Geographical and ethnical diversities in reported prevalence of keratoconus.
Abstract
Occurrence of keratoconus is pan-ethnic with reported prevalence ranging widely from 1:400 to about 1:8000, higher in Asian than Western populations. Its genetics is complex with undefined pattern of inheritance. Familial traits are also known. More than 50 gene loci and 200 variants are associated with keratoconus, some through association studies with quantitative traits of cornea features including curvature and central thickness. Environmental, behavioral, and epigenetic factors are also involved in the etiology, likely interactively with genetic susceptibility. Regardless of sex and age of disease onset, clinical courses and responses to treatment vary. Keratoconus is a major cause of cornea transplantation and is potentially blinding. Currently collagen cross-linking provides effective treatment although responses from some patients can be unpredictable with complications. Early diagnosis is vital to obtain good treatment outcome, but in many patients early signs and symptoms are not obvious. While there are potential biomarkers, reliable pre-symptomatic detection and prediction of treatment response may require multitude of gene variants, cornea properties, and external risk factors.
Keywords
- keratoconus
- genetic markers
- clinical implications
1. Introduction
Keratoconus is a progressive corneal disorder involving cone-shaped protrusion and thinning of the central or paracentral cornea, leading to various degrees of visual impairment including astigmatism and even to blindness [1]. Occurrence is usually bilateral but asymmetric between the two eyes, resulting in lopsided visual dysfunction and photophobia with asymmetric progressions and severities of the two eyes in some patients. Many patients started with disease in one eye. Precise age of disease onset is hard to be determined, but it is known to occur mostly in late teenage to early adulthood. Keratoconus is a major cause of visual impairment in young adults in most populations [2]. In one early study, 41% of the keratoconus patients were unilateral at the time of diagnosis [3]. Clinical symptoms and signs range from mild subclinical “forme fruste” or suspect keratoconus to severe and progressive form [4]. In advanced keratoconus, patients may have a v-shaped indentation of the lower eyelid on downgaze caused by a large protuberant cone [5]. Other complications may include apical thinning and irregular astigmatism. Corneal scar and even perforation can happen. Blindness is the eventual consequence to some patients.
The underlying histopathology include reductions in epithelial and stromal keratocytes and collagen contents [6] with degradations of corneal membranes and extracellular matrix. Abnormal mitochondrial functions causing cell death and deranged lipid metabolism are associated with stromal degeneration and disrupted epithelial integrity [7]. The direct causes of pathology are not known. The molecular mechanism of keratoconus has not been identified. Since it is a progressive disease, early detection is important for appropriate treatment in order to avoid serious consequence. A protocol to identify “high-risk” individuals and genetic testing for pre-symptomatic diagnosis would be exceeding helpful.
2. Multi-factorial etiology
The etiology is complex and elusive, affected by interactive environmental and genetic factors [8]. There is association of developmental keratoconus with allergic diseases, eczema, asthma, and hay fever [9, 10]. Contact lens, excessive ultraviolet light, and persistent eye rubbing are risk factors [11, 12] but with no proven and direct cause-and-effect relationships. Links with systemic diseases have been reported [13], including Ehlers-Danlos syndrome and Down syndrome [14]. In an Italian family with osteogenesis imperfecta, which is a connective tissue disorder caused by defects in genes encoding type 1 collagen, ocular features of keratoconus were detected [15]. In Leber congenital amaurosis (LCA), keratoconus has been reported in patients from Pakistan [16, 17], Israel [18], and Australia [19], while LCA itself also features severe retinal dystrophy leading to vision loss. But reported studies are not consistent. In 233 Chinese keratoconus patients in Qingdao located in northern China, 20 (0.86%) of them had had Down syndrome [20]. However, no keratoconus was found in 140 Down syndrome children in Hong Kong in southern China [21] nor in 60 Malaysian [22] or 123 Korean children with Down syndrome [23].
There is currently no causative gene known for keratoconus that causes disease directly [24]. A repertoire of susceptibility genes has been identified with about 200 polymorphisms in more than 50 genes or loci that confer genetic risk to keratoconus [24]. But the available genetic information is insufficient to establish the genetic architecture of keratoconus. No specific pathways have been confirmed. There are, however, clinical implications from studying the keratoconus associated genes. Evidences are in collections for establishment of polygenic risk marker.
3. Timely diagnosis for treatment
Onset of disease is difficult to be determined. Very often patients are not aware of visual symptoms until later stage where ocular discomfort and vision dysfunction becomes obvious. On presentation, slit lamp is capable to detect Fleisher’s ring, Vogt’s striae, central or paracentral stromal thinning, corneal hydrops and central scarring. But under the slit lamp, early signs are always not obvious [5]. More sophisticated investigative technologies of keratometry, corneal topography and optical coherence tomography provide more sensitive and reliable detection of early keratoconus features on the corneal surface, thickness and curvature. Corneal biomechanical properties can now be evaluated by non-tomographical Scheimpflug imaging and non-tomographical technologies, which are capable to differentiate normal, forme fruste, and keratoconus eyes [25]. In some patients subclinical conditions can be detected [26].
Currently there is no complete cure for keratoconus. At the early stage, vision is usually correctable by spectacles or contact lens. Semi-circular plastic inserts as intrastromal corneal ring segments help reduce astigmatism [27, 28]. However, cornea transplantation is required for severe and progressive keratoconus, which is a major cause for cornea transplantations in many countries [29]. Different types of keratoplasty have been conducted for kerotoconus, penetrating keratoplasty, epikeratoplasty, and deep anterior lamellar keratoplasty (DALK). The latter has the advantage of endothelium preservation [30]. In recent years collagen crosslinking (CXL) has been proved to be safe and effective, in inhibiting, halting, or even reverting to some extent keratoconus progression in a high proportion of patients once correctly diagnosed [31]. There has been decrease in keratoplasty after the advent of collagen crosslinking CXL combines ultraviolet irradiation light and a photosensitizer, such as riboflavin, to strengthen the inter- and intra- crosslinks in the cornea. In 2016 the US Food and Drug Administration (FDA) approved the use of riboflavin and UV for progressive keratoconus by corneal collagen cross-linking [http://avedro.com/press-releases/avedro-receives-fda-approval/]. Over the years, the CXL procedure has been vigorously studied and improved [32, 33]. Meanwhile, for the most effective treatment with best visual outcome, accurate and early detection is mandatory [34]. Younger patients, especially those with a steep maximum keratometry, are at higher risk of disease progression than older patients. The younger the age of the patient, the better is the treatment effect, according to a recent systematic review and meta-analysis involving 11,529 eyes [35]. Early or asymptomatic diagnosis is therefore vital. Recent advances in ophthalmic tomographic imaging and determination of dynamic properties have enabled reliable diagnosis based on early signs [25, 35]. Often, most patients are presented late for ophthalmic consultation and investigations. Prior patients’ awareness or notifications of signs and symptoms, genetic testing, if available, would provide diagnosis before symptoms surface [36].
