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The Role of the Immune Response in the Pathogenesis of Thyroid Eye Disease: A Reassessment

Identifieur interne : 000435 ( Pmc/Corpus ); précédent : 000434; suivant : 000436

The Role of the Immune Response in the Pathogenesis of Thyroid Eye Disease: A Reassessment

Auteurs : James T. Rosenbaum ; Dongseok Choi ; Amanda Wong ; David J. Wilson ; Hans E. Grossniklaus ; Christina A. Harrington ; Roger A. Dailey ; John D. Ng ; Eric A. Steele ; Craig N. Czyz ; Jill A. Foster ; David Tse ; Chris Alabiad ; Sander Dubovy ; Prashant K. Parekh ; Gerald J. Harris ; Michael Kazim ; Payal J. Patel ; Valerie A. White ; Peter J. Dolman ; Deepak P. Edward ; Hind M. Alkatan ; Hailah Al Hussain ; Dinesh Selva ; R. Patrick Yeatts ; Bobby S. Korn ; Don O. Kikkawa ; Patrick Stauffer ; Stephen R. Planck

Source :

RBID : PMC:4570801

Abstract

Background

Although thyroid eye disease is a common complication of Graves’ disease, the pathogenesis of the orbital disease is poorly understood. Most authorities implicate the immune response as an important causal factor. We sought to clarify pathogenesis by using gene expression microarray.

Methods

An international consortium of ocular pathologists and orbital surgeons contributed formalin fixed orbital biopsies. RNA was extracted from orbital tissue from 20 healthy controls, 25 patients with thyroid eye disease (TED), 25 patients with nonspecific orbital inflammation (NSOI), 7 patients with sarcoidosis and 6 patients with granulomatosis with polyangiitis (GPA). Tissue was divided into a discovery set and a validation set. Gene expression was quantified using Affymetrix U133 Plus 2.0 microarrays which include 54,000 probe sets.

Results

Principal component analysis showed that gene expression from tissue from patients with TED more closely resembled gene expression from healthy control tissue in comparison to gene expression characteristic of sarcoidosis, NSOI, or granulomatosis with polyangiitis. Unsupervised cluster dendrograms further indicated the similarity between TED and healthy controls. Heat maps based on gene expression for cytokines, chemokines, or their receptors showed that these inflammatory markers were associated with NSOI, sarcoidosis, or GPA much more frequently than with TED.

Conclusion

This is the first study to compare gene expression in TED to gene expression associated with other causes of exophthalmos. The juxtaposition shows that inflammatory markers are far less characteristic of TED relative to other orbital inflammatory diseases.


