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Short review
Assessment of advanced glycation end-products as a biomarker of diabetic outcomes
Evaluación de forma no invasiva de los productos avanzados de la glicación como biomarcador de las complicaciones de la diabetes
Olga Simó-Servata,b,
Corresponding author
olga.simo@vhir.org

Corresponding authors.
, Alejandra Planasa, Andreea Ciudina,b, Rafael Simóa,b, Cristina Hernándeza,b,*
a Diabetes and Metabolism Research Unit, Vall d’Hebron Research Institute Barcelona, Spain
b Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Spain
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    "textoCompleto" => "<span class="elsevierStyleSections"><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Introduction</span><p id="par0005" class="elsevierStylePara elsevierViewall">The prevalence of diabetes is increasing worldwide and if this trend continues by 2045&#44; 693 million people will have diabetes especially in developing countries&#46; The burden of diabetes mellitus for both patients and society comes from the vascular complications of the disease&#44; cardiovascular disease being a major cause of death and disability in patients with type 2 diabetes&#46; Moreover&#44; diabetic retinopathy is still the leading cause of vision loss in working age adults&#44; the prevalence of ESRD &#40;end-stage renal disease&#41; is also up to 10 times higher in people with diabetes as those without&#44; and diabetes is the main cause non-traumatic amputation&#46;<a class="elsevierStyleCrossRef" href="#bib0200"><span class="elsevierStyleSup">1</span></a></p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0030">Limitations of HbA1c as biomarker of diabetes outcomes</span><p id="par0010" class="elsevierStylePara elsevierViewall">The measurement of HbA1c has been the gold standard for metabolic control&#46; However&#44; the DCCT&#47;EDIC Research Group showed that HbA1c values explained up to 11&#37; of the risk of diabetic retinopathy&#44; and that the unexplained 89&#37; of variation in risk was due to elements of the diabetic milieu not captured by mean HbA1c value&#46;<a class="elsevierStyleCrossRefs" href="#bib0205"><span class="elsevierStyleSup">2&#44;3</span></a></p><p id="par0015" class="elsevierStylePara elsevierViewall">The reasons why HbA1c cannot be considered a good biomarker of diabetic complications are as follows&#58;</p><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">HbA1c does not reflect long-term hyperglycemic exposure</span><p id="par0020" class="elsevierStylePara elsevierViewall">There is growing evidence to suggest that &#8220;metabolic memory&#8221; plays an important role in the development of long-term metabolic complications in both type 1 and type 2 diabetic patients&#46;<a class="elsevierStyleCrossRef" href="#bib0215"><span class="elsevierStyleSup">4</span></a> HbA1c only represents the mean level of glycemia over the previous 3 months&#44; but not the long-term exposition to hyperglycemia&#46; Therefore&#44; the use of new biomarkers that reflect the accumulated exposition to hyperglycemia could be useful to predict diabetes outcomes&#46;</p></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">HbA1c does not provide information on glycemic variability</span><p id="par0025" class="elsevierStylePara elsevierViewall">HbA1c does not provide information about the intensity of fluctuations of blood glucose levels&#46; Glycemic variability&#44; and in particular hyperglycemic spikes could be high enough to activate complication-causing mechanisms but too brief to affect the HbA1c value&#46;<a class="elsevierStyleCrossRef" href="#bib0220"><span class="elsevierStyleSup">5</span></a> In fact&#44; based on the available evidence it appears that glucose variability&#44; which is not captured by HbA1c&#44; could be a predictor of micro- and macrovascular complications as well as mortality among type 2 diabetic patients&#46;<a class="elsevierStyleCrossRef" href="#bib0225"><span class="elsevierStyleSup">6</span></a></p><p id="par0030" class="elsevierStylePara elsevierViewall">Among the main metabolic pathways involved in the pathogenesis of late diabetic complications &#40;i&#46;e&#46; oxidative stress&#44; inflammation&#44; AGEs&#41;&#44; the measurement of AGEs seems the