4. Epidemiology and ethnic variations
Occurrence of keratoconus is pan-ethnic and global with a wide range of prevalence traditionally reported from 50 to 230 per 100,000 [1, 3, 37, 38]. A recent meta-analysis of 29 studies up to June 2018 from 15 countries involving over 50 million subjects reported a global prevalence of 138 per 100,000 [39]. There are obvious ethnic variations. For whites the prevalence had been estimated to be 50 in 100,000 [1], whereas blacks and Latinos have approximately 50 percent higher risk of having keratoconus than whites [13]. Asians have higher incidence and prevalence, as well as earlier onset and faster progression than other ethnicities [13, 40].
4.1 Ethnic diversities
In the USA, the overall prevalence was estimated to be 54 per 100,000 according to an early report in 1986 [3]. In a 5-year dataset between 1999 and 2003 for Medicare beneficiaries claiming for keratoconus, the average prevalence was 17.5/100,000 [41]. The records included whites, blacks and Hispanics in ethnicities. There were more whites than other races among the claims. In Denmark, the National Patient Registry recorded 86 keratoconus patients per 100,000 during an 11-year period from 1995 to 2005 [42]. In a study in the United Kingdom, the respective prevalence for Asians (mostly Indians) and Caucasians was 229 and 57 per 100,000, respectively, and corresponding age of diagnosis was 22.3 and 26.5 years [43]. Consistent results were reported in two latter studies comparing Pakistanis and Caucasians in the United Kingdom indicating greater prevalence in Asians by 4.4–7.5 times than Caucasians [44, 45]. In the Middle East in an Iranian population, a prevalence of about 25 per 100,000 and age of diagnosis at 27.1 ± 9.3 years were reported [46]. But in a recent study on a rural population in Iran, a very high prevalence of 4000 per 100,000 was found [47]. In a hospital based study in Saudi Arabia, the incidence was 20 per 100,000 in young patients age ranged from 8 to 24 years, with more than half (54%) of patients classified as advanced keratoconus [48]. In India, onset of disease has been reported to happen at a younger age and progresses more rapidly [49]. In a study totaling 5200 Indian patients, the average age of presentation was 21.5 years with 1970 patients (37.9%) having an onset of disease before 20 years of age. The overall prevalence was very high at 5200/100,000 (5.2%) [50]. In a rural population in central India, a slightly lower prevalence of 2300/100,000 was recorded [51]. In huge contrast, the prevalence in Japanese was low: 12 in 100,000 males and 5.6 in 100,000 females [52]. In Chinese, a population based study in Beijing for an elder population of 3468 individuals aged 50–93 years, steep cornea/keratoconus occurred in 33 persons, giving a prevalence of 950 in 100,000 [53]. In this study steep cornea/keratoconus was defined as corneal refractive power equal to or greater than 48 diopters according to optical low-coherence reflectometry. In a study 2 years later in Singapore in people older than 40 years, the prevalence of steep cornea was comparable in Malays (606 in 100,000), Indians (1000 in 100,000), and Chinese (500 in 100,000) (0.5%) (95% CI 0.3–0.8%) [54].
4.2 Basis for ethnic diversities
A summary of reported studies (Table 1) shows in general higher prevalence in Asians than Caucasians, with disease started earlier and severe. But occurrence at Japanese is low. There are also vast differences in the same ethnic group. Environmental factors and investigative criteria other than genetics would affect the reported occurrence of keratoconus. The very wide range of keratoconus prevalence and incidence may be a result of non-uniform diagnostic criteria applied in different studies. Another cause may be genetic variations among different ethnic populations. There is a significant role of ethnicity. Hence rigorous, multiethnic, well-organized, and population-based epidemiological studies with large sample sizes for keratoconus are needed. Nevertheless, in addition to ethnicity, currently reported epidemiologic studies indicate that potential causes underlying higher prevalence of keratoconus could be due to a host of factors including geographic locations, ultraviolet irradiation exposure, consanguinity, persistent eye rubbing and atopy. The etiology of keratoconus is complex, involving multi-factorial interactions of genetic, personal, and environmental factors.

Table 1.
5. Gender differences
Whether males and females have different prevalence is unclear as inconsistent results have been reported [55]. Disease onset in males tend to be earlier and disease progression faster than female patients in both Asian and Western studies, while gender bias has not been consistent [40, 50, 56, 57]. Male and female sex, did not show difference in prevalence, while gender bias have not been consistent in previous reports. In a Japanese cohort of 90 patients, men were diagnosed younger than women [58]. A questionnaire survey of 670 patients in New Zealand also showed male patients were detected at younger ages than females [59]. In a Turkish cohort of 248 patients, there was no gender difference in cornea properties including central cornea thickness and keratometry parameters [56]. In a study in the USA of 1209 patients from 16 clinics, while there was no difference in disease severity according to keratometry or scarring, less women were had have Vogt striae [57]. Female patients in this study had higher mean age than the males. Overall, there was indication that men developed keratoconus earlier, progressed faster and required more serious treatment.
6. Twins and familial segregation
6.1 Twins with keratoconus
As early as 1954 occurrence of keratoconus in both identical twins had been reported [60]. Following twins reports in different ethnic groups, one twin pair was found to show different contrast sensitivities [61]. However, two pairs of Caucasian identical twins both showed similar features clinically and under videokeratography and radial keratotomy, as one pair were at early and the other as later stage [62]. Two pairs of monozygotic twins were found discordant for keratoconus in the USA, one from a hispanic family of Mexican descent and the other Caucasian from England [63], while dissimilarity in phenotype may suggest the absence of genetic involvement. However, natural monozygotic discordance could occur if there was separation of the zygote into two distinct cell masses after fertilization before the start of tissue differentiation. Post-zygotic events that lead to existence of two different cell clones in the early zygote may precede the twinning process. In the Mexican family, 39 members were examined and 5 were suspected for keratoconus by corneal topography. Also, one distant relative was a confirmed keratoconus patient. Corneal topography also revealed one suspect from 59 family members examined in the English family. There could be a genetic component in the keratoconus phenotype in these two families [63]. Of note, more and more concordant twins with keratoconus have been reported, including reported concordance in all 13 monozygotic and 5 dizygotic twins [64].
