# Association of Peroxisome Proliferator-Activated Receptors (PPARs) with Diabetic Retinopathy in Human and Animal Models: Analysis of the Literature and Genome Browsers

Authors: Špela Tajnšek; Danijel Petrovič; Mojca Globočnik Petrovič; Tanja Kunej
Journal: PPAR Research
 (2020)

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## Abstract

Diabetic retinopathy (DR) is a condition that develops after long-lasting and poorly handled diabetes and is presently the main reason for blindness among elderly and youth. Peroxisome proliferator-activated receptors (PPARs) are nuclear receptors that are involved in carbohydrate and fatty-acid metabolism and have also been associated with DR. Three PPAR isoforms are known:PPARG, PPARA, and PPARD. In the present study, we retrieved articles reporting associations between PPARs and DR from PubMed database and compiled the data in two catalogues, for human and animal models. Extracted data was then complemented with additional relevant genomic information. Seven retrieved articles reported testing an association between PPARs with DR in human. Four of them concluded association of PPARG and PPARA with DR in European and Asian populations, having a protective role on DR development. One study reported pathogenic role of PPARG, while two articles reported no association between PPARG and DR among Indian and Chinese populations. Six retrieved articles reported testing of involvement of PPARG and PPARA in DR in animal models, including mouse and rat. The review includes case-control studies, meta-analysis, expression studies, animal models, and cell line studies. Despite a large number of documented sequence variants of the PPAR genes available in genome browsers, researchers usually focus on a small set of previously reported variants. Data extraction from Ensembl genome browser revealed several sequence variants with predicted deleterious effect on protein function which present candidates for further experimental validation. Results of the present analysis will enable more holistic approach for understanding of PPARs in DR development. Additionally, developed catalogues present a baseline for standardized reporting of PPAR-phenotype association in upcoming studies.


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## Body

## 1. Introduction

Diabetic retinopathy (DR) is a condition that develops due to bad glycemic control in subjects with type 1 diabetes mellitus (T1DM) or type 2 diabetes mellitus (T2DM). Long-lasting poor blood glucose control, smoking, and hypertension can contribute to DR development [1, 2]. The disease progresses from nonproliferative (NPDR) to proliferative (PDR) stage where at first microvascular irregularities such as hemorrhage, ischemia, and microaneurysms lead to neoangiogenesis [2]. Microvascular changes start due to lower concentrations of oxygen in the retina of the eye after the disease progresses, and at final stages, PDR can lead to vision loss. Diabetic retinopathy had become the main reason for blindness in American adults. In year 2012, there were approximately 93 million people living with diabetic retinopathy, 17 million with PDR, and 21 with diabetic macular edema, and the number is expected to increase in the future [3, 4].Peroxisome proliferator-activated receptors (PPARs) are nuclear receptors that regulate the expression of several genes and are affecting lipid and carbohydrate metabolism. PPARs consist of three subtypes: PPARA, PPARD, and PPARG [5]. Peroxisome proliferator-activated receptor gamma (PPARG) also known as GLM1, CIMT1, NR1C3, PPARG1, PPARG2, or PPARgamma is a nuclear receptor that binds hypolipidemic drugs and unsaturated fatty acids and affects adipocyte differentiation, gluconeogenesis, oxidation of fatty acids, lipogenesis, cholesterol metabolism, and synthesis of ketone bodies [5–9]. The gene is located on chromosome HSA3. In the eye, the gene is heterogeneously expressed in photoreceptor outer segments, choriocapillaries, retina, retinal pigmented epithelium, cornea, and lacrimal gland [10–12]. Three RNA isoforms of expressed PPARG have been identified: γ1, γ2, and γ3. PPAR-γ2 protein has additional stretch of 28 amino acids on N-terminal, and this extension seems to change PPAR-γ2 sensitivity to insulin action [13]. Proline variant of Pro12Ala (rs1801282) polymorphism of the PPARG gene is associated with increased resistance to insulin action whereas the alternative allele has the opposite properties [14].Peroxisome proliferator-activated receptor alpha (PPARA) also known as PPARα, NR1C1, hPPAR, or PPARalpha is responsible for ketogenesis, lipid transport, lipogenesis, cholesterol metabolism, fatty acid transport, and oxidation [15]. It is located on the HSA22. PPARA is expressed in the retina; however, its levels have been shown to be reduced in the retinas with DR [16, 17]. Decreased PPARA expression in diabetic retinas contributes to retinal inflammation and neovascularization in DR, and activation of PPARA has anti-inflammatory and antiapoptotic effects in oxygen-induced retinopathy (OIR) and diabetic animal models through suppression of NF-κB signaling [16, 17].Peroxisome proliferator-activated receptor delta (PPARD) also known asFAAR, NUC1, NUCI, NR1C2, NUCII, or PPARB is located on HSA6. It affects fatty acid transport and oxidation, adipocyte differentiation, adaptive thermogenesis, cell survival, and ubiquitination [18]. Among the three PPAR subtypes, it is the least studied and understood, especially its effects on inflammation and proliferation associating DR.To our knowledge, the complete database related with reported associations between PPARs and DR does not yet exist. The aim of this study was therefore to conduct an overview of articles reporting an association between three PPARs and DR/PDR in human and animal models.