Url:
DOI: 10.1371/journal.pone.0137654
PubMed: 26371757
PubMed Central: 4570801

Links to Exploration step

PMC:4570801

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<title xml:lang="en" level="a" type="main">The Role of the Immune Response in the Pathogenesis of Thyroid Eye Disease: A Reassessment</title>
<author>
<name sortKey="Rosenbaum, James T" sort="Rosenbaum, James T" uniqKey="Rosenbaum J" first="James T." last="Rosenbaum">James T. Rosenbaum</name>
<affiliation>
<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="aff002">
<addr-line>Department of Medicine, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="aff003">
<addr-line>Devers Eye Institute, Legacy Health Systems, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
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<name sortKey="Choi, Dongseok" sort="Choi, Dongseok" uniqKey="Choi D" first="Dongseok" last="Choi">Dongseok Choi</name>
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<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="aff004">
<addr-line>Department of Public Health and Preventive Medicine, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Wong, Amanda" sort="Wong, Amanda" uniqKey="Wong A" first="Amanda" last="Wong">Amanda Wong</name>
<affiliation>
<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Wilson, David J" sort="Wilson, David J" uniqKey="Wilson D" first="David J." last="Wilson">David J. Wilson</name>
<affiliation>
<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Grossniklaus, Hans E" sort="Grossniklaus, Hans E" uniqKey="Grossniklaus H" first="Hans E." last="Grossniklaus">Hans E. Grossniklaus</name>
<affiliation>
<nlm:aff id="aff005">
<addr-line>Department of Ophthalmology, Emory University, Atlanta, Georgia, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Harrington, Christina A" sort="Harrington, Christina A" uniqKey="Harrington C" first="Christina A." last="Harrington">Christina A. Harrington</name>
<affiliation>
<nlm:aff id="aff006">
<addr-line>Integrated Genomics Laboratory, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
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<name sortKey="Dailey, Roger A" sort="Dailey, Roger A" uniqKey="Dailey R" first="Roger A." last="Dailey">Roger A. Dailey</name>
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<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
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<name sortKey="Ng, John D" sort="Ng, John D" uniqKey="Ng J" first="John D." last="Ng">John D. Ng</name>
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<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
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<name sortKey="Steele, Eric A" sort="Steele, Eric A" uniqKey="Steele E" first="Eric A." last="Steele">Eric A. Steele</name>
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<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
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<name sortKey="Czyz, Craig N" sort="Czyz, Craig N" uniqKey="Czyz C" first="Craig N." last="Czyz">Craig N. Czyz</name>
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<nlm:aff id="aff007">
<addr-line>Division of Ophthalmology, Ohio University, Athens, Ohio, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
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<name sortKey="Foster, Jill A" sort="Foster, Jill A" uniqKey="Foster J" first="Jill A." last="Foster">Jill A. Foster</name>
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<nlm:aff id="aff008">
<addr-line>Department of Ophthalmology, The Ohio State University, Columbus, Ohio, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
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<name sortKey="Tse, David" sort="Tse, David" uniqKey="Tse D" first="David" last="Tse">David Tse</name>
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<addr-line>Department of Ophthalmology, University of Miami, Miami, Florida, United States of America</addr-line>
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<name sortKey="Alabiad, Chris" sort="Alabiad, Chris" uniqKey="Alabiad C" first="Chris" last="Alabiad">Chris Alabiad</name>
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</nlm:aff>
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<name sortKey="Dubovy, Sander" sort="Dubovy, Sander" uniqKey="Dubovy S" first="Sander" last="Dubovy">Sander Dubovy</name>
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<nlm:aff id="aff009">
<addr-line>Department of Ophthalmology, University of Miami, Miami, Florida, United States of America</addr-line>
</nlm:aff>
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<name sortKey="Parekh, Prashant K" sort="Parekh, Prashant K" uniqKey="Parekh P" first="Prashant K." last="Parekh">Prashant K. Parekh</name>
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<addr-line>Department of Ophthalmology, University of Miami, Miami, Florida, United States of America</addr-line>
</nlm:aff>
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<name sortKey="Harris, Gerald J" sort="Harris, Gerald J" uniqKey="Harris G" first="Gerald J." last="Harris">Gerald J. Harris</name>
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<addr-line>Department of Ophthalmology, Medical College of Wisconsin, Milwaukee, Wisconsin, United States of America</addr-line>
</nlm:aff>
</affiliation>
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<name sortKey="Kazim, Michael" sort="Kazim, Michael" uniqKey="Kazim M" first="Michael" last="Kazim">Michael Kazim</name>
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<addr-line>Department of Ophthalmology, Columbia University, New York, New York, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
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<name sortKey="Patel, Payal J" sort="Patel, Payal J" uniqKey="Patel P" first="Payal J." last="Patel">Payal J. Patel</name>
<affiliation>
<nlm:aff id="aff011">
<addr-line>Department of Ophthalmology, Columbia University, New York, New York, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="White, Valerie A" sort="White, Valerie A" uniqKey="White V" first="Valerie A." last="White">Valerie A. White</name>
<affiliation>
<nlm:aff id="aff012">
<addr-line>Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC, Canada</addr-line>
</nlm:aff>
</affiliation>
</author>
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<name sortKey="Dolman, Peter J" sort="Dolman, Peter J" uniqKey="Dolman P" first="Peter J." last="Dolman">Peter J. Dolman</name>
<affiliation>
<nlm:aff id="aff012">
<addr-line>Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC, Canada</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Edward, Deepak P" sort="Edward, Deepak P" uniqKey="Edward D" first="Deepak P." last="Edward">Deepak P. Edward</name>
<affiliation>
<nlm:aff id="aff013">
<addr-line>Research Department, King Khaled Eye Specialist Hospital, Riyadh, Saudi Arabia</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Alkatan, Hind M" sort="Alkatan, Hind M" uniqKey="Alkatan H" first="Hind M." last="Alkatan">Hind M. Alkatan</name>
<affiliation>
<nlm:aff id="aff013">
<addr-line>Research Department, King Khaled Eye Specialist Hospital, Riyadh, Saudi Arabia</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Al Hussain, Hailah" sort="Al Hussain, Hailah" uniqKey="Al Hussain H" first="Hailah" last="Al Hussain">Hailah Al Hussain</name>
<affiliation>
<nlm:aff id="aff013">
<addr-line>Research Department, King Khaled Eye Specialist Hospital, Riyadh, Saudi Arabia</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Selva, Dinesh" sort="Selva, Dinesh" uniqKey="Selva D" first="Dinesh" last="Selva">Dinesh Selva</name>
<affiliation>
<nlm:aff id="aff014">
<addr-line>Ophthalmology Network, Royal Adelaide Hospital, Adelaide, SA 5000, Australia</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Yeatts, R Patrick" sort="Yeatts, R Patrick" uniqKey="Yeatts R" first="R. Patrick" last="Yeatts">R. Patrick Yeatts</name>
<affiliation>
<nlm:aff id="aff015">
<addr-line>Department of Ophthalmology, Wake Forrest University, Winston-Salem, North Carolina, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Korn, Bobby S" sort="Korn, Bobby S" uniqKey="Korn B" first="Bobby S." last="Korn">Bobby S. Korn</name>
<affiliation>
<nlm:aff id="aff016">
<addr-line>Department of Ophthalmology, University of California, San Diego, California, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Kikkawa, Don O" sort="Kikkawa, Don O" uniqKey="Kikkawa D" first="Don O." last="Kikkawa">Don O. Kikkawa</name>
<affiliation>
<nlm:aff id="aff016">
<addr-line>Department of Ophthalmology, University of California, San Diego, California, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Stauffer, Patrick" sort="Stauffer, Patrick" uniqKey="Stauffer P" first="Patrick" last="Stauffer">Patrick Stauffer</name>
<affiliation>
<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Planck, Stephen R" sort="Planck, Stephen R" uniqKey="Planck S" first="Stephen R." last="Planck">Stephen R. Planck</name>
<affiliation>
<nlm:aff id="aff001">
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="aff002">