6.2 Familial linkage
In the Collaborative Longitudinal Evaluation of Keratoconus (CLEK) study in a cohort of 1209 patients mixed in ethnicity in the USA, 829 (69%) white, 240 (20%) black, and 99 (8%) Hispanic, family history of keratoconus was reported in 13.5% of the cases [65]. After follow-up for 8 years, the inheritance patterns were not established [66]. In another study from the USA, more females reported family history than males. But it was unclear whether it was a difference in attitude on reporting or a genuine gender difference in familial link [57]. In the New Zealand study, familial aggregation analysis showed keratoconus familial rate of 23.5% [59]. In Scotland, family history occurred in 5% of 186 white patients [67]. In a report from North India among 120 patients, 6 (5%) had family history [68]. In a review of keratoconus in Asians, family history ranged from 4.4 to 23.5% [40]. Overall, reported family history of keratoconus has widely ranged from 6% up to about 25% [37, 65].
A recent systemic review and meta-analysis on 29 eligible reports from different parts of the world selected from 3996 articles revealed family history as the strongest risk factor (odds ratio 6.42; 95% CI:2.59–10.24) among other established risk factors: eye rubbing (odds ratio 3.09; 95% CI:2.17–4.00), eczema (odds ratio 2.95; 95% CI:1.30–4.59), asthma (odds ratio 1.94; 95% CI:1.30–2.58), and allergy (odds ratio 1.42; 95% CI:1.06–1.79) [69]. Overall, no obvious differences exist in clinical or ophthalmic presentations between familial and sporadic keratoconus. As a genetic disease, keratoconus has shown weak penetrance with variable expressions. While family aggregation and linkage studies showed familial inheritance, the majority of reported keratoconus patients are sporadic.
7. Mapping the keratoconus genes
Candidate gene analysis, family linkage analysis, and more recently genome-wide association study with support by candidate gene association studies and next generation sequencing, have contributed to identification of genetic loci or gene variants that are in association with keratoconus [70]. All are genetic associations. No direct keratoconus causing mutation has been identified.
7.1 Linkage analysis
Single nucleotide polymorphisms (SNPs) and microsatellite markers covering the whole genome have been attempted to find keratoconus loci or even genes in family pedigrees and sib pairs. But even in families, penetrance of keratoconus is low and clinical presentations are variable. A large number of samples have to be available. Vigorous research among various ethnic groups have identified a number of keratoconus loci which are replicable and of maximum LOD score greater than 3, in a collection of 67 sib pair Hispanic families, two-stage genome-wide analysis of 380 microsatellite markers in totally 351 subjects, among them 110 were affected by keratoconus which has led to identification of a multitude of loci in chromosomes
7.2 Genome-wide association studies (GWAS)
Most GWAS in connection with keratoconus were conducted on the two quantitative traits of central corneal thickness (CCT) and corneal curvature (CC). These two are characteristic, but not exclusive, traits of keratoconus, with the corresponding morphological features of central corneal thinning and corneal steepness.
7.2.1 Central corneal thickness (CCT)
There were nine reported GWAS on central corneal thickness (CCT) up to July 2017. They were summarized in an excellent review [70]. All involved meta-analysis in initial and validation cohorts. More than 40 SNPs in 30 genes were reported. The biggest sample size was with totally 13,057 European and 6963 Asian samples, while the primary cohort was comprised of 874 patients and 6085 controls. A multitude of keratoconus associated SNPs in 26 loci was identified. SNP rs9938149 in the
Some of the gene variants were analyzed in keratoconus and control cohorts. Possibly there was ethnic specificity. Rs96067 in COL8A2 was identified in a Singaporean cohort of 2538 Indians and 2542 Malays [80] but not in a separate GWAS study 0f European study subjects with 3931 German and 1418 Dutch study subjects. However, SNPs in
7.2.2 Corneal curvature (CC)
Six GWAS on corneal curvature (CC) have been reported in multi-ethnic cohorts that contributed to identification of susceptibility genes. Eight SNPs in MTOR/FRAP1 and 7 SNPs in PDGFRA were found in 10,008 samples from three population groups in Singapore: Malays, Chinese and Indians [87]. Another big cohort of 12,660 Asians included Japanese in addition to Malays, Chinese, and Indians, [88] Associations of CMPK1 rs17103186 and RBP3 rs11204213 with CC, and RBP3 rs11204213 with axial length were discovered. In the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort of 2023 individuals of white European descent, rs6554163 in
7.2.3 Other approaches
Apart from corneal morphologic features, a recent GWAS investigated corneal biomechanical properties in an European cohort of 6645 participants and 2384 participants from the British TwinsUK study [36]. The second stage of the association study involved 752 keratoconus patients as compared with 974 British TwinsUK or 13,828 EPIC-Norfolk. The results showed a likely role in development of keratoconus with 5 associated loci in CH,
It is notable that there are a lot more keratoconus genes that are identified through studies on quantitative traits, especially central cornea thickness and cornea curvature, than on direct association with keratoconus against controls (Figure 1).

Figure 1.
Cornea associated genes.
7.3 Candidate genes
Strategies of genomic search for disease genes are essentially free of a hypothesis to find genes or loci with susceptibility to a disease entity or quantitative trait. For keratoconus, mutation analysis in many candidate genes have also been attempted to find disease causative genes, some followed a biological hypothesis and some based on high GWAS significance. More than 50 SNPs in about 20 genes showing association with keratoconus have been studied in various ethnic populations [70, 95]. They include
7.3.1 VSX1
The
7.3.2 IL1A and IL1B
The interleukin genes
7.3.3 MPDZ-NF1B
The
7.3.4 COL4A3 , COL4A4 and COL5A1
The collagen genes
Another COL4A4 SNP, rs2228557 (F1644F) in 144 patients, 153 controls in Iran, showed a high association (P = 0.0001) [119].
8. Specific proteins
The pathophysiology of keratoconus is attributed to disruption of the cornea morphology in association with the corneal collagen. A review of published studies on proteins, collagen and risk factors of keratoconus between January 2016 and June 2018 has revealed altered regulations in more than 30 proteins and their genes. They belong to protein families including degradative enzymes, cellular proteases, and collagens [121]. Up- and downregulations of hosts of proteins in corneal epithelium and stroma have been reported in keratoconus, especially different types of collagen and matrix metalloproteinases.
