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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2014.00189</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Opinion Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Aspartate Aminotransferase &#x02013; Risk Marker for Type-2 Diabetes Mellitus or Red Herring?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Kunutsor</surname> <given-names>Setor K.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x0002A;</xref>
<uri xlink:href="http://frontiersin.org/people/u/74271"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Abbasi</surname> <given-names>Ali</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/179627"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Apekey</surname> <given-names>Tanefa A.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge</institution>, <addr-line>Cambridge</addr-line>, <country>UK</country></aff>
<aff id="aff2"><sup>2</sup><institution>MRC Epidemiology Unit, Institute of Metabolic Science, Cambridge Biomedical Campus, University of Cambridge School of Clinical Medicine</institution>, <addr-line>Cambridge</addr-line>, <country>UK</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Epidemiology, University Medical Center Groningen, University of Groningen</institution>, <addr-line>Groningen</addr-line>, <country>Netherlands</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Internal Medicine, University Medical Center Groningen, University of Groningen</institution>, <addr-line>Groningen</addr-line>, <country>Netherlands</country></aff>
<aff id="aff5"><sup>5</sup><institution>Sport, Health and Nutrition Department, Leeds Trinity University</institution>, <addr-line>Leeds</addr-line>, <country>UK</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Soroku Yagihashi, Hirosaki University Graduate School of Medicine, Japan</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Hideyuki Sasaki, Wakayama Medical University, Japan; Toru Aizawa, Aizawa Hospital, Japan; Zhong Q. Wang, Pennington Biomedical Research Center, USA</p></fn>
<corresp content-type="corresp" id="cor1">&#x0002A;Correspondence: <email>skk31&#x00040;cantab.net</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Diabetes, a section of the journal Frontiers in Endocrinology.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>11</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="collection">
<year>2014</year>
</pub-date>
<volume>5</volume>
<elocation-id>189</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>08</month>
<year>2014</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>10</month>
<year>2014</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2014 Kunutsor, Abbasi and Apekey.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<kwd-group>
<kwd>aspartate aminotransferase</kwd>
<kwd>type-2 diabetes mellitus</kwd>
<kwd>liver enzymes</kwd>
<kwd>risk factors</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="25"/>
<page-count count="3"/>
<word-count count="2363"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="introduction">
<title>Introduction</title>
<p>Gamma glutamyltransferase (GGT), alanine aminotransferase (ALT), aspartate aminotransferase (AST), and alkaline phosphatase (ALP) are common liver enzymes. Abnormal serum circulating levels of these enzymes may signal liver or cholestatic damage (<xref ref-type="bibr" rid="B1">1</xref>). Circulating GGT is present on the external surfaces of most cells, particularly hepatocytes, and is used as a biological marker of excessive alcohol intake (<xref ref-type="bibr" rid="B2">2</xref>). ALT and AST catalyze the transfer of amino groups to generate products in gluconeogenesis and amino acid metabolism (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Elevated serum levels of these aminotransferases signal acute or chronic liver injury (<xref ref-type="bibr" rid="B1">1</xref>). ALP is a hydrolase enzyme that transports metabolites across cell membranes, with elevated serum levels commonly used in clinical practice as a marker of liver or bony disease (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>In addition to their physiological functions, a growing body of evidence indicates that baseline serum levels of these enzymes may be associated with the development of a wide range of disease outcomes. Several reports have indicated that among these enzymes, elevated baseline levels of GGT and ALT are each associated with increased risk of future type-2 diabetes mellitus (T2DM) (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Indeed, the associations are apparent even within normal ranges of these enzymes. There