most appropriate for assessing the genuine effects of chronic hyperglycemia&#46; The measurement of parameters related to oxidative stress and&#47;or inflammation would also be interesting but their assessment could be significantly influenced by non-diabetic conditions &#40;i&#46;e&#46; obesity&#44; insulin resistance state&#41; or intercurrent diseases&#46; In addition&#44; the different methods for determining the degree of oxidative stress or the inflammatory status inform us regarding the situation in real time rather than reflecting a sustained metabolic fingerprint&#46; By contrast&#44; AGEs have been implicated in the long-term nature of metabolic memory<a class="elsevierStyleCrossRef" href="#bib0215"><span class="elsevierStyleSup">4</span></a> and their assessment takes into account cumulative glycemia exposure and glycemic variability&#44;<a class="elsevierStyleCrossRef" href="#bib0230"><span class="elsevierStyleSup">7</span></a> thus overcoming the limitations of HbA1c as a biomarker for diabetic outcomes&#46; The objective of this review is to summarize the evidence available regarding AGEs assessment as a biomarker for diabetic complications&#44; focusing on non-invasive techniques for its measurement&#46; For this purpose&#44; a comprehensive literature search of the electronic MEDLINE database was performed between August 2017 and November 2017 using Pubmed search service and the relevant articles &#40;both originals and reviews&#41; have been included&#46;</p></span></span><span id="sec0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">AGEs as potential biomarkers of diabetes outcomes</span><p id="par0035" class="elsevierStylePara elsevierViewall">The non-enzymatic glycation reaction is known to be one of the most significant mechanisms contributing to tissue damage that occurs in diabetes&#46; It involves a series of chemical reactions that lead to the formation of early glycation products &#40;like HbA1c&#41;&#44; alpha-dicarbonyls&#44; which are directly toxic and precursors of AGEs&#46; Advanced glycation occurs over a prolonged period&#44; affecting long-lived proteins&#44; like structural components of the connective tissue matrix and basement membrane components&#46; AGE accumulation contributes to diabetic complications through direct tissue damage&#44; as well as through the activation of specific AGE receptors &#40;RAGE&#41;&#46; As a result of AGE-RAGE interaction&#44; ROS production is incremented and nuclear transcription factor NF-&#954;&#946; is activated&#44; thus promoting the transcription of several inflammatory mediators that have been implicated in diabetic complications&#46;<a class="elsevierStyleCrossRefs" href="#bib0235"><span class="elsevierStyleSup">8&#44;9</span></a></p><p id="par0040" class="elsevierStylePara elsevierViewall">The plasmatic determination of AGEs&#44; in particular N-¿-carboxymethyl lysine &#40;N-¿-CML&#41; and pentosidine&#44; have been proposed as biomarkers for diabetic complications&#46;<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">8</span></a> In fact&#44; a positive association between serum levels of AGEs and the progression of atherosclerosis in common carotid artery&#44;<a class="elsevierStyleCrossRef" href="#bib0245"><span class="elsevierStyleSup">10</span></a> renal failure<a class="elsevierStyleCrossRef" href="#bib0250"><span class="elsevierStyleSup">11</span></a> and diabetic retinopathy<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">8</span></a> has been reported&#46; For example&#44; Boehm et al&#46;&#44;<a class="elsevierStyleCrossRef" href="#bib0255"><span class="elsevierStyleSup">12</span></a> in a case-control study observed that elevated N-¿-CML was associated with proliferative diabetic retinopathy with an odds ratio of 24&#46;5&#46; In addition&#44; increased plasma levels of AGEs were found to predict incident cardiovascular disease and all-cause mortality in a population with type 1 diabetes with a Hazard Ratio of 1&#46;3 and 1&#46;27&#44; respectively&#46;<a class="elsevierStyleCrossRef" href="#bib0260"><span class="elsevierStyleSup">13</span></a> Furthermore&#44; in a recent prospective study&#44; circulating AGEs were associated with the extension and severity of subclinical atherosclerosis in type 2 diabetic patients&#46;<a