<addr-line>Department of Medicine, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
<affiliation>
<nlm:aff id="aff003">
<addr-line>Devers Eye Institute, Legacy Health Systems, Portland, Oregon, United States of America</addr-line>
</nlm:aff>
</affiliation>
</author>
</analytic>
<series>
<title level="j">PLoS ONE</title>
<idno type="eISSN">1932-6203</idno>
<imprint>
<date when="2015">2015</date>
</imprint>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc>
<textClass></textClass>
</profileDesc>
</teiHeader>
<front>
<div type="abstract" xml:lang="en">
<sec id="sec001">
<title>Background</title>
<p>Although thyroid eye disease is a common complication of Graves’ disease, the pathogenesis of the orbital disease is poorly understood. Most authorities implicate the immune response as an important causal factor. We sought to clarify pathogenesis by using gene expression microarray.</p>
</sec>
<sec id="sec002">
<title>Methods</title>
<p>An international consortium of ocular pathologists and orbital surgeons contributed formalin fixed orbital biopsies. RNA was extracted from orbital tissue from 20 healthy controls, 25 patients with thyroid eye disease (TED), 25 patients with nonspecific orbital inflammation (NSOI), 7 patients with sarcoidosis and 6 patients with granulomatosis with polyangiitis (GPA). Tissue was divided into a discovery set and a validation set. Gene expression was quantified using Affymetrix U133 Plus 2.0 microarrays which include 54,000 probe sets.</p>
</sec>
<sec id="sec003">
<title>Results</title>
<p>Principal component analysis showed that gene expression from tissue from patients with TED more closely resembled gene expression from healthy control tissue in comparison to gene expression characteristic of sarcoidosis, NSOI, or granulomatosis with polyangiitis. Unsupervised cluster dendrograms further indicated the similarity between TED and healthy controls. Heat maps based on gene expression for cytokines, chemokines, or their receptors showed that these inflammatory markers were associated with NSOI, sarcoidosis, or GPA much more frequently than with TED.</p>
</sec>
<sec id="sec004">
<title>Conclusion</title>
<p>This is the first study to compare gene expression in TED to gene expression associated with other causes of exophthalmos. The juxtaposition shows that inflammatory markers are far less characteristic of TED relative to other orbital inflammatory diseases.</p>
</sec>
</div>
</front>
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</TEI>
<pmc article-type="research-article">
<pmc-dir>properties open_access</pmc-dir>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS One</journal-id>
<journal-id journal-id-type="iso-abbrev">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLoS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">26371757</article-id>
<article-id pub-id-type="pmc">4570801</article-id>
<article-id pub-id-type="doi">10.1371/journal.pone.0137654</article-id>
<article-id pub-id-type="publisher-id">PONE-D-15-22918</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The Role of the Immune Response in the Pathogenesis of Thyroid Eye Disease: A Reassessment</article-title>
<alt-title alt-title-type="running-head">Immune Response in Thyroid Eye Disease</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Rosenbaum</surname>
<given-names>James T.</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff002">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff003">
<sup>3</sup>
</xref>
<xref rid="cor001" ref-type="corresp">*</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Choi</surname>
<given-names>Dongseok</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff004">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wong</surname>
<given-names>Amanda</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wilson</surname>
<given-names>David J.</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Grossniklaus</surname>
<given-names>Hans E.</given-names>
</name>
<xref ref-type="aff" rid="aff005">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Harrington</surname>
<given-names>Christina A.</given-names>
</name>
<xref ref-type="aff" rid="aff006">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dailey</surname>
<given-names>Roger A.</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ng</surname>
<given-names>John D.</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Steele</surname>
<given-names>Eric A.</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Czyz</surname>
<given-names>Craig N.</given-names>
</name>
<xref ref-type="aff" rid="aff007">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Foster</surname>
<given-names>Jill A.</given-names>
</name>
<xref ref-type="aff" rid="aff008">
<sup>8</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tse</surname>
<given-names>David</given-names>
</name>
<xref ref-type="aff" rid="aff009">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alabiad</surname>
<given-names>Chris</given-names>
</name>
<xref ref-type="aff" rid="aff009">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dubovy</surname>
<given-names>Sander</given-names>
</name>
<xref ref-type="aff" rid="aff009">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Parekh</surname>
<given-names>Prashant K.</given-names>
</name>
<xref ref-type="aff" rid="aff009">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Harris</surname>
<given-names>Gerald J.</given-names>
</name>
<xref ref-type="aff" rid="aff010">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kazim</surname>
<given-names>Michael</given-names>
</name>
<xref ref-type="aff" rid="aff011">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Patel</surname>
<given-names>Payal J.</given-names>
</name>
<xref ref-type="aff" rid="aff011">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>White</surname>
<given-names>Valerie A.</given-names>
</name>
<xref ref-type="aff" rid="aff012">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dolman</surname>
<given-names>Peter J.</given-names>
</name>
<xref ref-type="aff" rid="aff012">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Edward</surname>
<given-names>Deepak P.</given-names>
</name>
<xref ref-type="aff" rid="aff013">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Alkatan</surname>
<given-names>Hind M.</given-names>
</name>
<xref ref-type="aff" rid="aff013">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>al Hussain</surname>
<given-names>Hailah</given-names>
</name>
<xref ref-type="aff" rid="aff013">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Selva</surname>
<given-names>Dinesh</given-names>
</name>
<xref ref-type="aff" rid="aff014">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yeatts</surname>
<given-names>R. Patrick</given-names>
</name>
<xref ref-type="aff" rid="aff015">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Korn</surname>
<given-names>Bobby S.</given-names>
</name>
<xref ref-type="aff" rid="aff016">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kikkawa</surname>
<given-names>Don O.</given-names>
</name>
<xref ref-type="aff" rid="aff016">
<sup>16</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Stauffer</surname>
<given-names>Patrick</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Planck</surname>
<given-names>Stephen R.</given-names>
</name>
<xref ref-type="aff" rid="aff001">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff002">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff003">
<sup>3</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff001">
<label>1</label>
<addr-line>Casey Eye Institute, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</aff>
<aff id="aff002">
<label>2</label>
<addr-line>Department of Medicine, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</aff>
<aff id="aff003">
<label>3</label>
<addr-line>Devers Eye Institute, Legacy Health Systems, Portland, Oregon, United States of America</addr-line>
</aff>
<aff id="aff004">
<label>4</label>
<addr-line>Department of Public Health and Preventive Medicine, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</aff>
<aff id="aff005">
<label>5</label>
<addr-line>Department of Ophthalmology, Emory University, Atlanta, Georgia, United States of America</addr-line>
</aff>
<aff id="aff006">
<label>6</label>
<addr-line>Integrated Genomics Laboratory, Oregon Health & Science University, Portland, Oregon, United States of America</addr-line>
</aff>
<aff id="aff007">
<label>7</label>
<addr-line>Division of Ophthalmology, Ohio University, Athens, Ohio, United States of America</addr-line>
</aff>
<aff id="aff008">
<label>8</label>
<addr-line>Department of Ophthalmology, The Ohio State University, Columbus, Ohio, United States of America</addr-line>
</aff>
<aff id="aff009">
<label>9</label>
<addr-line>Department of Ophthalmology, University of Miami, Miami, Florida, United States of America</addr-line>
</aff>
<aff id="aff010">
<label>10</label>
<addr-line>Department of Ophthalmology, Medical College of Wisconsin, Milwaukee, Wisconsin, United States of America</addr-line>
</aff>
<aff id="aff011">
<label>11</label>