## 2. Materials and Methods

Using keywords “PPAR” and/or “PPARG” and/or “PPARA” and/or “PPARD” and/or “polymorphism” and/or “diabetic retinopathy”, we explored the PubMed database for articles describing association between PPARs and DR in human and animal models. Inclusion criteria for the type of study in humans were case-control study, meta-analysis, or expression study. Retrieved articles included in previously published meta-analysis were excluded from the analysis. Time span for article search was set from January 1999 to December 2017. Retrieved articles were checked for the following information: retinopathy type, sequence variant, gene name, diabetes type, species, number of tested samples, result of the study, and method. The data extracted from publications was afterwards complemented with additional information such as gene ID (https://www.ncbi.nlm.nih.gov/gene), gene location (https://www.ncbi.nlm.nih.gov/gene), taxonomy ID (https://www.ncbi.nlm.nih.gov/taxonomy), disease ontology ID (DOID; http://disease-ontology.org/), reference SNP (rs) identification number, PubMed identification number (PMID) of the reference, and statistical significance (Figure 1). Ensembl genome browser release 96 was used to retrieve additional information related with sequence variants, predicted effect on protein function using six bioinformatics tools, and clinical significance from ClinVar database [19].Figure 1
Workflow of the study.


## 3. Results

We developed two tables consisting of data extracted from 13 retrieved articles published between 1/2012 and 12/2017 reporting associations between PPAR polymorphisms and DR in human (Table1) and animal models (Table 2) (Figure 2). In humans, six articles reported testing association between PPARG and DR/PDR and one reported PPARA and DR association. We did not retrieve any articles related with PPARD-DR association. Six studies were performed in animal models, including four articles describing involvement of PPARA in DR and two involvement of PPARG in DR.Table 1
Summary of extracted data from studies reporting association betweenPPAR genes and DR/PDR in humans.
Gene symbol
Gene ID
Gene location
Sequence variant
rs ID of the polymorphism
Diabetes type
Retinopathy type
DOID
Population
Number of samples (cases/controls)
Statistical significance
Method
Main result of the study
Type of study
Reference
PMID
PPARG
5468
3p25.2
/
/
T1DMT2DM
PDR
13207
Japan∗
17 (12 PDR, 5 controls)
p<0.0005
Quantitative real-time PCR, ELISA, immunohistochemistry analysis
Higher expression ofPPARG in PDR versus controls
Expression study
Katome et al. [20]
25468312
PPARG
5468
3p25.2
rs1801282rs3856806rs12497191
rs1801282rs3856806rs12497191
T2DM
DR, PDR
8947, 13207
Chinese
792 T2DM (448 DR, 344 diabetes without DR)
OR (95% CI) dominant model GG: 1.40 (0.85-2.29);p=0.22
PCR-LDR
No significant association between polymorphisms in thePPARG gene and DR or PDR
Case-control study
Zhang et al. [22]
25274455
PPARG
5468
3p25.2
Pro12Ala
/
T2DM
DR
8947
CaucasianAsian
5170 (2720 DR cases, 2450 controls)
Caucasian subgroup (OR=0.74; 95% CI: 0.59-0.94, p=0.01)Asian subgroup (OR=0.77; 95% CI: 0.55-1.07, p=0.12)
Statistics
Protective effect of Pro12Ala on DR in T2DM with ethnic differences
Meta-analysis
Ma et al. [23]
22993484
PPARG
5468
3p25.2
C1341TIntron A>CPro12AlaIntron C>T
rs3856806rs709158rs1805192rs4684847
T2DM
DR
8947
Chinese
500 T2DM (247 DR cases, 253 controls)
OR95%CI=0.86 (0.65-0.96), p=0.012
Quantitative PCR
rs1805192 minor allele (Ala) ofPPARG is significantly associated with lower DR risk; combined effect of Ala-BMI interaction between polymorphism and overweight on DR
Case-control study
Wang et al. [24]
26885119
PPARG
5468
3p25.2
rs1801282 (c.34C>G, Pro12Ala)
rs1801282
T2DM
DR, PDR
8947, 13207
Pakistani
573 (189 DR, 193 DNR, 200 controls)
OR=0.4; 95%CI=0.2‐0.8
PCR-RFLP
Protective role of the 12Ala polymorphism against PDR in T2DM
Case-control study
Tariq et al. [25]
23559865
PPARG
5468
3p25.2
p.Pro12Ala
/
T2DM
DR
8947
Indian
1325 (717 DR, 608 T2DM without DR)
p=0.507
Real-time PCR