class="elsevierStyleCrossRef" href="#bib0265"><span class="elsevierStyleSup">14</span></a> In this study&#44; they found an association between three AGEs &#40;glyoxal hydroimidazolone&#44; 3-deoxyglucosone hydroimidazolone and N-¿-CML&#41; and coronary artery calcification&#46; These results remained significant after adjusting for age&#44; duration of diabetes&#44; race&#47;ethnicity&#44; study treatment assignment&#44; smoking&#44; history of cardiovascular disease and hypertension&#46; It should be mentioned&#44; that they also found a positive association between 2-aminoipic acid&#44; an oxidative stress product&#44; and coronary artery calcification&#46; As previously mentioned AGE-RAGE interaction increases oxidative stress&#46; At the same time&#44; oxidative stress products accelerate AGE formation increasing the risk of presenting diabetic complications&#46;<a class="elsevierStyleCrossRefs" href="#bib0270"><span class="elsevierStyleSup">15&#8211;17</span></a> In this regard&#44; the non-invasive measurement of oxidative stress parameters in the saliva of diabetic patients has been associated with a worse metabolic control and with a higher prevalence of periodontal disease&#46;<a class="elsevierStyleCrossRefs" href="#bib0275"><span class="elsevierStyleSup">16&#44;17</span></a></p><p id="par0045" class="elsevierStylePara elsevierViewall">In a small but very illustrative study&#44; plasma levels of two AGEs &#40;nitrotyrosine and glyceraldehydes-derived AGE&#41; were correlated with the mean amplitude of glycemic excursions&#44; which was associated with more severe coronary artery disease&#46; It is worth mentioning that the mean value of HbA1c was below 6&#37; in all patients included in this study&#46;<a class="elsevierStyleCrossRef" href="#bib0230"><span class="elsevierStyleSup">7</span></a></p><p id="par0050" class="elsevierStylePara elsevierViewall">However&#44; biochemical and immunochemical assays for circulating AGE determination are complex&#44; time-consuming&#44; expensive and have a low reproducibility&#46;<a class="elsevierStyleCrossRef" href="#bib0285"><span class="elsevierStyleSup">18</span></a> In addition&#44; there is a significant variation with renal function in terms of an increase of AGEs associated with a reduction of glomerular filtration&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">8</span></a> All these reasons limit their use in current clinical practice&#46;</p><p id="par0055" class="elsevierStylePara elsevierViewall">In recent years&#44; tandem mass spectrometry has considerably facilitated the use and improved reproducibility of the assay for several AGEs&#46; Nevertheless&#44; serum AGEs do not necessarily reflect tissue AGE levels&#44; as they depend on the half-life of these proteins&#44; and in those tissues where diabetic complications develop there are also those where long lived proteins are present&#46;<a class="elsevierStyleCrossRef" href="#bib0285"><span class="elsevierStyleSup">18</span></a> Therefore&#44; it seems more reliable to measure AGEs accumulation in accessible tissues where long lived proteins are present&#46;</p></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Assessment of AGE accumulation in accessible tissues</span><p id="par0060" class="elsevierStylePara elsevierViewall">Based on the fluorescent property of some AGEs&#44; new non-invasive methods for their detection have been developed&#58; skin and lens autofluorescence&#46; The detection of AGEs in these tissues adds an advantage to its plasma determination&#46; This is because lens crystallins and skin collagen are long lived proteins as a result of a low turnover&#46; Therefore&#44; AGEs accumulation in these proteins represents cumulative long-term glycaemia exposure&#46;<a class="elsevierStyleCrossRef" href="#bib0290"><span class="elsevierStyleSup">19</span></a></p><span id="sec0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0055">Skin autofluorescence as a biomarker for diabetic outcomes</span><p id="par0065" class="elsevierStylePara elsevierViewall">The accumulation of AGEs in the skin &#40;measured in skin biopsies&#41; predicted the progression of microvascular complications in type 1 diabetic patients in a 10-year prospective study&#46; It is worth mentioning that the predictive effect of HbA1c disappeared