<addr-line>Department of Ophthalmology, Columbia University, New York, New York, United States of America</addr-line>
</aff>
<aff id="aff012">
<label>12</label>
<addr-line>Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC, Canada</addr-line>
</aff>
<aff id="aff013">
<label>13</label>
<addr-line>Research Department, King Khaled Eye Specialist Hospital, Riyadh, Saudi Arabia</addr-line>
</aff>
<aff id="aff014">
<label>14</label>
<addr-line>Ophthalmology Network, Royal Adelaide Hospital, Adelaide, SA 5000, Australia</addr-line>
</aff>
<aff id="aff015">
<label>15</label>
<addr-line>Department of Ophthalmology, Wake Forrest University, Winston-Salem, North Carolina, United States of America</addr-line>
</aff>
<aff id="aff016">
<label>16</label>
<addr-line>Department of Ophthalmology, University of California, San Diego, California, United States of America</addr-line>
</aff>
<contrib-group>
<contrib contrib-type="editor">
<name>
<surname>Pietropaolo</surname>
<given-names>Massimo</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"></xref>
</contrib>
</contrib-group>
<aff id="edit1">
<addr-line>Baylor College of Medicine, UNITED STATES</addr-line>
</aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>
<bold>Competing Interests: </bold>
The authors have read the journal's policy and the authors of this manuscript have the following competing interests: JTR has in the past consulted for Genentech and was a co-investigator on a studied funded by Genentech to evaluate the use of rituximab for orbital inflammatory diseases. JTR is a PLOS ONE Editorial Board member. This does not alter the authors’ adherence to PLOS ONE Editorial policies and criteria. The other authors have declared that no competing interests exist.</p>
</fn>
<fn fn-type="con" id="contrib001">
<p>Conceived and designed the experiments: JTR DC CAH SRP. Performed the experiments: JTR DC CAH SRP DJW HEG PS AW. Analyzed the data: JTR DC CAH SRP. Contributed reagents/materials/analysis tools: BSK CA CNC DOK DPE DS DT EAS GJH HaH HMA JAF JDN MK PJD PJP PKP RAD RPY SD VAW. Wrote the paper: JTR DC AW DJW HEG CAH RAD JDN EAS CNC JAF DT CA SD PKP GJH MK PJP VAW PJD DPE HMA HaH DS RPY BSK DOK PS SRP. Project leader: JTR. Coordinated contributing center sample and data collection: SRP.</p>
</fn>
<corresp id="cor001">* E-mail:
<email>rosenbaj@ohsu.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>9</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="collection">
<year>2015</year>
</pub-date>
<volume>10</volume>
<issue>9</issue>
<elocation-id>e0137654</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>5</month>
<year>2015</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>8</month>
<year>2015</year>
</date>
</history>
<permissions>
<copyright-year>2015</copyright-year>
<copyright-holder>Rosenbaum et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This is an open access article distributed under the terms of the
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License</ext-link>
, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:type="simple" xlink:href="pone.0137654.pdf"></self-uri>
<abstract>
<sec id="sec001">
<title>Background</title>
<p>Although thyroid eye disease is a common complication of Graves’ disease, the pathogenesis of the orbital disease is poorly understood. Most authorities implicate the immune response as an important causal factor. We sought to clarify pathogenesis by using gene expression microarray.</p>
</sec>
<sec id="sec002">
<title>Methods</title>
<p>An international consortium of ocular pathologists and orbital surgeons contributed formalin fixed orbital biopsies. RNA was extracted from orbital tissue from 20 healthy controls, 25 patients with thyroid eye disease (TED), 25 patients with nonspecific orbital inflammation (NSOI), 7 patients with sarcoidosis and 6 patients with granulomatosis with polyangiitis (GPA). Tissue was divided into a discovery set and a validation set. Gene expression was quantified using Affymetrix U133 Plus 2.0 microarrays which include 54,000 probe sets.</p>
</sec>
<sec id="sec003">
<title>Results</title>
<p>Principal component analysis showed that gene expression from tissue from patients with TED more closely resembled gene expression from healthy control tissue in comparison to gene expression characteristic of sarcoidosis, NSOI, or granulomatosis with polyangiitis. Unsupervised cluster dendrograms further indicated the similarity between TED and healthy controls. Heat maps based on gene expression for cytokines, chemokines, or their receptors showed that these inflammatory markers were associated with NSOI, sarcoidosis, or GPA much more frequently than with TED.</p>
</sec>
<sec id="sec004">
<title>Conclusion</title>
<p>This is the first study to compare gene expression in TED to gene expression associated with other causes of exophthalmos. The juxtaposition shows that inflammatory markers are far less characteristic of TED relative to other orbital inflammatory diseases.</p>
</sec>
</abstract>
<funding-group>
<funding-statement>This research was supported by funding from National Institutes of Health USA Grants (
<ext-link ext-link-type="uri" xlink:href="http://www.nih.gov">www.nih.gov</ext-link>
), EY020249 (JTR), EY010572 (JTR) and RR024140 (E.S.Orwoll); and Research to Prevent Blindness (
<ext-link ext-link-type="uri" xlink:href="http://www.rpbusa.org">www.rpbusa.org</ext-link>
) (Casey Eye Institute, OHSU), the Stan and Madelle Rosenfeld Family Trust (JTR), the William and Mary Bauman Foundation (JTR), the MAS Family Foundation (JTR). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="4"></fig-count>
<table-count count="2"></table-count>
<page-count count="12"></page-count>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>The authors confirm that all data underlying the findings are fully available without restriction. All relevant clinical data are within the paper. The raw and normalized gene expression microarray data are available from the GEO database (accession numbers GSE58331 and GSM1407182 through GSM1407356).</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
<notes>
<title>Data Availability</title>
<p>The authors confirm that all data underlying the findings are fully available without restriction. All relevant clinical data are within the paper. The raw and normalized gene expression microarray data are available from the GEO database (accession numbers GSE58331 and GSM1407182 through GSM1407356).</p>
</notes>
</front>
<body>
<sec sec-type="intro" id="sec005">
<title>Introduction</title>
<p>The rationale to classify Graves’ disease as an autoimmune disease is irrefutable. Graves’ disease is characterized by an autoantibody to the thyroid stimulating hormone receptor. The biological activity of this autoantibody results in hyperthyroidism.</p>
<p>It is also widely believed that thyroid eye disease (TED) is autoimmune. First, it frequently coexists with Graves’ disease, so there is “guilt by association”. Many patients with Graves’, however, do not develop TED, nor is it clear that the autoantibody responsible for hyperthyroidism plays a pathogenic role in orbital disease. Thyroid eye disease is associated with polymorphisms in HLA molecules [
<xref rid="pone.0137654.ref001" ref-type="bibr">1</xref>
] and polymorphisms in receptors that modulate the immune response [
<xref rid="pone.0137654.ref002" ref-type="bibr">2</xref>
]. An increase in cytokine mRNA expression has been noted in orbital tissue from patients with TED [
<xref rid="pone.0137654.ref003" ref-type="bibr">3</xref>
]. Cells like fibroblasts or myocytes cultured from the orbit affected by TED display an increase in cytokine synthesis [
<xref rid="pone.0137654.ref004" ref-type="bibr">4</xref>
,
<xref rid="pone.0137654.ref005" ref-type="bibr">5</xref>
]. Elevated levels of circulating cytokines have been detected in patients with TED [
<xref rid="pone.0137654.ref006" ref-type="bibr">6</xref>
,
<xref rid="pone.0137654.ref007" ref-type="bibr">7</xref>
]. Patients with TED have an increased risk for gastrointestinal autoimmunity [
<xref rid="pone.0137654.ref008" ref-type="bibr">8</xref>
]. Furthermore, many of the strategies aimed at the treatment of TED are based on immunosuppression [
<xref rid="pone.0137654.ref009" ref-type="bibr">9</xref>
,
<xref rid="pone.0137654.ref010" ref-type="bibr">10</xref>
].</p>
<p>In order to clarify the pathogenesis of TED, we have organized a consortium of international centers. We have employed gene expression microarray to analyze the detection of transcripts in orbital tissue from patients with thyroid eye disease. While this type of analysis has been reported previously [
<xref rid="pone.0137654.ref011" ref-type="bibr">11</xref>
<xref rid="pone.0137654.ref015" ref-type="bibr">15</xref>
], ours is the first report to compare gene expression among different forms of orbital inflammation. By juxtaposing gene expression in TED relative to other causes of orbital inflammation, we find a surprisingly limited immune-response signature relative to several other causes of orbital inflammation.</p>
</sec>
<sec sec-type="materials|methods" id="sec006">
<title>Materials and Methods</title>