No significant association
Case-control study
Kaur et al. [21]
27427939
PPARA
5465
22q13.31
rs4253778rs135539rs1800206
rs4253778rs135539rs1800206
T2DM
DR
8947
Chinese Han
812 (402 DR, 410 control)
OR95%CI=0.78 (0.66-0.94)
Quantitative PCR
Association between rs1800206 minor (V) allele and lower risk for DR; interaction between rs1800206 and abdominal obesity
Case-control study
Qi et al. [26]
26671228
/ = data not available;∗ the country where the study was conducted; PPARA = peroxisome proliferator-activated receptor alpha; PPARG = peroxisome proliferator-activated receptor gamma; PPARD = peroxisome proliferator-activated receptor delta; DR = diabetic retinopathy; PDR = proliferative diabetic retinopathy; DOID = disease ontology ID; PMID = PubMed ID; T1DM = type 1 diabetes mellitus; T2DM = type 2 diabetes mellitus; DNR = diabetes no retinopathy; LDR: ligase detection reaction.Table 2
Summary of extracted data from studies reporting involvement ofPPAR genes in diabetic retinopathy in animal models.
Gene symbol
Gene ID
Gene location
Species
Taxonomy ID
Sequence variant
Model
Retinopathy type model
DOID
Strain/details
Statistical significance
Method
Main result of the study
Type of study
Reference
PMID
Pparg
19016
6 E3
Mouse
10090
/
Knockout, STZ
DR
8947
C57BL/6 PPARg(+/-)
p<0.05
Retinal leakage assay, fluorescent microscopy
Pparg signaling pathway inhibits diabetes-inducedretinal leukostasis and leakage
Animal model
Muranaka et al. [27]
17003451
Pparg
25664
4q42
Rat
10116
/
STZ
DR
8947
Brown Norway
p<0.05
Retinal leakage assay, fluorescent microscopy
Therapy withPparg ligands may inhibit retinal leukostasis and retinal leakage in diabetes
Animal model
Muranaka et al. [27]
17003451
Pparg
19016
6 E3
Mouse
10090
/
Knockout, STZ, OIR
DR
8947
C57BI/6J
p<0.05
Immunofluorescence, western blot
The link betweenPparg and retinal vascular inflammation in DR
Animal model
Tawfik et al. [28]
18806296
PPARG
281993
22q24
Cattle
9913
/
Cells
DR
8947
BRECs
p<0.05
Western blot
Suppression ofPparg expression in high glucose-treated cells
Animal model
Tawfik et al. [28]
18806296
Ppara
19013
15 E2
Mouse
10090
/
Knockout, OIR, cells
DR
8947
C57BLKS/JC57BL/6J
p<0.05
qRT-PCR
UpregulatedmiR-21 and downregulated Ppara in OIR
Cell line, animal model
Chen et al. [29]
28270521
Ppara
19013
15 E2
Mouse
10090
/
Knockout, OIR
DR
8947
Ppara(-/-) C57/BL6J
p≤0.05
TUNEL assay
Y-0452 exerts antiangiogenic effects in OIR retinas throughPpara-dependent mechanism
Cell line, animal model
Deng et al. [16]
28979999
Ppara
25747
7q34
Rat
10116
/
STZ
DR
8947
Brown Norway
p≤0.05
Vascular leakage assay
Y-0452 (Ppara agonist) alleviated the retinal apoptosis
Cell line, animal model
Deng et al. [16]
28979999
Ppara
19013
15 E2
Mouse
10090
/
Knockout, STZ
DR
8947
Ppara(-/-) C57/BL6J
p<0.05
TUNEL assay
Protective effect ofPpara against retinal pericyte loss in DR
Animal model
Ding et al. [30]
25108226
Ppara
19013
15 E2
Mouse
10090
/
Knockout, STZ
DR
8947
C57BL/6JPPARA knockoutAkitadb/db
p<0.05
Quantitative real-timeRT-PCR
Ppara knockout mice developed more severe DR
Animal model
Hu et al. [17]
24003152
Ppara
25747
7q34
Rat
10116
/
STZ
DR
8947
Brown Norway
p<0.05
Quantitative real-timeRT-PCR
Overexpression ofPpara in the retina alleviated vascular leakage and inflammation
Animal model
Hu et al. [17]
24003152
/ = data not available; Pparg = peroxisome proliferator-activated receptor gamma; Ppara = peroxisome proliferator-activated receptor alpha; STZ = streptozotocin; OIR = oxygen-induced retinopathy; DR = diabetic retinopathy; BREC = bovine retinal endothelial cells; DOID = disease ontology identification number.Figure 2
Overview of the results. The number of retrieved articles associating PPARs with DR/PDR is marked in grey color. Yellow color represents the number of articles reporting gene-DR/PDR association including protective effect or decreased DR risk. Green color represents the number of articles reporting no association between the gene and DR/PDR, and red color represents the number of articles reporting a pathogenic effect on DR/PDR.