after adjustment for AGE levels&#46;<a class="elsevierStyleCrossRef" href="#bib0295"><span class="elsevierStyleSup">20</span></a></p><p id="par0070" class="elsevierStylePara elsevierViewall">Skin autofluorescence &#40;SAF&#41; measurement using an excitation light source is a simple non-invasive examination&#44; takes only a few minutes and has a strong correlation with the content of AGEs &#40;including the aforementioned pentosidine and N-¿-CML&#41; in skin biopsies&#46;<a class="elsevierStyleCrossRef" href="#bib0300"><span class="elsevierStyleSup">21</span></a> There are many studies&#44; both in type 1 and type 2 diabetic subjects exploring SAF and its association with diabetic outcomes&#46; In type 1 diabetic subjects SAF has been associated in cross-sectional studies with the presence of subclinical atherosclerosis&#44; coronary artery disease &#40;OR 3&#46;5&#41;&#44; diabetic retinopathy&#44; diabetic neuropathy and diabetic nephropathy &#40;with an OR of 3&#46;13 for the presence of any of these microvascular complications&#41;&#46;<a class="elsevierStyleCrossRefs" href="#bib0305"><span class="elsevierStyleSup">22&#44;23</span></a> Moreover&#44; in a longitudinal study &#40;4 years of follow-up&#41; performed in T1D&#44; SAF predicted incident macrovascular events &#40;OR 4&#46;84&#41; after an adjustment for cardiovascular risk factors&#46;<a class="elsevierStyleCrossRef" href="#bib0315"><span class="elsevierStyleSup">24</span></a> Likewise&#44; in type 2 diabetes&#44; SAF has been associated with microvascular complications and subclinical atherosclerosis&#46;<a class="elsevierStyleCrossRefs" href="#bib0320"><span class="elsevierStyleSup">25&#44;26</span></a> However&#44; a single measurement of HbA1c and self-assessed diabetes duration was not associated with the presence of diabetic retinopathy<a class="elsevierStyleCrossRef" href="#bib0320"><span class="elsevierStyleSup">25</span></a> or macrovascular disease&#46;<a class="elsevierStyleCrossRef" href="#bib0325"><span class="elsevierStyleSup">26</span></a> Moreover&#44; in a prospective study within a cohort of T1D subjects that were recruited just after the onset of diabetes&#44; SAF was associated with the mean of HbA1c values obtained after 15 years of follow-up&#46;<a class="elsevierStyleCrossRef" href="#bib0310"><span class="elsevierStyleSup">23</span></a> These observations indicate that SAF measurement takes into account the cumulative exposition to hyperglycemia rather than the last few months</p><p id="par0075" class="elsevierStylePara elsevierViewall">Although SAF correlates with the accumulated AGEs in skin biopsies and is associated with atherosclerosis&#44; a correlation between SAF and the presence of AGEs in the arterial walls has not been proven&#46; Schleicher et al&#46;&#44;<a class="elsevierStyleCrossRef" href="#bib0330"><span class="elsevierStyleSup">27</span></a> found that the presence of AGEs in the atherosclerotic arteries presented a similar immunostaining both in diabetic and non-diabetic patients&#46; Moreover&#44; in a cross-sectional study&#44; 56 non-diabetic subjects with carotid artery stenosis age and sex matched with healthy control presented significantly elevated values of SAF measurement &#40;2&#46;81 versus 2&#46;46&#41;&#46; The difference was higher in patients with both carotid stenosis and peripheral artery occlusive disease&#46;<a class="elsevierStyleCrossRef" href="#bib0335"><span class="elsevierStyleSup">28</span></a> Likewise&#44; Sanchez et al&#46;<a class="elsevierStyleCrossRef" href="#bib0340"><span class="elsevierStyleSup">29</span></a> observed that a SAF value higher than 2<span class="elsevierStyleHsp" style=""></span>AU &#40;arbitrary units&#41; in a assymptomatic non-diabetic population determined a 3-fold increased risk of presenting an atheromathous plaque &#40;assessed by carotid and femoral ultrasound&#41;&#46; This evidence suggests that SAF could be an indicator of macrovascular risk in both diabetic and non-diabetic patients&#46; One possible explanation is that in some patients&#44; AGEs formation starts before the diagnosis of diabetes at least when it is made by the classical methods &#40;HbA1c and glycemic values&#41;&#46;</p><p id="par0080" class="elsevierStylePara elsevierViewall">When interpreting the results of