<sec id="sec007">
<title>Centers and IRB approval</title>
<p>This study was approved by the Institutional Review Board (IRB) at Oregon Health & Science University and at each of the other contributing centers: Columbia University IRB, University of California San Diego IRB, Wake Forest University IRB, Medical College of Wisconsin IRB, Mount Carmel (Ohio) IRB, University of Miami IRB, University of British Columbia Clinical Research Ethics Board, Royal Adelaide Hospital Research Ethics Committee, King Khaled Eye Specialist Hospital Human Ethics Committee/Institutional Review Board. Tissue acquisition was in compliance with the requirements of the local review board including acquisition of written informed consent from the donor where required. All data were anonymized and de-identified prior to analysis. The research adhered to the tenets of the Declaration of Helsinki.</p>
<p>Formalin-fixed, paraffin-embedded (FFPE) samples and relevant demographic and clinical data were obtained. The diagnoses of sarcoidosis, granulomatosis with polyangiitis (GPA) (previously known as Wegener’s granulomatosis), TED, nonspecific orbital inflammation (NSOI) (previously also known as orbital pseudotumor or idiopathic orbital inflammation), and normal were based on the clinical and histopathological information obtained and submitted by orbital disease specialists and ocular pathologists from their respective institutions. All biopsies were further reviewed by two of the authors (DJW and HEG) as noted below.</p>
<p>This is a multicenter, international study on previously biopsied orbital tissue. Biopsies of orbital adipose tissue from a total of 83 subjects were studied (20 controls with no known orbital disease, 6 with GPA, 7 with sarcoidosis, 25 with TED, and 25 with NSOI). The ages are summarized in
<xref rid="pone.0137654.t001" ref-type="table">Table 1</xref>
. The gender distribution was roughly comparable among the 5 groups. Seventy-six per cent of the TED patients were female, compared to 64% of those with NSOI, 83% of those with sarcoidosis, 67% of those with GPA, and 70% of the healthy controls. Of the 25 patients with TED, 15 were biopsied prior to starting therapy, four had received prior corticosteroid therapy, and one had received local radiation. Prior therapy information was not provided on 5 patients. Nineteen of the 25 patients were known to be hyperthyroid, one was hypothyroid, and 3 were euthyroid. Thyroid status was not provided on two subjects. Twenty of the patients had orbital surgery for symptomatic relief. The reason for surgery was not stated in 5 subjects. Thyroid antibody status was reported in 5 patients and was positive in 3 of these. The control tissue was obtained during surgery such as blepharoplasty and enucleation on eyes with non-inflamed orbits.</p>
<table-wrap id="pone.0137654.t001" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0137654.t001</object-id>
<label>Table 1</label>
<caption>
<title>Ages for each experimental group.</title>
</caption>
<alternatives>
<graphic id="pone.0137654.t001g" xlink:href="pone.0137654.t001"></graphic>
<table frame="hsides" rules="groups">
<colgroup span="1">
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
</colgroup>
<thead>
<tr>
<th align="center" rowspan="1" colspan="1"></th>
<th colspan="2" align="center" rowspan="1">Set 1</th>
<th colspan="2" align="center" rowspan="1">Set 2</th>
</tr>
<tr>
<th align="left" rowspan="1" colspan="1">Diagnosis</th>
<th align="center" rowspan="1" colspan="1">N</th>
<th align="center" rowspan="1" colspan="1">Mean age at biopsy</th>
<th align="center" rowspan="1" colspan="1">N</th>
<th align="center" rowspan="1" colspan="1">Mean age at biopsy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1">NSOI</td>
<td align="center" rowspan="1" colspan="1">14</td>
<td align="center" rowspan="1" colspan="1">44.0 ± 21.8</td>
<td align="center" rowspan="1" colspan="1">11</td>
<td align="center" rowspan="1" colspan="1">58.5 ± 24.1</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Sarcoid</td>
<td align="center" rowspan="1" colspan="1">1</td>
<td align="center" rowspan="1" colspan="1">60.6</td>
<td align="center" rowspan="1" colspan="1">7
<xref rid="t001fn001" ref-type="table-fn">*</xref>
</td>
<td align="center" rowspan="1" colspan="1">48.8 ± 14.7</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">TED</td>
<td align="center" rowspan="1" colspan="1">14</td>
<td align="center" rowspan="1" colspan="1">54.0 ± 14.7</td>
<td align="center" rowspan="1" colspan="1">11</td>
<td align="center" rowspan="1" colspan="1">48.6 ± 13.0</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">GPA</td>
<td align="center" rowspan="1" colspan="1">4</td>
<td align="center" rowspan="1" colspan="1">43.4 ± 14.3</td>
<td align="center" rowspan="1" colspan="1">4
<xref rid="t001fn002" ref-type="table-fn">**</xref>
</td>
<td align="center" rowspan="1" colspan="1">40.0 ± 13.9</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Normal</td>
<td align="center" rowspan="1" colspan="1">14</td>
<td align="center" rowspan="1" colspan="1">61.0 ± 15.6</td>
<td align="center" rowspan="1" colspan="1">6</td>
<td align="center" rowspan="1" colspan="1">69.7 ± 9.8</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001">
<p>*one repeated from set 1;</p>
</fn>
<fn id="t001fn002">
<p>**two repeated from set 1</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec008">
<title>Pathology Review</title>
<p>Hematoxylin and eosin stained slides of all samples were evaluated in a masked fashion by two ocular pathologists (D.J.W. and H.E.G.) for histopathological characteristics. The diagnosis from the pathologists was compared to the diagnosis from the institution where tissue had been obtained. In some cases, additional stains were requested or additional clinical information was reviewed. A few cases with an ambiguous diagnosis were excluded. In all cases included in this study, a consensus diagnosis was obtained by Drs. Wilson and Rosenbaum, and the contributing center’s diagnosis was accepted.</p>
</sec>
<sec id="sec009">
<title>Tissue Preparation and Gene Expression Profiling</title>
<p>RNA extraction and microarray assays were performed in the OHSU Gene Profiling Shared Resource as previously reported [
<xref rid="pone.0137654.ref016" ref-type="bibr">16</xref>
]. We used Human U133 Plus 2.0 arrays that contain over 54,000 probe sets for 47,000 human transcripts and variants.</p>
</sec>
<sec id="sec010">
<title>Statistical Analysis</title>
<p>Affymetrix CEL files were normalized by the Robust Multiarray Analysis [
<xref rid="pone.0137654.ref017" ref-type="bibr">17</xref>
]. Testing for potential differences in gene expression across disease groups was done by fitting linear models after controlling for sex and age at biopsy. Mean differences were considered statistically significant when there was at least 1.5-fold change with a false discovery rate adjusted p-value less than 0.05. The ‘affy’, ‘caret’ ‘MASS’, ‘limma’ and ‘randomForest’ packages in the R project (
<ext-link ext-link-type="uri" xlink:href="http://www.r-project.org">http://www.r-project.org</ext-link>
) were used for statistical computations.</p>
<p>Principal component analysis (PCA) was used for two dimensional or three-dimensional visualization of the dissimilarity in gene expression profiles across the disease groups [
<xref rid="pone.0137654.ref018" ref-type="bibr">18</xref>
]. A dendrogram that could be aligned with heat maps was created by unsupervised, hierarchical cluster analysis. The data used for the PCA plots and dendrogram were restricted to those probe sets that had significantly different signals for TED, sarcoidosis, GPA, or NSOI groups compared to normal controls. The GSEA program [
<xref rid="pone.0137654.ref019" ref-type="bibr">19</xref>
,
<xref rid="pone.0137654.ref020" ref-type="bibr">20</xref>
] provided a means to identify expression differences in predetermined sets of genes without reliance on the FDR p-values and fold-differences used to select the probe sets employed in the creation of the dendrograms. The data used for the generation of the heat maps were restricted to 40,450 probe sets with adequate annotation and custom gene lists for immunoglobulins, cytokines, cytokine receptors, chemokines, and chemokine receptors.</p>
</sec>
</sec>
<sec sec-type="results" id="sec011">
<title>Results</title>
<p>
<xref rid="pone.0137654.t001" ref-type="table">Table 1</xref>
shows the mean ages for control groups and for subjects with TED in this study. Because studies based on multiple statistical comparisons are fraught with “significant” findings that merely represent chance occurrences from multiple statistical tests, we divided our subjects into a discovery and a validation set. The validation set determines if the differences found in the discovery set are reproducible.</p>
<p>
<xref rid="pone.0137654.g001" ref-type="fig">Fig 1</xref>