8.1 Collagen
Collagen is the major structural protein in the cornea. Decrease in collagen lamellae and fibers, together with reduced microfibers and fine granules, has been described in keratoconus [122]. Disruption in collagen contents and integrity affect corneal thinning and properties. Reduction of types I, III, and IV, which are major structural proteins in the basement membranes, have been shown in keratoconus [123]. Among the 6 main subtypes of COL4A, which plays important structural and functional roles, COLA4A1 is reportedly downregulated in cornea of keratoconus patients [124]. Expression studies also showed downregulation of many collagen types and subtypes in keratoconus, including COL8A1, COL8A2, COL12A1, COL13A1, COL6A2, COL15A1, and COL18A1 [125, 126, 127]. They may be considered for use as biomarkers in keratoconus, [121] but practical protocols and validations are still to be established.
8.2 Matrix metalloproteinases
MMP-1 and MMP-9, are upregulated in corneal tissue and affect collagen properites and dyregulate proteolysis [128]. In a pathways enrichment analysis of 19 keratoconus genes consistently reported as risk genes to keratoconus in 16 studies, interleukin-1 processing and assembly of collagen fibrils are associated with keratoconus pathology [129]. MMPs have been assayed in tears. It is noted that in one study there was no detectable MMP-1 in tears of healthy subjects [130]. Elevations in MMP-1 [131] and MMP-9 levels [132] has been shown in keratoconus tear samples. On study reported correlation between MMP-9 level and disease severity [133]. However, other studies did not find MMP-9 elevation [131, 134]. Inconsistent findings are also reported for MMP-3, MMP-7 and MMP-13 [128]. All in all, there are consistent evidence on elevated MMP-9 levels in keratoconus cornea tissues and tears. Given the important role of MMP-9 in extracellular matrix regulations and corneal inflammation, MMP-9 assay should be useful for monitoring keratoconus treatment. A point-of-care test for MMP-9 in tears has been established for quick and reliable MMP-9 tear essay that facilitates the treatment monitoring [135].
9. Molecular markers
After meta-analysis of 24 eligible studies selected after screening of 668 reports between 1950 and 2016, 16 SNPs in 14 genes/loci were found to be associated with keratoconus out of 53 polymorphisms in 28 genes/loci. Stratification analysis revealed strong association of 8 SNPs in 6 genes/loci with keratoconus in Whites, including
rs2229813 and rs2228557 [95]. While they may be potential genetic markers for keratoconus in Whites, there is no further data of validation. Replications in Chinese and Arabic populations [120] revealed weak associations in
In a review in 2001 keratoconus was reputed to be an inheritable disease [137]. Since then more evidences of familial links and susceptible genes or loci have been reported as a result of vigorous research in different populations and geographic locations. There are proven genetic and non-genetic risk factors [35]. In a recent comprehensive review of environmental risk factors and family history, genetic factors are taken to play a role in the etiology of keratoconus [39]. As of today all reported genes for keratoconus, whether mapped by candidate gene strategy or genomic search including GWAS and WES, are susceptibility genes and not causative genes that cause disease directly (Table 2). Keratoconus causative genes are still to be identified. As for the reported genes, there is no segregation of gene variants that accounts for higher occurrences of disease. There are also no hotspot variants that are present in a high proportion of patients. Molecular markers for pre- symptomatic detection and risk assessment of keratonocus are still to be established.
10. Genetic implications on treatment
Findings in genetic studies help to delineate the molecular basis of diseases through identification of genes that are causative or susceptible to development of diseases. Investigation of their properties, functions, related pathways and mechanisms throw light on disease pathogenesis. Genetic information also helps to establish genetic markers used for early or even pre-symptomatic diagnosis. Prior to treatment timely detection is extremely important as keratoconus is progressive and the resultant corneal disruptions are hardly curable. With the advent of collagen cross-linking, disease progression can be halted in most patients with some partial recovery of vision. Some patients may respond less favorably and ultimately may require cornea transplantation. Genetic marker, if linked to response to clinical course and treatment, will be exceedingly useful. Over the years in keratoconus vigorous research has been conducted in different ethnic populations in its molecular genetics. However, with the repertoire of associated genes that has been identified at present, no definite genetic marker for diagnosis, risk assessment or prognosis has been established. Further work is warranted.
11. Conclusive remarks and future perspectives
The pathogenesis of keratoconus is heterogeneous and complex. Epidemiological studies showed higher prevalence, earlier onset and greater progression in Asians than Europeans. Both environmental and genetic factors play roles in the etiology and pathogenesis, including age, gender, ocular atopy, eye rubbing, family history, and systemic diseases. While family aggregation and linkage studies indicated genetic abnormality in keratoconus, GWAS and candidate gene studies identified polymorphisms in genes/loci related to the risk of keratoconus. So far there are very few reported big family studies, which should help to identify the keratoconus causative gene. Also, big cohorts are needed to provide sufficient power to differentiate phenotypes and clinical courses of patients for association with genetic factors. Current epidemiological and genetic data are insufficient to provide conclusive evidence to establish the molecular mechanism and genetic markers for keratoconus. Notably, genetic studies on the corneal structure, principally central cornea thickness and cornea curvature have successfully mapped keratoconus genes. Corneal properties, as recently exemplified by a successful GWAS on corneal biomechanical properties [36], should provide a basis for genetic research. Rigorous and large multi-center population-based studies, with age-standardized rates, random sampling, progression follow-ups, and accurate and standardized diagnosis, are warranted for better understanding of pathogenesis of keratoconus and for establishment of genetic markers.
References
- 1.
Rabinowitz YS. Keratoconus. Survey of Ophthalmology. 1998; 42 (4):297-319 - 2.
Olivares Jimenez JL et al. Keratoconus: Age of onset and natural history. Optometry and Vision Science. 1997; 74 (3):147-151 - 3.
Kennedy RH, Bourne WM, Dyer JA. A 48-year clinical and epidemiologic study of keratoconus. American Journal of Ophthalmology. 1986; 101 (3):267-273 - 4.
Alio JL, Shabayek MH. Corneal higher order aberrations: A method to grade keratoconus. Journal of Refractive Surgery. 2006; 22 (6):539-545 - 5.