SAF&#44; it should be taken into account that they are influenced by the presence of renal impairment&#46; This has been demonstrated in both diabetic<a class="elsevierStyleCrossRef" href="#bib0345"><span class="elsevierStyleSup">30</span></a> and non-diabetic patients&#46;<a class="elsevierStyleCrossRef" href="#bib0340"><span class="elsevierStyleSup">29</span></a> In diabetic subjects&#44; Benata et al&#46;&#44;<a class="elsevierStyleCrossRef" href="#bib0345"><span class="elsevierStyleSup">30</span></a> observed that elevated SAF measurements were associated with diabetic retinopathy in patients without renal impairment&#44; but subjects with eGFR below 60<span class="elsevierStyleHsp" style=""></span>ml&#47;min&#47;1&#46;73<span class="elsevierStyleHsp" style=""></span>m<span class="elsevierStyleSup">2</span> presented an increase in SAF measurement but without any capacity to discriminate between those with or without diabetic retinopathy&#46; On the other hand&#44; in non-diabetic patients&#44; subjects with mild to moderate decrease in GFR showed significantly higher levels of SAF compared to subjects without chronic kidney disease &#40;2&#46;5<span class="elsevierStyleHsp" style=""></span>&#43;&#47;&#8722;0&#46;6<span class="elsevierStyleHsp" style=""></span>AU vs 2&#46;2<span class="elsevierStyleHsp" style=""></span>&#43;&#47;&#8722;0&#46;4<span class="elsevierStyleHsp" style=""></span>AU&#41;&#46; However&#44; when the presence of subclinical atherosclerosis was taken into account&#44; the difference only remained in the group of patients with subclinical atherosclerosis&#46;<a class="elsevierStyleCrossRef" href="#bib0340"><span class="elsevierStyleSup">29</span></a></p></span><span id="sec0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0060">Lens autofluorescence as a biomarker of diabetic outcomes</span><p id="par0085" class="elsevierStylePara elsevierViewall">Lens autofluorescence &#40;LAF&#41; measurement is also a non-invasive technique for determining AGE accumulation in the lens which is simple&#44; rapid and does not need pupil dilation&#46;<a class="elsevierStyleCrossRef" href="#bib0350"><span class="elsevierStyleSup">31</span></a> This measurement has been validated by measuring AGE content within the lens in an animal model&#46;<a class="elsevierStyleCrossRef" href="#bib0355"><span class="elsevierStyleSup">32</span></a> LAF was increased in subjects with impaired glucose tolerance or&#47;and impaired fasting glucose and in subjects with screen-detected diabetes&#46;<a class="elsevierStyleCrossRef" href="#bib0360"><span class="elsevierStyleSup">33</span></a> However&#44; clinical studies aimed at demonstrating that LAF measurement could be a tool for diabetes screening had limited sensitivity &#40;between 67 and 79&#37;&#41;&#46;<a class="elsevierStyleCrossRefs" href="#bib0350"><span class="elsevierStyleSup">31&#44;34&#44;35</span></a></p><p id="par0090" class="elsevierStylePara elsevierViewall">As occurs with SAF&#44; there is clinical evidence that LAF also reflects cumulative exposure to hyperglycemia&#46; In this regard&#44; in a longitudinal study performed in T1D subjects&#44; LAF correlated with mean HbA1c values obtained during the study period &#40;14 years&#41;&#44; and 60&#37; of the rate of increase in lens fluorescence during the study period was statistically attributable to glycaemia levels&#46; Moreover&#44; a higher LAF value at baseline was associated with the development of diabetic complications during follow-up&#46;<a class="elsevierStyleCrossRef" href="#bib0375"><span class="elsevierStyleSup">36</span></a> Thus&#44; both LAF and SAF measurements are particularly useful when the onset of diabetes and data regarding life-exposure to hyperglycemia is unknown&#44; a situation that occurs more often in type 2 diabetes&#46; It is worth mentioning that Koefoed Theil et al&#46;<a class="elsevierStyleCrossRef" href="#bib0365"><span class="elsevierStyleSup">34</span></a> found a significant increase of LAF in non-diabetic patients with a first-degree relative with type 2 diabetes&#44; suggesting once again that the mechanisms that contribute to the development of diabetic complications are activated before the diagnosis of diabetes is made by the current available methods&#46;</p><p id="par0095" class="elsevierStylePara