shows principal component analysis (PCA) plots that compare the difference in gene expression from TED patients and from healthy controls. In a PCA, the distance between two points reflects their relative similarity or dissimilarity. For the discovery set (set 1), the separation between the two groups indicates that there are clear differences between TED and controls. For the validation set (set 2), there is again a grouping of TED distinct from the controls. However, only a minority of the probe sets that distinguished TED from controls in the discovery set were reproduced in the validation set. In fact, no probe sets indicated transcripts with a significantly higher signal (>1.5-fold increase with a false discovery rate adjusted p value of <0.05) in both the discovery set and the validation set in a comparison between TED and the healthy controls.
<xref rid="pone.0137654.t002" ref-type="table">Table 2</xref>
lists the 29 probe sets (~23 genes) that had significantly lower signals in tissue from patients with thyroid eye disease compared to tissue from non-diseased controls. Thus, TED is distinct from controls, but the distinction is not strong.</p>
<fig id="pone.0137654.g001" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0137654.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Principal component analysis based on significantly up-regulated and significantly down-regulated probe sets in TED orbital adipose (T) against uninflamed controls (C).</title>
<p>The discovery set (Set 1) had 36 significantly up-regulated and 254 significantly down-regulated probe sets. The validation set (Set 2) had 66 significantly up-regulated and 604 significantly down-regulated probe sets. At least 1.5-fold change with FDR adjusted p-value < 0.05 is considered statistically significant.</p>
</caption>
<graphic xlink:href="pone.0137654.g001"></graphic>
</fig>
<table-wrap id="pone.0137654.t002" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0137654.t002</object-id>
<label>Table 2</label>
<caption>
<title>Probe sets with a significantly lower signal in orbital tissue from TED subjects compared to uninflamed controls.</title>
</caption>
<alternatives>
<graphic id="pone.0137654.t002g" xlink:href="pone.0137654.t002"></graphic>
<table frame="hsides" rules="groups">
<colgroup span="1">
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
<col align="left" valign="middle" span="1"></col>
</colgroup>
<thead>
<tr>
<th colspan="3" align="left" rowspan="1"></th>
<th colspan="2" align="center" rowspan="1">Set 1</th>
<th colspan="2" align="center" rowspan="1">Set 2</th>
</tr>
<tr>
<th align="center" rowspan="1" colspan="1">Probe Set</th>
<th align="left" rowspan="1" colspan="1">Gene Symbol</th>
<th align="left" rowspan="1" colspan="1">Gene Title</th>
<th align="center" rowspan="1" colspan="1">Fold Difference</th>
<th align="center" rowspan="1" colspan="1">FDR p-value</th>
<th align="center" rowspan="1" colspan="1">Fold Difference</th>
<th align="center" rowspan="1" colspan="1">FDR p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center" rowspan="1" colspan="1">203305_at</td>
<td align="center" rowspan="1" colspan="1">F13A1</td>
<td align="center" rowspan="1" colspan="1">coagulation factor XIII, A1 polypeptide</td>
<td align="char" char="." rowspan="1" colspan="1">-3.87</td>
<td align="char" char="." rowspan="1" colspan="1">0.012</td>
<td align="char" char="." rowspan="1" colspan="1">-3.10</td>
<td align="char" char="." rowspan="1" colspan="1">0.019</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">213800_at</td>
<td align="center" rowspan="1" colspan="1">CFH</td>
<td align="center" rowspan="1" colspan="1">complement factor H</td>
<td align="char" char="." rowspan="1" colspan="1">-3.52</td>
<td align="char" char="." rowspan="1" colspan="1">0.022</td>
<td align="char" char="." rowspan="1" colspan="1">-3.05</td>
<td align="char" char="." rowspan="1" colspan="1">0.002</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">207277_at</td>
<td align="center" rowspan="1" colspan="1">CD209</td>
<td align="center" rowspan="1" colspan="1">CD209 molecule</td>
<td align="char" char="." rowspan="1" colspan="1">-4.25</td>
<td align="char" char="." rowspan="1" colspan="1">0.006</td>
<td align="char" char="." rowspan="1" colspan="1">-2.24</td>
<td align="char" char="." rowspan="1" colspan="1">0.027</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">203407_at</td>
<td align="center" rowspan="1" colspan="1">PPL</td>
<td align="center" rowspan="1" colspan="1">periplakin</td>
<td align="char" char="." rowspan="1" colspan="1">-2.69</td>
<td align="char" char="." rowspan="1" colspan="1">0.025</td>
<td align="char" char="." rowspan="1" colspan="1">-3.46</td>
<td align="char" char="." rowspan="1" colspan="1">0.009</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">209348_s_at</td>
<td align="center" rowspan="1" colspan="1">MAF</td>
<td align="center" rowspan="1" colspan="1">v-maf musculoaponeurotic fibrosarcoma oncogene homolog (avian)</td>
<td align="char" char="." rowspan="1" colspan="1">-3.56</td>
<td align="char" char="." rowspan="1" colspan="1">0.046</td>
<td align="char" char="." rowspan="1" colspan="1">-2.54</td>
<td align="char" char="." rowspan="1" colspan="1">0.040</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">201212_at</td>
<td align="center" rowspan="1" colspan="1">LGMN</td>
<td align="center" rowspan="1" colspan="1">legumain</td>
<td align="char" char="." rowspan="1" colspan="1">-3.62</td>
<td align="char" char="." rowspan="1" colspan="1">0.007</td>
<td align="char" char="." rowspan="1" colspan="1">-2.38</td>
<td align="char" char="." rowspan="1" colspan="1">0.005</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">215039_at</td>
<td align="center" rowspan="1" colspan="1">LOC339524</td>
<td align="center" rowspan="1" colspan="1">uncharacterized LOC339524</td>
<td align="char" char="." rowspan="1" colspan="1">-3.75</td>
<td align="char" char="." rowspan="1" colspan="1">0.011</td>
<td align="char" char="." rowspan="1" colspan="1">-2.16</td>
<td align="char" char="." rowspan="1" colspan="1">0.024</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">237351_at</td>
<td align="center" rowspan="1" colspan="1">LOC100652994</td>
<td align="center" rowspan="1" colspan="1">uncharacterized LOC100652994</td>
<td align="char" char="." rowspan="1" colspan="1">-3.73</td>
<td align="char" char="." rowspan="1" colspan="1">0.000</td>
<td align="char" char="." rowspan="1" colspan="1">-2.03</td>
<td align="char" char="." rowspan="1" colspan="1">0.028</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">215870_s_at</td>
<td align="center" rowspan="1" colspan="1">PLA2G5</td>
<td align="center" rowspan="1" colspan="1">phospholipase A2, group V</td>
<td align="char" char="." rowspan="1" colspan="1">-3.30</td>
<td align="char" char="." rowspan="1" colspan="1">0.002</td>
<td align="char" char="." rowspan="1" colspan="1">-2.15</td>
<td align="char" char="." rowspan="1" colspan="1">0.019</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">1554485_s_at</td>
<td align="center" rowspan="1" colspan="1">TMEM37</td>
<td align="center" rowspan="1" colspan="1">transmembrane protein 37</td>
<td align="char" char="." rowspan="1" colspan="1">-3.46</td>
<td align="char" char="." rowspan="1" colspan="1">0.001</td>
<td align="char" char="." rowspan="1" colspan="1">-1.88</td>
<td align="char" char="." rowspan="1" colspan="1">0.023</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">240873_x_at</td>
<td align="center" rowspan="1" colspan="1">DAB2</td>
<td align="center" rowspan="1" colspan="1">Dab, mitogen-responsive phosphoprotein, homolog 2 (Drosophila)</td>
<td align="char" char="." rowspan="1" colspan="1">-2.79</td>
<td align="char" char="." rowspan="1" colspan="1">0.029</td>
<td align="char" char="." rowspan="1" colspan="1">-2.40</td>
<td align="char" char="." rowspan="1" colspan="1">0.005</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">1555729_a_at</td>
<td align="center" rowspan="1" colspan="1">CD209</td>
<td align="center" rowspan="1" colspan="1">CD209 molecule</td>
<td align="char" char="." rowspan="1" colspan="1">-2.51</td>
<td align="char" char="." rowspan="1" colspan="1">0.009</td>
<td align="char" char="." rowspan="1" colspan="1">-2.27</td>
<td align="char" char="." rowspan="1" colspan="1">0.028</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">203414_at</td>
<td align="center" rowspan="1" colspan="1">MMD</td>
<td align="center" rowspan="1" colspan="1">monocyte to macrophage differentiation-associated</td>
<td align="char" char="." rowspan="1" colspan="1">-2.64</td>
<td align="char" char="." rowspan="1" colspan="1">0.036</td>
<td align="char" char="." rowspan="1" colspan="1">-2.07</td>
<td align="char" char="." rowspan="1" colspan="1">0.045</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">213001_at</td>
<td align="center" rowspan="1" colspan="1">ANGPTL2</td>
<td align="center" rowspan="1" colspan="1">angiopoietin-like 2</td>
<td align="char" char="." rowspan="1" colspan="1">-2.60</td>
<td align="char" char="." rowspan="1" colspan="1">0.013</td>
<td align="char" char="." rowspan="1" colspan="1">-2.02</td>
<td align="char" char="." rowspan="1" colspan="1">0.041</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">232712_at</td>
<td align="center" rowspan="1" colspan="1">---</td>