Fan Gaskin JC, Patel DV, McGhee CN. Acute corneal hydrops in keratoconus - new perspectives. American Journal of Ophthalmology. 2014; 157 (5):921-928 - 6.
Ku JY et al. Laser scanning in vivo confocal analysis of keratocyte density in keratoconus. Ophthalmology. 2008; 115 (5):845-850 - 7.
Chaerkady R et al. The keratoconus corneal proteome: Loss of epithelial integrity and stromal degeneration. Journal of Proteomics. 2013; 87 :122-131 - 8.
Sugar J, Macsai MS. What causes keratoconus? Cornea. 2012; 31 (6):716-719 - 9.
Karseras AG, Ruben M. Aetiology of keratoconus. The British Journal of Ophthalmology. 1976; 60 (7):522-525 - 10.
Merdler I et al. Keratoconus and allergic diseases among Israeli adolescents between 2005 and 2013. Cornea. 2015; 34 (5):525-529 - 11.
Hartstein J. Keratoconus that developed in patients wearing corneal contact lenses. Report of four cases. Archives of Ophthalmology. 1968; 80 (3):345-346 - 12.
Gasset AR, Houde WL, Garcia-Bengochea M. Hard contact lens wear as an environmental risk in keratoconus. American Journal of Ophthalmology. 1978; 85 (3):339-341 - 13.
Woodward MA, Blachley TS, Stein JD. The association between sociodemographic factors, common systemic diseases, and keratoconus: An analysis of a nationwide heath care claims database. Ophthalmology. 2016; 123 (3):457-465 - 14.
Robertson I. Keratoconus and the Ehlers-Danlos syndrome: A new aspect of keratoconus. The Medical Journal of Australia. 1975; 1 (18):571-573 - 15.
Zeri F, Swann PG, Naroo S. Osteogenesis imperfecta and keratoconus in an Italian family. Clinical & Experimental Optometry. 2017; 101 (3):400-403 - 16.
McKibbin M et al. Genotype-phenotype correlation for leber congenital amaurosis in northern Pakistan. Archives of Ophthalmology. 2010; 128 (1):107-113 - 17.
Hameed A et al. A novel locus for Leber congenital amaurosis (LCA4) with anterior keratoconus mapping to chromosome 17p13. Investigative Ophthalmology & Visual Science. 2000; 41 (3):629-633 - 18.
Elder MJ. Leber congenital amaurosis and its association with keratoconus and keratoglobus. Journal of Pediatric Ophthalmology and Strabismus. 1994; 31 (1):38-40 - 19.
Stoiber J et al. Recurrent keratoconus in a patient with Leber congenital amaurosis. Cornea. 2000; 19 (3):395-398 - 20.
Li SW et al. Clinical features of 233 cases of keratoconus. Zhonghua Yan Ke Za Zhi. 2005; 41 (7):610-613 - 21.
Wong V, Ho D. Ocular abnormalities in down syndrome: An analysis of 140 Chinese children. Pediatric Neurology. 1997; 16 (4):311-314 - 22.
Liza-Sharmini AT, Azlan ZN, Zilfalil BA. Ocular findings in Malaysian children with down syndrome. Singapore Medical Journal. 2006; 47 (1):14-19 - 23.
Kim JH et al. Characteristic ocular findings in Asian children with down syndrome. Eye. 2002; 16 (6):710-714 - 24.
Mas Tur V et al. A review of keratoconus: Diagnosis, pathophysiology, and genetics. Survey of Ophthalmology. 2017; 62 (6):770-783 - 25.
Wang YM et al. Comparison of corneal dynamic and tomographic analysis in normal, forme fruste keratoconic, and keratoconic eyes. Journal of Refractive Surgery. 2017; 33 (9):632-638 - 26.
Chan TCY et al. Comparison of corneal tomography and a new combined tomographic biomechanical index in subclinical keratoconus. Journal of Refractive Surgery. 2018; 34 (9):616-621 - 27.
Colin J et al. Correcting keratoconus with intracorneal rings. Journal of Cataract and Refractive Surgery. 2000; 26 (8):1117-1122 - 28.
Tu KL et al. Quantification of the surgically induced refractive effect of intrastromal corneal ring segments in keratoconus with standardized incision site and segment size. Journal of Cataract and Refractive Surgery. 2011; 37 (10):1865-1870 - 29.
Tan DT et al. Corneal transplantation. Lancet. 2012; 379 (9827):1749-1761 - 30.
Sarezky D et al. Trends in corneal transplantation in keratoconus. Cornea. 2017; 36 (2):131-137 - 31.
Sykakis E et al. Corneal collagen cross-linking for treating keratoconus. Cochrane Database of Systematic Reviews. 2015; 3 :CD010621 - 32.
Wittig-Silva C et al. A randomized, controlled trial of corneal collagen cross-linking in progressive keratoconus: Three-year results. Ophthalmology. 2014; 121 (4):812-821 - 33.
Wang YM et al. Shift in progression rate of keratoconus before and after epithelium-off accelerated corneal collagen crosslinking. Journal of Cataract and Refractive Surgery. 2017; 43 (7):929-936 - 34.
Fernandez Perez J, Valero Marcos A, Martinez Pena FJ. Early diagnosis of keratoconus: What difference is it making? The British Journal of Ophthalmology. 2014; 98 (11):1465-1466 - 35.
Ferdi AC et al. Keratoconus natural progression: A systematic review and meta-analysis of 11 529 eyes. Ophthalmology. 2019; 126 (7):935-945 - 36.
Khawaja AP et al. Genetic variants associated with corneal biomechanical properties and potentially conferring susceptibility to keratoconus in a genome-wide association study. JAMA Ophthalmology. 2019; 137 (9):1005-1012 - 37.
Krachmer JH, Feder RS, Belin MW. Keratoconus and related noninflammatory corneal thinning disorders. Survey of Ophthalmology. 1984; 28 (4):293-322 - 38.
Matthaei M et al. Changing indications in penetrating keratoplasty: A systematic review of 34 years of global reporting. Transplantation. 2017; 101 (6):1387-1399 - 39.
Hashemi H et al. The prevalence and risk factors for keratoconus: A systematic review and meta-analysis. Cornea. 6 Sep 2019. [Online ahead of print] - 40.
Kok YO, Tan GF, Loon SC. Review: Keratoconus in Asia. Cornea. 2012; 31 (5):581-593 - 41.
Reeves SW et al. Keratoconus in the medicare population. Cornea. 2009; 28 (1):40-42 - 42.
