[73]
Table 2. Comparison of 3D corneal organotypic models.
Table 2. Comparison of 3D corneal organotypic models.
ModelScaffold MaterialCell TypeDurationMeasured ParametersReferences
Stacked fibroblasts and hCECs None (self-produced ECM) Human corneal epithelial cells (hCECs), stromal fibroblasts Not specified ECM production [86,87]
Stromal–neuronal co-culture None (self-produced ECM) Corneal fibroblasts, neuronal cells Not specified Cell–matrix and cell–cell (stromal and neuronal cells) interactions; model for DK, keratoconus, and Fuchs’ dystrophy [88]
hiNSC peripheral silk sponge with central stacked construct Silk sponge hiNSC, stromal, and epithelial corneal cells Not specified Neuronal differentiation, co-culture compatibility [89,90,91]
ALI co-culture with DRG neurons Silk films Human corneal stromal stem cells (hCSSCs), hCECs, DRG neurons 28 days Morphological stability, innervation, transparency, epithelial maturation [92,94]
Table 3. Comparison of corneal organoid models.
Table 3. Comparison of corneal organoid models.
ModelCell TypesCulture DurationMeasured ParametersReferences
CL-ORG from hiPSCs Corneal epithelial, stromal, and endothelial cells Not specified Disease modeling, drug screening, and gene editing and tissue replacement. [105]
CL-ORG from ESCs and LESCs ESCs and limbal epithelial stem cells, central corneal epithelial cells Not specified Mimic corneal development, disease modeling, drug screening, limbal stem cell deficiency treatment, and regenerative capacity [104,106,107]
CL-ORG used in SARS-CoV-2 studies PSC-derived epithelial/stromal cells Not specified Virus interaction with ocular surface cells [109,110]
Human epithelial organoid ASC-derived corneal epithelial cells Not specified Dry eye disease modeling [113]
CL-ORG from ESCs and iPSCs ESC- and iPSC-derived cells (corneal, retinal, accessory) 15 weeks Early stages of eye development, adult-like corneal features [108]
Multiocular organoids Retina, RPE, cornea, conjunctiva 3 weeks to differentiation + maturation Marker expression: CK3, AQP1, and N-Cad for the cornea; CK5, CK19, and p63 for the limbo-conjunctive[114,115,116,117]
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Palmeri, N.; D’Amico, A.G.; Cavallaro, C.; Evola, G.; D’Agata, V.; Maugeri, G. New Advances in 3D Models to Improve Diabetic Keratopathy Research: A Narrative Review. Appl. Sci. 2025, 15, 9794. https://doi.org/10.3390/app15179794

AMA Style

Palmeri N, D’Amico AG, Cavallaro C, Evola G, D’Agata V, Maugeri G. New Advances in 3D Models to Improve Diabetic Keratopathy Research: A Narrative Review. Applied Sciences. 2025; 15(17):9794. https://doi.org/10.3390/app15179794

Chicago/Turabian Style

Palmeri, Nicoletta, Agata Grazia D’Amico, Carla Cavallaro, Giuseppe Evola, Velia D’Agata, and Grazia Maugeri. 2025. "New Advances in 3D Models to Improve Diabetic Keratopathy Research: A Narrative Review" Applied Sciences 15, no. 17: 9794. https://doi.org/10.3390/app15179794

APA Style

Palmeri, N., D’Amico, A. G., Cavallaro, C., Evola, G., D’Agata, V., & Maugeri, G. (2025). New Advances in 3D Models to Improve Diabetic Keratopathy Research: A Narrative Review. Applied Sciences, 15(17), 9794. https://doi.org/10.3390/app15179794

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