elsevierViewall">Regarding diabetic complications&#44; in a cross-sectional study among type 2 diabetic patients&#44; LAF was associated with the presence of diabetic retinopathy&#58; in a logistic regression model adjusting for age&#44; sex and diabetes status&#44; the OR for the presence of retinopathy was 4&#46;82 in participants in the top quartile of the lens fluorescence distribution compared with participants in the lowest quartile of the LAF&#46;<a class="elsevierStyleCrossRef" href="#bib0375"><span class="elsevierStyleSup">36</span></a> This effect of LAF on retinopathy persisted in a multivariate analysis adjusted also for smoking&#44; systolic blood pressure&#44; BMI and HbA1c &#40;OR<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>3&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib0380"><span class="elsevierStyleSup">37</span></a> To the best of our knowledge&#44; there are no studies exploring the association of LAF measurement and other complications or with the presence of renal failure&#46;</p><p id="par0100" class="elsevierStylePara elsevierViewall">The most important limiting factor of LAF is that it is not reliable when cataracts are present and cannot be performed in those subjects who have had cataract surgery&#46;</p></span></span><span id="sec0045" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0065">Future perspectives and concluding remarks</span><p id="par0105" class="elsevierStylePara elsevierViewall">The assessment of HbA1c is currently used for determining the risk of the development of diabetic related long-term complications&#46; However&#44; its inability to reflect the cumulative long-term exposure to hyperglycemia and glycemic variability explains why its measurement fails to predict diabetic outcomes&#46; Because of their capacity to give us integrative information on cumulative life-exposure to hyperglycemia&#44; LAF and SAF measurements are two promising biomarkers of diabetic outcomes&#46; However&#44; the following scientific gaps need to be covered&#58;<ul class="elsevierStyleList" id="lis0005"><li class="elsevierStyleListItem" id="lsti0005"><span class="elsevierStyleLabel">1&#41;</span><p id="par0110" class="elsevierStylePara elsevierViewall">Although LAF and SAF assessments have been correlated with skin and lens AGE content&#44; these measurements have not been validated by measuring the AGE content in the tissues affected by diabetic complications&#46; A study recently supported by the European Foundation for the Study of Diabetes &#40;EFSD&#41; aimed at elucidating this issue is ongoing&#46; In addition&#44; comparative studies between LAF and SAF are also needed&#46;</p></li><li class="elsevierStyleListItem" id="lsti0010"><span class="elsevierStyleLabel">2&#41;</span><p id="par0115" class="elsevierStylePara elsevierViewall">The inter-individual variability in the capacity of tissue glycation is a limiting factor that should be taken into account when analyzing the results of LAF and SAF measurements&#46; As previously mentioned&#44; SAF measurement was found elevated in non-diabetic subjects with atherosclerosis&#46;<a class="elsevierStyleCrossRefs" href="#bib0335"><span class="elsevierStyleSup">28&#44;29</span></a> Moreover&#44; LAF determination was increased in non-diabetic subjects with a first degree relative with T2D&#46;<a class="elsevierStyleCrossRef" href="#bib0370"><span class="elsevierStyleSup">35</span></a> These observations indicate that there is a different predisposition in the capacity of AGE formation that affects both diabetic and non-diabetic patients&#46; This is in close relationship with the inter-individual variability of the AGE&#39;s receptor &#40;RAGE&#41; activity&#46; Furthermore&#44; RAGEs are not expressed homogenously in all tissues and there is evidence that the AGE&#39;s accumulation pattern change with age&#44;<a class="elsevierStyleCrossRef" href="#bib0380"><span class="elsevierStyleSup">37</span></a> thus adding more complexity to the analysis of the results&#46;</p></li><li class="elsevierStyleListItem" id="lsti0015"><span class="elsevierStyleLabel">3&#41;</span><p id="par0120" class="elsevierStylePara elsevierViewall">Apart from AGEs formed as a consequence of the glycation of endogenous proteins&#44; it is worth mentioning that