### 3.1. Studies in Humans

Out of seven retrieved articles describing association betweenPPARs and DR/PDR in humans, six articles were related with the PPARG gene and one study with the PPARA gene.One study reported thatPPARG may play an important role in the pathogenesis of PDR. The PPARG concentrations in the aqueous humor and vitreous fluid were significantly higher in PDR patients than in controls, and the level of PPARG increased in the advanced clinical stage. Additionally, a correlation between PPARG and vascular endothelial growth factor (VEGF) concentrations was identified [20]. Two out of seven studies reported no association between PPARs and DR [21, 22]. Three studies identified association (protective effect or decreased DR risk) between PPARG and DR/PDR (Figure 2) [23–25]. Qi et al. studied polymorphism rs1800206 of the PPARA gene and concluded that carriers of homozygous mutant allele have decreased DR risk in comparison to wild-type homozygotes in Chinese Han population [26].Most participants in the studies had type 2 diabetes mellitus (T2DM), and some participants had type 1 diabetes mellitus (T1DM). The developed catalogue includes five case-control studies, one meta-analysis [23], and one expression study [20]. Case-control studies included 17 to 812 participants. Meta-analysis study consisted of more than 4000 participants from eight studies. Studies were performed on different populations, such as European Caucasian, Asian (Chinese Han), and Pakistani. Methods used for genotyping and expression analysis were quantitative real time, PCR-ligase detection reaction (LDR), quantitative PCR, PCR-RFLP, and real-time PCR.


### 3.2. Studies in Animal Models

Six studies used animal models for testing association betweenPPARs and DR/PDR: mouse, rat, and cattle. In some studies, more than one animal model and additional animal cell lines were used. For imitating DR or diabetes in mice and rat, animals were made diabetic with streptozotocin (STZ) or underwent through OIR. Most studies based on an animal model used knockout mice (KO) approach. In most studies, they used C57Bl/6J mouse model or Brown Norway rats [16, 17, 27–30]. Additionally, bovine retinal endothelial cells (BRECs) were also used [28].Various methods were used for testing association between PPARs and DR in animal models, for example, TUNEL assay, quantitative real-time PCR, retinal leakage assay, vascular leakage assay, fluorescent microscopy, immunofluorescence, western blot, and protein-based detection methods detecting over/underexpression of the protein.Most of the reports in humans were designed as association studies betweenPPAR polymorphisms and DR; however, in animal models, most performed gene expression analyses in diabetic and nondiabetic animals (Table 2). Hu et al. [17] used animal model for testing an involvement of PPARA and DR and concluded that PPARA knockout mice developed more severe DR which resulted in retinal vascular leakage, leukostasis, pericyte loss, capillary degeneration, and overexpressed inflammatory factors, whereas PPARA overexpression reduced vascular leakage and inflammation. PPARA protective effects have been proven by Ding et al. [30]. PPARG+/- knockout mice had greater leukostasis and leakage than wild-type mice [27], and suppression of PPARG has been shown to be involved in the pathogenesis of diabetic retinopathy and OIR [28].