<td align="center" rowspan="1" colspan="1">---</td>
<td align="char" char="." rowspan="1" colspan="1">-2.70</td>
<td align="char" char="." rowspan="1" colspan="1">0.044</td>
<td align="char" char="." rowspan="1" colspan="1">-1.82</td>
<td align="char" char="." rowspan="1" colspan="1">0.031</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">209543_s_at</td>
<td align="center" rowspan="1" colspan="1">CD34</td>
<td align="center" rowspan="1" colspan="1">CD34 molecule</td>
<td align="char" char="." rowspan="1" colspan="1">-2.31</td>
<td align="char" char="." rowspan="1" colspan="1">0.043</td>
<td align="char" char="." rowspan="1" colspan="1">-2.11</td>
<td align="char" char="." rowspan="1" colspan="1">0.049</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">228347_at</td>
<td align="center" rowspan="1" colspan="1">SIX1</td>
<td align="center" rowspan="1" colspan="1">SIX homeobox 1</td>
<td align="char" char="." rowspan="1" colspan="1">-2.37</td>
<td align="char" char="." rowspan="1" colspan="1">0.036</td>
<td align="char" char="." rowspan="1" colspan="1">-2.00</td>
<td align="char" char="." rowspan="1" colspan="1">0.034</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">206856_at</td>
<td align="center" rowspan="1" colspan="1">LILRB5</td>
<td align="center" rowspan="1" colspan="1">leukocyte immunoglobulin-like receptor, subfamily B (with TM and ITIM domains), member 5</td>
<td align="char" char="." rowspan="1" colspan="1">-2.74</td>
<td align="char" char="." rowspan="1" colspan="1">0.008</td>
<td align="char" char="." rowspan="1" colspan="1">-1.61</td>
<td align="char" char="." rowspan="1" colspan="1">0.030</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">231846_at</td>
<td align="center" rowspan="1" colspan="1">FOXRED2</td>
<td align="center" rowspan="1" colspan="1">FAD-dependent oxidoreductase domain containing 2</td>
<td align="char" char="." rowspan="1" colspan="1">-2.23</td>
<td align="char" char="." rowspan="1" colspan="1">0.039</td>
<td align="char" char="." rowspan="1" colspan="1">-2.10</td>
<td align="char" char="." rowspan="1" colspan="1">0.012</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">226841_at</td>
<td align="center" rowspan="1" colspan="1">MPEG1</td>
<td align="center" rowspan="1" colspan="1">macrophage expressed 1</td>
<td align="char" char="." rowspan="1" colspan="1">-2.26</td>
<td align="char" char="." rowspan="1" colspan="1">0.031</td>
<td align="char" char="." rowspan="1" colspan="1">-2.05</td>
<td align="char" char="." rowspan="1" colspan="1">0.020</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">206178_at</td>
<td align="center" rowspan="1" colspan="1">PLA2G5</td>
<td align="center" rowspan="1" colspan="1">phospholipase A2, group V</td>
<td align="char" char="." rowspan="1" colspan="1">-2.27</td>
<td align="char" char="." rowspan="1" colspan="1">0.003</td>
<td align="char" char="." rowspan="1" colspan="1">-1.82</td>
<td align="char" char="." rowspan="1" colspan="1">0.024</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">206726_at</td>
<td align="center" rowspan="1" colspan="1">HPGDS</td>
<td align="center" rowspan="1" colspan="1">hematopoietic prostaglandin D synthase</td>
<td align="char" char="." rowspan="1" colspan="1">-2.17</td>
<td align="char" char="." rowspan="1" colspan="1">0.006</td>
<td align="char" char="." rowspan="1" colspan="1">-1.89</td>
<td align="char" char="." rowspan="1" colspan="1">0.008</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">244111_at</td>
<td align="center" rowspan="1" colspan="1">KRT222</td>
<td align="center" rowspan="1" colspan="1">keratin 222</td>
<td align="char" char="." rowspan="1" colspan="1">-2.39</td>
<td align="char" char="." rowspan="1" colspan="1">0.023</td>
<td align="char" char="." rowspan="1" colspan="1">-1.65</td>
<td align="char" char="." rowspan="1" colspan="1">0.043</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">238151_at</td>
<td align="center" rowspan="1" colspan="1">---</td>
<td align="center" rowspan="1" colspan="1">---</td>
<td align="char" char="." rowspan="1" colspan="1">-2.21</td>
<td align="char" char="." rowspan="1" colspan="1">0.003</td>
<td align="char" char="." rowspan="1" colspan="1">-1.74</td>
<td align="char" char="." rowspan="1" colspan="1">0.029</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">204829_s_at</td>
<td align="center" rowspan="1" colspan="1">FOLR2</td>
<td align="center" rowspan="1" colspan="1">folate receptor 2 (fetal)</td>
<td align="char" char="." rowspan="1" colspan="1">-2.25</td>
<td align="char" char="." rowspan="1" colspan="1">0.003</td>
<td align="char" char="." rowspan="1" colspan="1">-1.57</td>
<td align="char" char="." rowspan="1" colspan="1">0.040</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">222876_s_at</td>
<td align="center" rowspan="1" colspan="1">ADAP2</td>
<td align="center" rowspan="1" colspan="1">ArfGAP with dual PH domains 2</td>
<td align="char" char="." rowspan="1" colspan="1">-2.10</td>
<td align="char" char="." rowspan="1" colspan="1">0.012</td>
<td align="char" char="." rowspan="1" colspan="1">-1.69</td>
<td align="char" char="." rowspan="1" colspan="1">0.035</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">225228_at</td>
<td align="center" rowspan="1" colspan="1">DRAM2</td>
<td align="center" rowspan="1" colspan="1">DNA-damage regulated autophagy modulator 2</td>
<td align="char" char="." rowspan="1" colspan="1">-1.88</td>
<td align="char" char="." rowspan="1" colspan="1">0.048</td>
<td align="char" char="." rowspan="1" colspan="1">-1.60</td>
<td align="char" char="." rowspan="1" colspan="1">0.031</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">218032_at</td>
<td align="center" rowspan="1" colspan="1">SNN</td>
<td align="center" rowspan="1" colspan="1">stannin</td>
<td align="char" char="." rowspan="1" colspan="1">-1.68</td>
<td align="char" char="." rowspan="1" colspan="1">0.020</td>
<td align="char" char="." rowspan="1" colspan="1">-1.51</td>
<td align="char" char="." rowspan="1" colspan="1">0.024</td>
</tr>
<tr>
<td align="center" rowspan="1" colspan="1">218633_x_at</td>
<td align="center" rowspan="1" colspan="1">ABHD10</td>
<td align="center" rowspan="1" colspan="1">abhydrolase domain containing 10</td>
<td align="char" char="." rowspan="1" colspan="1">-1.53</td>
<td align="char" char="." rowspan="1" colspan="1">0.031</td>
<td align="char" char="." rowspan="1" colspan="1">-1.50</td>
<td align="char" char="." rowspan="1" colspan="1">0.048</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>The PCA plots in
<xref rid="pone.0137654.g002" ref-type="fig">Fig 2</xref>
compare gene expression in orbital tissue from patients with TED to orbital tissue from patients with sarcoidosis, NSOI, or GPA. Also included are subjects with no known history of orbital disease. The grouping clearly shows that TED is much more similar to control tissue compared to subjects with sarcoidosis, most subjects with NSOI, or patients with GPA.</p>
<fig id="pone.0137654.g002" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0137654.g002</object-id>
<label>Fig 2</label>
<caption>
<title>Principal component analysis reveals that gene expression in TED orbital adipose is more similar to uninflamed controls than to tissues from subjects with sarcoidosis, GPA, or NSOI.</title>
<p>C = control. T = TED. N = NSOI. S = Sarcoidosis. G = GPA. Set 1 is based on the discovery set and Set2 is based on the validation set.</p>
</caption>
<graphic xlink:href="pone.0137654.g002"></graphic>
</fig>
<p>Another way to represent the correspondence of complex data sets is to display the results as an unsupervised cluster dendrogram in which the height of the branches reflects the relative difference between the branches. The dendrograms at the top of Figs
<xref rid="pone.0137654.g003" ref-type="fig">3</xref>
and
<xref rid="pone.0137654.g004" ref-type="fig">4</xref>
are based on the validation set and indicate that subjects with TED display gene expression patterns that cluster with patterns for uninflamed controls in the branches labeled C and D. In contrast, the patterns for subjects with sarcoidosis or GPA are found in the A and B branches. The NSOI subject patterns are distributed more widely, but only a minority is in the C and D branches. Dendrograms for a similar analysis of the discovery set data are shown in
<xref rid="pone.0137654.s001" ref-type="supplementary-material">S1</xref>
and
<xref rid="pone.0137654.s002" ref-type="supplementary-material">S2</xref>
Figs. The dendrograms indicate that the TED expression pattern is more closely aligned to healthy tissue than to diseased tissue from patients with sarcoidosis, GPA, or NSOI.</p>
<fig id="pone.0137654.g003" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0137654.g003</object-id>
<label>Fig 3</label>
<caption>
<title>A dendrogram produced by hierarchical cluster analysis and an independently created heat map of signals for immunoglobulin, cytokine, and cytokine receptor transcripts compares the expression profiles of subjects within each disease group in array dataset 2.</title>