AGEs also exist in significant amount in several foods and their quantity also depends on the type of cooking&#46;<a class="elsevierStyleCrossRef" href="#bib0385"><span class="elsevierStyleSup">38</span></a> Consumption of AGE-rich diets has been associated with elevated circulating and tissue AGEs and conditions such as atherosclerosis and kidney disease in mice&#46; In the same direction&#44; in healthy subjects dietary AGEs directly correlate with circulating AGEs as well as with markers of oxidative stress&#46; Furthermore&#44; in patients with diabetes&#44; restriction of dietary AGEs reduces markers of oxidative stress and inflammation&#46;<a class="elsevierStyleCrossRef" href="#bib0390"><span class="elsevierStyleSup">39</span></a> For all these reasons&#44; the effect of dietary AGEs on and SAF and LAF measurements and diabetic complications is a significant topic that should be investigated in the coming years&#46;</p></li></ul></p><p id="par0125" class="elsevierStylePara elsevierViewall">In summary&#44; the assessment of AGEs by means of non-invasive methods such as LAF and SAF is a promising strategy for a better identification of diabetic patients at risk of developing late diabetic complications&#46; This would provide a rational basis to implement a patient-centered approach in the setting of personalized medicine&#44; which would reduce the huge economic burden associated with diabetes&#46;</p></span><span id="sec0050" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Conflict of interest</span><p id="par0130" class="elsevierStylePara elsevierViewall">The authors declare that they have no conflicts of interest&#46;</p></span></span>"
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          "identificador" => "sec0005"
          "titulo" => "Introduction"
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          "identificador" => "sec0010"
          "titulo" => "Limitations of HbA1c as biomarker of diabetes outcomes"
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              "identificador" => "sec0015"
              "titulo" => "HbA1c does not reflect long-term hyperglycemic exposure"
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              "identificador" => "sec0020"
              "titulo" => "HbA1c does not provide information on glycemic variability"
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        6 => array:2 [
          "identificador" => "sec0025"
          "titulo" => "AGEs as potential biomarkers of diabetes outcomes"
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        7 => array:3 [
          "identificador" => "sec0030"
          "titulo" => "Assessment of AGE accumulation in accessible tissues"
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              "identificador" => "sec0035"
              "titulo" => "Skin autofluorescence as a biomarker for diabetic outcomes"
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              "titulo" => "Lens autofluorescence as a biomarker of diabetic outcomes"
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          "identificador" => "sec0045"
          "titulo" => "Future perspectives and concluding remarks"
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          "titulo" => "Conflict of interest"
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          "titulo" => "Acknowledgements"
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          "clase" => "keyword"
          "titulo" => "Keywords"
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          "palabras" => array:4 [
            0 => "Diabetes"
            1 => "Complications"
            2 => "Advanced glycation end-products"
            3 => "Biomarker"
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        ]
      ]
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        0 => array:4 [
          "clase" => "keyword"
          "titulo" => "Palabras clave"
          "identificador" => "xpalclavsec1038043"
          "palabras" => array:4 [
            0 => "Diabetes"
            1 => "Complicaciones"
            2 => "Productos avanzados de la glicaci&#243;n"
            3 => "Biomarcador"
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        "titulo" => "Abstract"