Nielsen K et al. Incidence and prevalence of keratoconus in Denmark. Acta Ophthalmologica Scandinavica. 2007; 85 (8):890-892 - 43.
Pearson AR et al. Does ethnic origin influence the incidence or severity of keratoconus? Eye. 2000; 14 :625-628 - 44.
Georgiou T et al. Influence of ethnic origin on the incidence of keratoconus and associated atopic disease in Asians and white patients. Eye. 2004; 18 (4):379-383 - 45.
Cozma I, Atherley C, James NJ. Influence of ethnic origin on the incidence of keratoconus and associated atopic disease in Asian and white patients. Eye. 2005; 19 (8):924-925; author reply 925-6 - 46.
Ziaei H et al. Epidemiology of keratoconus in an Iranian population. Cornea. 2012; 31 (9):1044-1047 - 47.
Hashemi H et al. High prevalence and familial aggregation of keratoconus in an Iranian rural population: A population-based study. Ophthalmic & Physiological Optics. 2018; 38 (4):447-455 - 48.
Assiri AA et al. Incidence and severity of keratoconus in Asir province, Saudi Arabia. The British Journal of Ophthalmology. 2005; 89 (11):1403-1406 - 49.
Saini JS et al. Keratoconus in Asian eyes at a tertiary eye care facility. Clinical & Experimental Optometry. 2004; 87 (2):97-101 - 50.
Shetty R et al. Current review and a simplified “five-point management algorithm” for keratoconus. Indian Journal of Ophthalmology. 2015; 63 (1):46-53 - 51.
Jonas JB et al. Prevalence and associations of keratoconus in rural Maharashtra in Central India: The Central India eye and medical study. American Journal of Ophthalmology. 2009; 148 (5):760-765 - 52.
Ota R, Fujiki K, Nakayasu K. Estimation of patient visit rate and incidence of keratoconus in the 23 wards of Tokyo. Nippon Ganka Gakkai Zasshi. 2002; 106 (6):365-372 - 53.
Xu L et al. Prevalence and associations of steep cornea/keratoconus in greater Beijing. The Beijing eye study. PLoS One. 2012; 7 (7):e39313 - 54.
Pan CW et al. Ethnic variation in central corneal refractive power and steep cornea in Asians. Ophthalmic Epidemiology. 2014; 21 (2):99-105 - 55.
Vazirani J, Basu S. Keratoconus: Current perspectives. Clinical Ophthalmology. 2013; 7 :2019-2030 - 56.
Ertan A, Muftuoglu O. Keratoconus clinical findings according to different age and gender groups. Cornea. 2008; 27 (10):1109-1113 - 57.
Fink BA et al. Differences in keratoconus as a function of gender. American Journal of Ophthalmology. 2005; 140 (3):459-468 - 58.
Adachi W et al. The association of HLA with young-onset keratoconus in Japan. American Journal of Ophthalmology. 2002; 133 (4):557-559 - 59.
Owens H, Gamble G. A profile of keratoconus in New Zealand. Cornea. 2003; 22 (2):122-125 - 60.
Etzine S. Conical cornea in identical twins. South African Medical Journal. 1954; 28 (8):154-155 - 61.
Zadnik K, Mannis MJ, Johnson CA. An analysis of contrast sensitivity in identical twins with keratoconus. Cornea. 1984; 3 (2):99-103 - 62.
Bechara SJ, Waring GO 3rd, Insler MS. Keratoconus in two pairs of identical twins. Cornea. 1996; 15 (1):90-93 - 63.
McMahon TT et al. Discordance for keratoconus in two pairs of monozygotic twins. Cornea. 1999; 18 (4):444-451 - 64.
Tuft SJ et al. Keratoconus in 18 pairs of twins. Acta Ophthalmologica. 2012; 90 (6):e482-e486 - 65.
Zadnik K et al. Baseline findings in the collaborative longitudinal evaluation of keratoconus (CLEK) study. Investigative Ophthalmology & Visual Science. 1998; 39 (13):2537-2546 - 66.
Wagner H, Barr JT, Zadnik K. Collaborative longitudinal evaluation of keratoconus (CLEK) study: Methods and findings to date. Contact Lens & Anterior Eye. 2007; 30 (4):223-232 - 67.
Weed KH et al. The Dundee university Scottish keratoconus study: Demographics, corneal signs, associated diseases, and eye rubbing. Eye. 2008; 22 (4):534-541 - 68.
Sharma R et al. Clinical profile and risk factors for keratoplasty and development of hydrops in north Indian patients with keratoconus. Cornea. 2009; 28 (4):367-370 - 69.
Hashemi H et al. Corneal collagen cross-linking with riboflavin and ultraviolet a irradiation for keratoconus: Long-term results. Ophthalmology. 2013; 120 (8):1515-1520 - 70.
Valgaeren H, Koppen C, Van Camp G. A new perspective on the genetics of keratoconus: Why have we not been more successful? Ophthalmic Genetics. 2018; 39 (2):158-174 - 71.
Li X et al. Two-stage genome-wide linkage scan in keratoconus sib pair families. Investigative Ophthalmology & Visual Science. 2006; 47 (9):3791-3795 - 72.
Bisceglia L et al. Linkage analysis in keratoconus: Replication of locus 5q21.2 and identification of other suggestive loci. Investigative Ophthalmology & Visual Science. 2009; 50 (3):1081-1086 - 73.
Hutchings H et al. Identification of a new locus for isolated familial keratoconus at 2p24. Journal of Medical Genetics. 2005; 42 (1):88-94 - 74.
Brancati F et al. A locus for autosomal dominant keratoconus maps to human chromosome 3p14-q13. Journal of Medical Genetics. 2004; 41 (3):188-192 - 75.
Tang YG et al. Genomewide linkage scan in a multigeneration Caucasian pedigree identifies a novel locus for keratoconus on chromosome 5q14.3-q21.1. Genetics in Medicine. 2005; 7 (6):397-405 - 76.
Gajecka M et al. Localization of a gene for keratoconus to a 5.6-Mb interval on 13q32. Investigative Ophthalmology & Visual Science. 2009; 50 (4):1531-1539 - 77.
Tyynismaa H et al. A locus for autosomal dominant keratoconus: Linkage to 16q22.3-q23.1 in finnish families. Investigative Ophthalmology & Visual Science. 2002; 43 (10):3160-3164 - 78.