<p>The heat maps were created with the GSEA program comparing probe set signal levels for subjects in branches A and B versus branches C and D. Genes with the highest signals in branches A and B are at the top of each section. The end branch labels are N—NSOI, S—sarcoidosis, G—GPA, T—TED, C—control.</p>
</caption>
<graphic xlink:href="pone.0137654.g003"></graphic>
</fig>
<fig id="pone.0137654.g004" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0137654.g004</object-id>
<label>Fig 4</label>
<caption>
<title>Heat map showing relative chemokine and chemokine receptor expression aligned with the same dendrogram shown in
<xref rid="pone.0137654.g003" ref-type="fig">Fig 3</xref>
.</title>
</caption>
<graphic xlink:href="pone.0137654.g004"></graphic>
</fig>
<p>The heat maps below the dendrograms indicate the relative expression of some immunologically important transcripts: immunoglobulins, cytokines, and cytokine receptors in
<xref rid="pone.0137654.g003" ref-type="fig">Fig 3</xref>
and chemokine and chemokine receptors in
<xref rid="pone.0137654.g004" ref-type="fig">Fig 4</xref>
. The heat map columns are aligned with the corresponding samples in the dendrogram. Heat maps for a similar analysis of the discovery set data are shown in
<xref rid="pone.0137654.s001" ref-type="supplementary-material">S1</xref>
and
<xref rid="pone.0137654.s002" ref-type="supplementary-material">S2</xref>
Figs. These figures indicate clearly that diseases such as GPA, sarcoidosis, and NSOI are much more associated with increased expression of these transcripts in comparison to TED.</p>
<p>We considered a variety of potential confounders for this study including whether the biopsy was obtained prior to therapy or subsequent to therapy and whether the patient was on corticosteroids at the time of biopsy. Surprisingly neither of these variables appears to be contributing to the results.</p>
</sec>
<sec sec-type="conclusions" id="sec012">
<title>Discussion</title>
<p>A recent review from respected authorities on TED concluded: “lymphocytes and cytokines are intimately involved in the initiation, amplification, and maintenance of the autoimmune process in TED.” [
<xref rid="pone.0137654.ref021" ref-type="bibr">21</xref>
] TED is widely considered to be an immune-mediated disease. Observations that support this include its improvement with prednisone or B cell depleting therapy [
<xref rid="pone.0137654.ref022" ref-type="bibr">22</xref>
], its co-existence with Graves’ disease which is driven by autoantibodies, and increased expression of cytokines in the affected orbital tissue [
<xref rid="pone.0137654.ref014" ref-type="bibr">14</xref>
,
<xref rid="pone.0137654.ref023" ref-type="bibr">23</xref>
,
<xref rid="pone.0137654.ref024" ref-type="bibr">24</xref>
]. However, a randomized controlled trial using B cell depletion failed to demonstrate benefit for TED [
<xref rid="pone.0137654.ref025" ref-type="bibr">25</xref>
]. The therapeutic effect of prednisone is nonspecific since corticosteroids regulate many genes in addition to those involved in immune responses [
<xref rid="pone.0137654.ref026" ref-type="bibr">26</xref>
]. In parallel with our investigation of TED, we have collected tissue from patients with additional forms of orbital inflammation including sarcoidosis, GPA, and NSOI. Juxtaposing gene expression from TED with gene expression from 3 other causes of exophthalmos shows that inflammatory markers are much less commonly associated with TED relative to the other two diagnoses.</p>
<p>We recently reported on the immunohistochemical detection of IgG4 in biopsies from patients with either orbital or lacrimal disease [
<xref rid="pone.0137654.ref027" ref-type="bibr">27</xref>
]. IgG4 is widely accepted as a marker of immune activation [
<xref rid="pone.0137654.ref028" ref-type="bibr">28</xref>
]. We detected IgG4 in 30% or more of subjects with GPA, sarcoidosis, or NSOI. However, substantial IgG4 staining was consistently absent in tissue from subjects with TED or healthy controls. These observations further support the contention that only a low level of inflammation generally accompanies thyroid eye disease. Our studies do not mean that the immune response has no role in the pathogenesis of TED. However, its role is relatively slight, suggesting that metabolic or other pathways might be better therapeutic targets to treat TED.</p>
<p>Several previous groups have attempted to clarify the pathogenesis of TED using broad amplification techniques similar to what we describe [
<xref rid="pone.0137654.ref011" ref-type="bibr">11</xref>
<xref rid="pone.0137654.ref015" ref-type="bibr">15</xref>
]. Our approach has advantages over prior studies. It is the first to be able to make comparisons to tissue representing other forms of orbital inflammation. It is the first to include both a discovery and a validation set. We have previously validated our microarray data using quantitative PCR and have shown a correlation of greater than 0.7 between the PCR and microarray values.</p>
<p>We also acknowledge limitations. While the diagnosis of TED is rarely controversial, we have relied on the clinical expertise from multiple centers such that we cannot exclude some diagnostic heterogeneity. Our gene expression data, however, support that we have studied a fairly uniform disease entity. As stated in the methods, about 60% of the patients with TED in this study were biopsied prior to starting therapy. Most of the biopsies were performed one or more years after disease onset. It is possible, therefore, that many of the biopsies were obtained after an early phase of TED that may have a more active, immune-mediated component. It is also possible that biopsy of extra-ocular muscle would have revealed an inflammatory signature that we could not detect in adipose tissue. Relief of symptoms was the motivation for most of the TED biopsies, whereas biopsies of the other diseases were primarily for diagnostic purposes. This difference might lead to the other diseases being sampled during an earlier, stage of disease, although in prior published analysis of gene expression in orbital inflammatory disease we could not demonstrate that disease duration affected levels of transcripts [
<xref rid="pone.0137654.ref029" ref-type="bibr">29</xref>
]. Our sample numbers were too small to test for differences due to demographic variables, such as age and gender, so to compare the disease groups we used linear models after controlling for these variables. We are in the process of collecting additional biopsies to assess the role of disease duration, therapy, and site of biopsy more thoroughly. We also acknowledge that artifacts can result from multiple statistical comparisons.</p>
<p>Some patients with thyroid eye disease are euthyroid. Others develop orbital disease well in advance of clinical thyroid disease. We believe that this approach to gene expression profiling will complement any information that can be gleaned by light microscopy such that ultimately orbital disease will be diagnosed in part by gene expression profiling.</p>
<p>An analysis of the molecular pattern of gene expression in TED also has the potential to clarify pathogenesis and thus to suggest new forms of therapy. Furthermore, some patients with TED have disease which is especially protracted. We predict that gene expression will help to identify subsets of patients such as those whose disease is especially aggressive or persistent or those who are especially likely to benefit from specific forms of therapy. Our observations support an approach to therapy that is not based solely on immunosuppression.</p>
</sec>
<sec sec-type="supplementary-material" id="sec013">
<title>Supporting Information</title>
<supplementary-material content-type="local-data" id="pone.0137654.s001">
<label>S1 Fig</label>
<caption>
<title>A dendrogram produced by hierarchical cluster analysis and an independently created heat map of signals for cytokine and cytokine receptor transcripts compares the expression profiles of subjects within each disease group in array dataset 1.</title>
<p>The end branch labels are N—NSOI, S—sarcoidosis, G—GPA, T—TED, C—control.</p>
<p>(PDF)</p>
</caption>
<media xlink:href="pone.0137654.s001.pdf">
<caption>
<p>Click here for additional data file.</p>
</caption>
</media>
</supplementary-material>
<supplementary-material content-type="local-data" id="pone.0137654.s002">
<label>S2 Fig</label>
<caption>
<title>A dendrogram produced by hierarchical cluster analysis and an independently created heat map of signals for chemokine and chemokine receptor transcripts compares the expression profiles of subjects within each disease group in array dataset 1.</title>
<p>The end branch labels are N—NSOI, S—sarcoidosis, G—GPA, T—TED, C—control.</p>
<p>(PDF)</p>
</caption>
<media xlink:href="pone.0137654.s002.pdf">
<caption>
<p>Click here for additional data file.</p>
</caption>
</media>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>RNA extraction and microarray assays were performed in the OHSU Gene Profiling Shared Resource. We are grateful to Kristina Vartanian for her excellent technical support for the microarray work.</p>
</ack>
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