## 3.1. Studies in Humans

Out of seven retrieved articles describing association betweenPPARs and DR/PDR in humans, six articles were related with the PPARG gene and one study with the PPARA gene.One study reported thatPPARG may play an important role in the pathogenesis of PDR. The PPARG concentrations in the aqueous humor and vitreous fluid were significantly higher in PDR patients than in controls, and the level of PPARG increased in the advanced clinical stage. Additionally, a correlation between PPARG and vascular endothelial growth factor (VEGF) concentrations was identified [20]. Two out of seven studies reported no association between PPARs and DR [21, 22]. Three studies identified association (protective effect or decreased DR risk) between PPARG and DR/PDR (Figure 2) [23–25]. Qi et al. studied polymorphism rs1800206 of the PPARA gene and concluded that carriers of homozygous mutant allele have decreased DR risk in comparison to wild-type homozygotes in Chinese Han population [26].Most participants in the studies had type 2 diabetes mellitus (T2DM), and some participants had type 1 diabetes mellitus (T1DM). The developed catalogue includes five case-control studies, one meta-analysis [23], and one expression study [20]. Case-control studies included 17 to 812 participants. Meta-analysis study consisted of more than 4000 participants from eight studies. Studies were performed on different populations, such as European Caucasian, Asian (Chinese Han), and Pakistani. Methods used for genotyping and expression analysis were quantitative real time, PCR-ligase detection reaction (LDR), quantitative PCR, PCR-RFLP, and real-time PCR.


## 3.2. Studies in Animal Models

Six studies used animal models for testing association betweenPPARs and DR/PDR: mouse, rat, and cattle. In some studies, more than one animal model and additional animal cell lines were used. For imitating DR or diabetes in mice and rat, animals were made diabetic with streptozotocin (STZ) or underwent through OIR. Most studies based on an animal model used knockout mice (KO) approach. In most studies, they used C57Bl/6J mouse model or Brown Norway rats [16, 17, 27–30]. Additionally, bovine retinal endothelial cells (BRECs) were also used [28].Various methods were used for testing association between PPARs and DR in animal models, for example, TUNEL assay, quantitative real-time PCR, retinal leakage assay, vascular leakage assay, fluorescent microscopy, immunofluorescence, western blot, and protein-based detection methods detecting over/underexpression of the protein.Most of the reports in humans were designed as association studies betweenPPAR polymorphisms and DR; however, in animal models, most performed gene expression analyses in diabetic and nondiabetic animals (Table 2). Hu et al. [17] used animal model for testing an involvement of PPARA and DR and concluded that PPARA knockout mice developed more severe DR which resulted in retinal vascular leakage, leukostasis, pericyte loss, capillary degeneration, and overexpressed inflammatory factors, whereas PPARA overexpression reduced vascular leakage and inflammation. PPARA protective effects have been proven by Ding et al. [30]. PPARG+/- knockout mice had greater leukostasis and leakage than wild-type mice [27], and suppression of PPARG has been shown to be involved in the pathogenesis of diabetic retinopathy and OIR [28].