is, however, considerable uncertainty regarding the association between AST level and risk of T2DM. In a recent review, we synthesized available prospective epidemiological data on the association between AST and incident T2DM (<xref ref-type="bibr" rid="B7">7</xref>). The pooled analyses involving 1,912 incident T2DM cases did not show a significant association between AST and risk of future T2DM. In contrast, a recently rigorously conducted prospective study involving 2,182 incident T2DM cases, reported a multivariate adjusted relative risk (RR) of 1.16 (1.02&#x02013;1.31) for T2DM in a comparison of the highest to the lowest quartile of baseline AST levels (<xref ref-type="bibr" rid="B8">8</xref>). The association was continuous and extended well within the normal range of AST levels. This large study adds to the growing body of evidence that like GGT and ALT, elevated AST level may also be associated with increased risk for T2DM.</p>
<p>The prospective evidence on the association between AST and T2DM is inconclusive and this may be attributed to several reasons including: lack of adequate power, unmeasured confounding, or even over-adjustment for potential intermediates by previous studies. Given that levels of serum liver enzymes (GGT, ALT, and AST) (i) are strongly environmentally and genetically correlated with one another (<xref ref-type="bibr" rid="B9">9</xref>), and (ii) have shared genetic variances (<xref ref-type="bibr" rid="B10">10</xref>), the evidence is suggestive of common biological pathways affecting levels of these enzymes. There is therefore a possibility that the association between AST level and risk of T2DM might be mediated through the effects of the other liver enzymes. The potential impact of other liver enzymes on the AST&#x02013;T2DM association is unclear as it is uncertain whether adjusting for such putative intermediates is appropriate. There are indications that further adjustment for other liver enzymes may be responsible for the substantially attenuated or null associations observed in several studies. To help clarify the evidence, we report an updated review.</p>
</sec>
<sec id="S2" sec-type="methods">
<title>Methods</title>
<p>We searched MEDLINE, EMBASE, and Web of Science electronic databases for published studies reporting on the associations between baseline AST levels and incident T2DM since the date of the previous review (<xref ref-type="bibr" rid="B7">7</xref>). Details of the review methodology and inclusion/exclusion criteria have been reported previously (<xref ref-type="bibr" rid="B7">7</xref>). Briefly, studies were only included if they had at least 1&#x02009;year of follow-up, recruited participants from approximately general populations (i.e., did not select participants on the basis of pre-existing diabetes or known liver disease), and excluded participants with marked elevations in AST levels. Data were abstracted on several study characteristics including degree of adjustment for potential confounders (defined as &#x0201C;&#x0002B;&#x0201D; when RRs were adjusted for age and/or sex; &#x0201C;&#x0002B;&#x0002B;&#x0201D; further adjustment for established diabetes risk factors; and &#x0201C;&#x0002B;&#x0002B;&#x0002B;&#x0201D; additional adjustment for liver enzymes). We separately extracted estimates from models adjusting for established and potential diabetes risk factors and models with additional adjustment for other liver enzymes. We contacted authors of eligible studies where the published data were insufficient, to provide relevant missing information. Risk estimates were transformed to involve comparisons between the top third and bottom third of the study population&#x02019;s baseline distribution of AST levels. Consistency of findings across studies was assessed by standard &#x003C7;<sup>2</sup> and <italic>I</italic><sup>2</sup> statistics (<xref ref-type="bibr" rid="B11">11</xref>). Prespecified sources of potential heterogeneity were explored by using random-effects meta-regression. Evidence of publication bias was assessed using Begg&#x02019;s funnel plots and Egger&#x02019;s asymmetry test (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). All analyses were performed using Stata release 12 (StataCorp, College Station, TX, USA).</p>
</sec>
<sec id="S3">
<title>Results</title>