Fullerton J et al. Identity-by-descent approach to gene localisation in eight individuals affected by keratoconus from north-West Tasmania, Australia. Human Genetics. 2002; 110 (5):462-470 - 79.
Lu Y et al. Genome-wide association analyses identify multiple loci associated with central corneal thickness and keratoconus. Nature Genetics. 2013; 45 (2):155-163 - 80.
Vithana EN et al. Collagen-related genes influence the glaucoma risk factor, central corneal thickness. Human Molecular Genetics. 2011; 20 (4):649-658 - 81.
Hoehn R et al. Population-based meta-analysis in Caucasians confirms association with COL5A1 and ZNF469 but not COL8A2 with central corneal thickness. Human Genetics. 2012; 131 (11):1783-1793 - 82.
Burdon KP et al. Association of polymorphisms in the hepatocyte growth factor gene promoter with keratoconus. Investigative Ophthalmology & Visual Science. 2011; 52 (11):8514-8519 - 83.
Dudakova L et al. Validation of rs2956540:G>C and rs3735520:G>A association with keratoconus in a population of European descent. European Journal of Human Genetics. 2015; 23 (11):1581-1583 - 84.
Sahebjada S et al. Association of the hepatocyte growth factor gene with keratoconus in an Australian population. PLoS One. 2014; 9 (1):e84067 - 85.
Bykhovskaya Y et al. Variation in the lysyl oxidase (LOX) gene is associated with keratoconus in family-based and case-control studies. Investigative Ophthalmology & Visual Science. 2012; 53 (7):4152-4157 - 86.
Iglesias AI et al. Cross-ancestry genome-wide association analysis of corneal thickness strengthens link between complex and Mendelian eye diseases. Nature Communications. 2018; 9 (1):1864 - 87.
Han S et al. Association of variants in FRAP1 and PDGFRA with corneal curvature in Asian populations from Singapore. Human Molecular Genetics. 2011; 20 (18):3693-3698 - 88.
Chen P et al. CMPK1 and RBP3 are associated with corneal curvature in Asian populations. Human Molecular Genetics. 2014; 23 (22):6129-6136 - 89.
Guggenheim JA et al. A genome-wide association study for corneal curvature identifies the platelet-derived growth factor receptor alpha gene as a quantitative trait locus for eye size in white Europeans. Molecular Vision. 2013; 19 :243-253 - 90.
Mishra A et al. Genetic variants near PDGFRA are associated with corneal curvature in Australians. Investigative Ophthalmology & Visual Science. 2012; 53 (11):7131-7136 - 91.
Miyake M et al. Identification of myopia-associated WNT7B polymorphisms provides insights into the mechanism underlying the development of myopia. Nature Communications. 2015; 6 :6689 - 92.
Gao X et al. Genome-wide association study identifies WNT7B as a novel locus for central corneal thickness in Latinos. Human Molecular Genetics. 2016; 25 (22):5035-5045 - 93.
Cuellar-Partida G et al. WNT10A exonic variant increases the risk of keratoconus by decreasing corneal thickness. Human Molecular Genetics. 2015; 24 (17):5060-5068 - 94.
Li X et al. A genome-wide association study identifies a potential novel gene locus for keratoconus, one of the commonest causes for corneal transplantation in developed countries. Human Molecular Genetics. 2012; 21 (2):421-429 - 95.
Rong SS et al. Genetic associations for keratoconus: A systematic review and meta-analysis. Scientific Reports. 2017; 7 (1):4620 - 96.
Vitart V et al. New loci associated with central cornea thickness include COL5A1, AKAP13 and AVGR8. Human Molecular Genetics. 2010; 19 (21):4304-4311 - 97.
Lu Y et al. Common genetic variants near the brittle cornea syndrome locus ZNF469 influence the blinding disease risk factor central corneal thickness. PLoS Genetics. 2010; 6 (5):e1000947 - 98.
Saravani R et al. Evaluation of possible relationship between COL4A4 gene polymorphisms and risk of keratoconus. Cornea. 2015; 34 (3):318-322 - 99.
Kokolakis NS et al. Polymorphism analysis of COL4A3 and COL4A4 genes in Greek patients with keratoconus. Ophthalmic Genetics. 2014; 35 (4):226-228 - 100.
De Bonis P et al. Mutational screening of VSX1, SPARC, SOD1, LOX, and TIMP3 in keratoconus. Molecular Vision. 2011; 17 :2482-2494 - 101.
Heon E et al. VSX1: A gene for posterior polymorphous dystrophy and keratoconus. Human Molecular Genetics. 2002; 11 (9):1029-1036 - 102.
Li X et al. Genetic association of COL5A1 variants in keratoconus patients suggests a complex connection between corneal thinning and keratoconus. Investigative Ophthalmology & Visual Science. 2013; 54 (4):2696-2704 - 103.
Vincent AL et al. Mutations in the zinc finger protein gene, ZNF469, contribute to the pathogenesis of keratoconus. Investigative Ophthalmology & Visual Science. 2014; 55 (9):5629-5635 - 104.
Kim SH et al. Association of -31T>C and −511 C>T polymorphisms in the interleukin 1 beta (IL1B) promoter in Korean keratoconus patients. Molecular Vision. 2008; 14 :2109-2116 - 105.
Mikami T et al. Interleukin 1 beta promoter polymorphism is associated with keratoconus in a Japanese population. Molecular Vision. 2013; 19 :845-851 - 106.
Hasanian-Langroudi F et al. Association of Lysyl oxidase (LOX) polymorphisms with the risk of keratoconus in an Iranian population. Ophthalmic Genetics. 2015; 36 (4):309-314 - 107.
Palamar M et al. Relationship between IL1beta-511C>T and ILRN VNTR polymorphisms and keratoconus. Cornea. 2014; 33 (2):145-147 - 108.
Bisceglia L et al. VSX1 mutational analysis in a series of Italian patients affected by keratoconus: Detection of a novel mutation. Investigative Ophthalmology & Visual Science. 2005; 46 (1):39-45 - 109.
Shetty R et al. Two novel missense substitutions in the VSX1 gene: Clinical and genetic analysis of families with keratoconus from India. BMC Medical Genetics. 2015; 16 :33 - 110.
Wilson SE, Kim WJ. Keratocyte apoptosis: Implications on corneal wound healing, tissue organization, and disease. Investigative Ophthalmology & Visual Science. 1998; 39 (2):220-226 - 111.