## 4. Discussion

PPARs are important factors in DR/PDR due to their protective function on the disease development. Our results revealed that reports in this study field are very heterogeneous. Most studies in humans analyzed polymorphism Pro12Ala (rs1801282) located in thePPARG gene. In contrary, some studies were performed on cell lines and animal models. For example, Chen et al. [29] reported that PPARA is a target of microRNA-21, which downregulates expression of PPARA and worsens DR condition.Our study revealed that researchers use different synonyms for the same gene (for example,PPARG, PPARγ, CIMT1, and NR1C3), for the same gene variant (Pro12Ala, rs1801282, c.34C>G), or for methodology. In several studies, patients with DR were not divided into NPDR and PDR cases. Additionally, in some studies, it is not clear whether a gene is associated with PDR or is associated only with NPDR.The results of the association studies related with PPARs and its association with DR/PDR differ among populations (Table1). For example, polymorphism Pro12Ala is the most studied polymorphism of the PPARG gene. Tariq et al. reported that polymorphism Pro12Ala is not associated with DR in Pakistani population [25]; however, Wang et al. reported that it is associated with DR in Chinese population [24].According to the latest release of the Ensembl database, there are a high number of polymorphisms located withinPPAR genes in humans and animals. However, our results show that researchers focused on only few sequence variants of the PPAR gene family. Several bioinformatics tools could be used for prioritization of stronger candidate sequence variants for experimental validation. Ensembl browser enables comparison of six bioinformatics tools designed for predicting the effect of sequence variants on protein function: SIFT, PolyPhen, CADD. REVEL, MetaLR, and MutationAssessor. Figure 3 presents a part of the variant table from the Ensembl genome browser. For example, most of the tools predict benign effect of the polymorphism rs1801282 (Pro12Ala) on protein function and two predict tolerated/neutral effect. On the contrary, for several other polymorphisms, predicted effect on protein function is damaging (red color) or possibly damaging (orange). Out of 286 sequences with available bioinformatics predictions, only polymorphism rs121909246 has predicted deleterious effect by all six bioinformatics tools. Additionally, according to the ClinVar database, this polymorphism has a pathogenic effect. However, several other missense polymorphisms of the PPARG gene have not yet been tested for association with diseases, including DR. For some of the polymorphisms, minor allele frequency (MAF) and clinical significance from ClinVar database are given. Currently, the Ensembl browser lists 10 sequence variants of the PPARG gene with pathogenic clinical effect extracted from the ClinVar database. Further bioinformatics prioritization studies should be performed for all three PPAR genes to select novel candidate loci for functional analyses. However, it should be noted that bioinformatics predictions obtained using these tools often differ and are not always consistent with results of experimental validation.Figure 3
Print screen of the Ensembl genome browser presenting a part of the variant table of the PPARG gene. The table includes seven selected sequence variants and results of bioinformatics prediction of their effect on protein function. Ensembl browser includes six tools for predicting effects of substitutions on protein function: SIFT, PolyPhen, CADD. REVEL, MetaLR, and Mutation Assessor. Predicted effect on protein function is shown in different colors: benign: green; tolerated/neutral: blue; possibly damaging: orange; damaging: red. Clin. Sig.: clinical significance; a classification of a variant’s impact on disease, according to the ClinVar database: pathogenic: red triangle; likely pathogenic: orange triangle; likely benign: blue cross.Several other approaches were also used for testing involvement of PPAR in DR and development of novel therapies [16, 31]. Dou et al. analyzed substances targeting PPARs in association with DR/PDR [32]. Human cell lines were used as model for testing the association between gene and disease [17, 30, 33]. Many drugs such as fibrates and thiazolidinediones have been widely used for treatment of dyslipidemia and have also been found to have direct association with PPARs. Fibrates are amphipathic carboxylic acids, and its therapeutic effects are PPARA dependent, which makes fibrates selective agonists of PPARA. Chen et al. [34] provided evidence of association between fibrates and PPARA with different PPARA agonists, PPARA antagonists, and PPARA-/- knockout mice and stated that fenofibrates work as PPARA activators which leads to transcription activation or inhibition of PPARA target genes which further leads to slower DR progression. Rosiglitazone, an antidiabetic drug from thiazolidinedione class, works as a PPARG agonist, and its work of action has been studied in diabetic mice [27].Besides members of thePPAR family, several other genes have been tested in association with DR development, for example, PPARGC1 and VEGF [35, 36]. Therefore, catalogues developed in the present study should be extended with additional genes, tested for association with DR. For future publications, it would be suggested to present the data with an official gene name and with rs ID name of the polymorphism. It is also suggested that researchers clearly state if the gene is associated with DR, PDR, or NPDR. Standardized reporting of genotype-phenotype is important for further research on this prominent topic for easier overview on the data to make new associations on PPARs and DR development and finding new targets for DR treatment.


## 5. Conclusions

PPARs are important protective factors of DR/PDR among certain populations and have potential for therapeutic targets. To the best of our knowledge, this is the first overview on the topic on PPARs associated with DR/PDR in human and animal models. The study presents a baseline for further studies, for example, meta-analyses and bioinformatics prioritization of new candidates for functional studies.



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