<p>Data were available on 90,975 participants from 13 unique prospective cohort studies (<xref ref-type="bibr" rid="B14">14</xref>&#x02013;<xref ref-type="bibr" rid="B24">24</xref>) (of which, 9 were included in the previous review) (Table S1 in Supplementary Material). The cumulative analysis involved 6,069 incident T2DM cases, collected over average follow-up periods ranging from 3 to 20&#x02009;years. The pooled random-effects RR (95% CI) for T2DM in a comparison of extreme thirds of AST level was 1.09 (1.03&#x02013;1.14) in studies that adjusted for potential diabetes risk factors. The corresponding RR was 1.00 (0.96&#x02013;1.05) in studies that additionally adjusted for other liver enzymes (<italic>P</italic> for meta-regression&#x02009;&#x0003D;&#x02009;0.05; Figure <xref ref-type="fig" rid="F1">1</xref>). There was substantial heterogeneity among the studies that adjusted for diabetes risk factors (<italic>I</italic><sup>2</sup>&#x02009;&#x0003D;&#x02009;73%: 54&#x02013;85%, <italic>P</italic>&#x02009;&#x0003C;&#x02009;0.001). The inconsistency was to a large part explained by duration of follow-up (<italic>P</italic> for meta-regression&#x02009;&#x0003D;&#x02009;0.004), with combined estimates from studies with follow-up duration &#x02265;5&#x02009;years (1.28, 95% CI: 1.11&#x02013;1.49) being stronger than those with shorter follow-up duration (1.02, 95% CI: 0.98&#x02013;1.05). Egger&#x02019;s test was not significant (<italic>P</italic>&#x02009;&#x0003D;&#x02009;0.92), consistent with observed funnel plot symmetry.</p>
<fig position="float" id="F1">
<label>Figure 1</label>
<caption><p><bold>Prospective studies of aspartate aminotransferase levels and type-2 diabetes mellitus risk, grouped according to covariate adjustment levels</bold>. The summary estimates presented were calculated using random-effects models; degree of adjustment: &#x0002B;, adjusted for age and/sex; &#x0002B;&#x0002B;, additionally adjusted for diabetes risk factors; &#x0002B;&#x0002B;&#x0002B;, further adjusted for other liver enzymes; AST, aspartate aminotransferase; bars, 95% CI; RR, relative risk.</p></caption>
<graphic xlink:href="fendo-05-00189-g001.tif"/>
</fig>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>The pattern of findings from the available evidence suggest that elevated AST is associated with increased risk of T2DM after controlling for potential confounding. Stronger associations were demonstrated for studies with longer duration of follow-up, findings, which confirm the speculative suggestion that duration of follow-up plays a role in the association between liver aminotransferases and T2DM (<xref ref-type="bibr" rid="B7">7</xref>). This finding may, however, require replication in further studies. The association of AST with T2DM was, however, abrogated by further adjustment for other liver enzymes. These results must be interpreted with caution given potential limitations such as effects of residual confounding, variably adjusted data, and the possibility for bias when attempting to assess the impact of putative intermediates (<xref ref-type="bibr" rid="B25">25</xref>) such as other liver enzymes (GGT and ALT). If other liver enzymes mediate the association, then correction for these enzymes may be an over-adjustment by the studies concerned. The relationship between these liver enzymes and T2DM may be more complex than generally appreciated. Future studies are warranted to help provide insight into the nature of these processes and determine the joint role of these liver enzymes in the pathophysiology of T2DM.</p>
</sec>
<sec id="S5">
<title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S6" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at <uri xlink:href="http://www.frontiersin.org/Journal/10.3389/fendo.2014.00189/full">http://www.frontiersin.org/Journal/10.3389/fendo.2014.00189/full</uri></p>
<supplementary-material xlink:href="Table_1.PDF" id="SM1" mimetype="applicationn/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
</body>
<back>
<ack>
<p>We thank the following authors for providing additional data on request: Dr. Soo Lim, Division of Endocrinology and Metabolism, Seoul National University College of Medicine; Dr. Wiroj Jiamjarasrangsi, Department of Preventive and Social Medicine, Faculty of Medicine, Chulalongkorn University; and Dr. Kyoko Kogawa Sato, Preventive Medicine and Environmental Health, Osaka City University Graduate School of Medicine. This work was supported by the Netherlands Organization for Scientific Research project (NWO) and the Medical Research Council UK (grant reference no. MC_U106179471). Ali Abbasi is supported by a Rubicon grant from the Netherlands Organization for Scientific Research (NWO). The NWO and MRC had no role in study design; in data collection, analysis, or interpretation; in writing the report; or in the decision to submit for publication.</p>
</ack>
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