Kim WJ et al. Keratocyte apoptosis associated with keratoconus. Experimental Eye Research. 1999; 69 (5):475-481 - 112.
Wang Y et al. Association of interleukin-1 gene single nucleotide polymorphisms with keratoconus in Chinese Han population. Current Eye Research. 2016; 41 (5):630-635 - 113.
Cornes BK et al. Identification of four novel variants that influence central corneal thickness in multi-ethnic Asian populations. Human Molecular Genetics. 2012; 21 (2):437-445 - 114.
Sahebjada S et al. Evaluating the association between keratoconus and the corneal thickness genes in an independent Australian population. Investigative Ophthalmology & Visual Science. 2013; 54 (13):8224-8228 - 115.
Hao XD et al. Evaluating the association between keratoconus and reported genetic loci in a Han Chinese population. Ophthalmic Genetics. 2015; 36 (2):132-136 - 116.
Abu-Amero KK et al. Case-control association between CCT-associated variants and keratoconus in a Saudi Arabian population. Journal of Negative Results in Biomedicine. 2015; 14 :10 - 117.
Wang YM et al. Analysis of multiple genetic loci reveals MPDZ-NF1B rs1324183 as a putative genetic marker for keratoconus. The British Journal of Ophthalmology. 2018; 102 (12):1736-1741 - 118.
Stabuc-Silih M et al. Polymorphisms in COL4A3 and COL4A4 genes associated with keratoconus. Molecular Vision. 2009; 15 :2848-2860 - 119.
Sargazi S et al. Association of KIF26B and COL4A4 gene polymorphisms with the risk of keratoconus in a sample of Iranian population. International Ophthalmology. 2019; 39 (11):2621-2628 - 120.
Wang Y et al. Common single nucleotide polymorphisms and keratoconus in the Han Chinese population. Ophthalmic Genetics. 2013; 34 (3):160-166 - 121.
Loukovitis E et al. The proteins of keratoconus: A literature review exploring their contribution to the pathophysiology of the disease. Advances in Therapy. 2019; 36 (9):2205-2222 - 122.
Sykakis E et al. An in depth analysis of histopathological characteristics found in keratoconus. Pathology. 2012; 44 (3):234-239 - 123.
Meek KM et al. Changes in collagen orientation and distribution in keratoconus corneas. Investigative Ophthalmology & Visual Science. 2005; 46 (6):1948-1956 - 124.
Tuori AJ et al. The immunohistochemical composition of corneal basement membrane in keratoconus. Current Eye Research. 1997; 16 (8):792-801 - 125.
Joseph R, Srivastava OP, Pfister RR. Differential epithelial and stromal protein profiles in keratoconus and normal human corneas. Experimental Eye Research. 2011; 92 (4):282-298 - 126.
Maatta M et al. Differential expression of collagen types XVIII/endostatin and XV in normal, keratoconus, and scarred human corneas. Cornea. 2006; 25 (3):341-349 - 127.
Ghosh A et al. Proteomic and gene expression patterns of keratoconus. Indian Journal of Ophthalmology. 2013; 61 (8):389-391 - 128.
di Martino E, Ali M, Inglehearn CF. Matrix metalloproteinases in keratoconus - too much of a good thing? Experimental Eye Research. 2019; 182 :137-143 - 129.
Panahi Y et al. An analytical enrichment-based review of structural genetic studies on keratoconus. Journal of Cellular Biochemistry. 2019; 120 (4):4748-4756 - 130.
Pannebaker C, Chandler HL, Nichols JJ. Tear proteomics in keratoconus. Molecular Vision. 2010; 16 :1949-1957 - 131.
Balasubramanian SA et al. Proteases, proteolysis and inflammatory molecules in the tears of people with keratoconus. Acta Ophthalmologica. 2012; 90 (4):e303-e309 - 132.
Shetty R et al. Elevated expression of matrix metalloproteinase-9 and inflammatory cytokines in keratoconus patients is inhibited by cyclosporine a. Investigative Ophthalmology & Visual Science. 2015; 56 (2):738-750 - 133.
Lema I, Duran JA. Inflammatory molecules in the tears of patients with keratoconus. Ophthalmology. 2005; 112 (4):654-659 - 134.
Lema I et al. Subclinical keratoconus and inflammatory molecules from tears. The British Journal of Ophthalmology. 2009; 93 (6):820-824 - 135.
Sambursky R et al. Sensitivity and specificity of a point-of-care matrix metalloproteinase 9 immunoassay for diagnosing inflammation related to dry eye. JAMA Ophthalmology. 2013; 131 (1):24-28 - 136.
Wang YM et al. Analysis of multiple genetic loci reveals MPDZ-NF1B rs1324183 as a putative genetic marker for keratoconus. The British Journal of Ophthalmology. 2018; 102 (12):1736-1741 - 137.
Edwards M, McGhee CN, Dean S. The genetics of keratoconus. Clinical & Experimental Ophthalmology. 2001; 29 (6):345-351 - 138.
Hao XD et al. Decreased integrity, content, and increased transcript level of mitochondrial DNA are associated with keratoconus. PLoS One. 2016; 11 (10):e0165580 - 139.
Karolak JA et al. Evidence against ZNF469 being causative for keratoconus in polish patients. Acta Ophthalmologica. 2016; 94 (3):289-294 - 140.
Arbab M et al. TNF-alpha genetic predisposition and higher expression of inflammatory pathway components in keratoconus. Investigative Ophthalmology & Visual Science. 2017; 58 (9):3481-3487 - 141.
Liskova P et al. Replication of SNP associations with keratoconus in a Czech cohort. PLoS One. 2017; 12 (2):e0172365 - 142.
Guan T et al. Analysis of the VSX1 gene in sporadic keratoconus patients from China. BMC Ophthalmology. 2017; 17 (1):173 - 143.
Hao XD et al. De novo mutations of TUBA3D are associated with keratoconus. Scientific Reports. 2017; 7 (1):13570 - 144.
da Silva DC et al. Analysis of VSX1 variations in Brazilian subjects with keratoconus. J. Ophthalmic Vis. Res. 2018; 13 (3):266-273 - 145.
Lucas SEM et al. Rare, potentially pathogenic variants in 21 keratoconus candidate genes are not enriched in cases in a large Australian cohort of European descent. PLoS One. 2018; 13 (6):e0199178 - 146.
Zhang J et al. Evaluating the association between calpastatin (CAST) gene and keratoconus in the Han Chinese population. Gene. 2018; 653 :10-13