        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">There are substantial differences in the onset and severity of diabetes complications that are not fully explained by HbA1c levels and other risk factors&#46; HbA1c is the gold standard for assessing metabolic control&#44; but has limited value to identify patients at risk of developing diabetic complications&#46; The main disadvantage of HbA1c is that it does not provide information about glycemic variability and does not reflect long-term exposure to hyperglycemia&#46; One of the main pathogenetic mechanisms of diabetic complications is the generation and accumulation of advanced glycation end-products &#40;AGEs&#41;&#46; Based on its fluorescence properties&#44; AGEs may be measured in tissues such as the skin or lens&#46; These non-invasive measurements of AGE accumulation may be considered as promising biomarkers of late diabetic complications&#44; and our objective is to summarize the available evidence supporting this statement&#46; However&#44; further translational research and prospective clinical trials are needed before these new biomarkers may be incorporated into clinical practice&#46;</p></span>"
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      "es" => array:2 [
        "titulo" => "Resumen"
        "resumen" => "<span id="abst0010" class="elsevierStyleSection elsevierViewall"><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">La determinaci&#243;n de HbA<span class="elsevierStyleInf">1c</span> es el &#171;est&#225;ndar de oro&#187; para evaluar el control metab&#243;lico de los pacientes con diabetes&#44; pero tiene limitaciones en identificar los pacientes riesgo de desarrollar complicaciones&#46; Los inconvenientes de la HbA<span class="elsevierStyleInf">1c</span> son que no proporciona informaci&#243;n acerca de la variabilidad gluc&#233;mica y no refleja la exposici&#243;n a largo plazo a la hiperglucemia&#46; Uno de los mecanismos patog&#233;nicos de las complicaciones de la diabetes es la acumulaci&#243;n de productos avanzados de la glicaci&#243;n &#40;AGE&#41;&#46; Bas&#225;ndose en sus propiedades fluorescentes&#44; los AGE pueden determinarse en tejidos como la piel o el cristalino&#46; Estas determinaciones no invasivas podr&#237;an contemplarse como biomarcadores de las complicaciones de la diabetes&#44; y nuestro objetivo es resumir la evidencia disponible en referencia a ello&#46; Sin embargo&#44; es necesaria una mayor investigaci&#243;n traslacional en este campo&#44; as&#237; como estudios prospectivos antes de que estos m&#233;todos puedan ser incorporados a la pr&#225;ctica cl&#237;nica&#46;</p></span>"
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              "etiqueta" => "1"
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                  "referenciaCompleta" => "International Diabetes Federation&#46; IDF diabetes atlas&#46; <a id="intr0005" class="elsevierStyleInterRef" href="http://www.diabetesatlas.org/">http&#58;&#47;&#47;www&#46;diabetesatlas&#46;org&#47;</a> &#40;accessed November 2017&#41;&#46;"
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            1 => array:3 [
              "identificador" => "bib0205"
              "etiqueta" => "2"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:1 [
                      "titulo" => "Effect of intensive diabetes management on macrovascular events and risk factors in the Diabetes Control and Complications Trial"
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:1 [
                      "Revista" => array:6 [
                        "tituloSerie" => "Am J Cardiol"
                        "fecha" => "1995"
                        "volumen" => "75"
                        "paginaInicial" => "894"
                        "paginaFinal" => "903"
                        "link" => array:1 [
                          0 => array:2 [
                            "url" => "https://www.ncbi.nlm.nih.gov/pubmed/7732997"
                            "web" => "Medline"
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                      ]
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                  ]
                ]
              ]
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Article information
ISSN: 25300164
Original language: English
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