Predicting Refractive Outcome of Small Incision Lenticule Extraction for Myopia Using Corneal Properties
To investigate whether preoperative corneal topographic and biomechanical parameters (CTBPs) predict postoperative residual refractive error (RRE). We retrospectively included 151 eyes from 151 patients of small-incision lenticule extraction (SMILE) with target RRE of plano and 3-month measurements...
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creator | Wang, Mengyu Zhang, Yaohua Wu, Wenjing Young, Joshua A Hatch, Kathryn M Pineda, 2nd, Roberto Elze, Tobias Wang, Yan |
description | To investigate whether preoperative corneal topographic and biomechanical parameters (CTBPs) predict postoperative residual refractive error (RRE).
We retrospectively included 151 eyes from 151 patients of small-incision lenticule extraction (SMILE) with target RRE of plano and 3-month measurements of refractive error from Tianjin Eye Hospital. Multivariate linear/logistic regressions were performed to associate age, gender, preoperative refractive error, lenticule thickness, and CTBPs with postoperative RRE/the occurrence of myopic RRE ≤ -0.25 diopter (D). Stepwise regression was used for feature selection. Leave-one-cross-validation was used for model evaluation by the area under the receiver operating characteristic curve (AUC).
From linear regression, more myopic RRE was associated with higher preoperative myopia, intraocular pressure (IOP), flattest curvature of anterior cornea (AC), and highest concavity deformation (HCD), and was associated with lower anterior elevation, anterior asphericity, steepest curvature of AC, and second applanation velocity. The occurrence of ≤ -0.25 D RRE was associated with higher myopia, IOP, posterior elevation and asphericity, flattest curvature of AC, first applanation velocity and HCD, and was associated with lower first applanation stiffness parameter, central corneal thickness, anterior elevation and asphericity, steepest curvature of AC, and second applanation velocity as well as thinner lenticule thickness. Compared to the baseline model using age, gender, and preoperative refractive error, adding CTBPs significantly (
< 0.001) improved the AUC performance to 0.771 from 0.615.
Postoperative outcomes of SMILE can be predicted by individual CTBPs.
Our findings could be used to customize a refractive nomogram based on individual corneal properties improving outcomes and patient satisfaction. |
doi_str_mv | 10.1167/tvst.7.5.11 |
format | Article |
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We retrospectively included 151 eyes from 151 patients of small-incision lenticule extraction (SMILE) with target RRE of plano and 3-month measurements of refractive error from Tianjin Eye Hospital. Multivariate linear/logistic regressions were performed to associate age, gender, preoperative refractive error, lenticule thickness, and CTBPs with postoperative RRE/the occurrence of myopic RRE ≤ -0.25 diopter (D). Stepwise regression was used for feature selection. Leave-one-cross-validation was used for model evaluation by the area under the receiver operating characteristic curve (AUC).
From linear regression, more myopic RRE was associated with higher preoperative myopia, intraocular pressure (IOP), flattest curvature of anterior cornea (AC), and highest concavity deformation (HCD), and was associated with lower anterior elevation, anterior asphericity, steepest curvature of AC, and second applanation velocity. The occurrence of ≤ -0.25 D RRE was associated with higher myopia, IOP, posterior elevation and asphericity, flattest curvature of AC, first applanation velocity and HCD, and was associated with lower first applanation stiffness parameter, central corneal thickness, anterior elevation and asphericity, steepest curvature of AC, and second applanation velocity as well as thinner lenticule thickness. Compared to the baseline model using age, gender, and preoperative refractive error, adding CTBPs significantly (
< 0.001) improved the AUC performance to 0.771 from 0.615.
Postoperative outcomes of SMILE can be predicted by individual CTBPs.
Our findings could be used to customize a refractive nomogram based on individual corneal properties improving outcomes and patient satisfaction.</description><identifier>ISSN: 2164-2591</identifier><identifier>EISSN: 2164-2591</identifier><identifier>DOI: 10.1167/tvst.7.5.11</identifier><identifier>PMID: 30271678</identifier><language>eng</language><publisher>United States: The Association for Research in Vision and Ophthalmology</publisher><ispartof>Translational vision science & technology, 2018-09, Vol.7 (5), p.11-11</ispartof><rights>Copyright 2018 The Authors 2018</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c381t-9d1d0baa6447912e2ad2706a91d84af3384f2ec6a0f1e93eeabf100b5c90202f3</citedby><cites>FETCH-LOGICAL-c381t-9d1d0baa6447912e2ad2706a91d84af3384f2ec6a0f1e93eeabf100b5c90202f3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6159733/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6159733/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,27903,27904,53769,53771</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30271678$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wang, Mengyu</creatorcontrib><creatorcontrib>Zhang, Yaohua</creatorcontrib><creatorcontrib>Wu, Wenjing</creatorcontrib><creatorcontrib>Young, Joshua A</creatorcontrib><creatorcontrib>Hatch, Kathryn M</creatorcontrib><creatorcontrib>Pineda, 2nd, Roberto</creatorcontrib><creatorcontrib>Elze, Tobias</creatorcontrib><creatorcontrib>Wang, Yan</creatorcontrib><title>Predicting Refractive Outcome of Small Incision Lenticule Extraction for Myopia Using Corneal Properties</title><title>Translational vision science & technology</title><addtitle>Transl Vis Sci Technol</addtitle><description>To investigate whether preoperative corneal topographic and biomechanical parameters (CTBPs) predict postoperative residual refractive error (RRE).
We retrospectively included 151 eyes from 151 patients of small-incision lenticule extraction (SMILE) with target RRE of plano and 3-month measurements of refractive error from Tianjin Eye Hospital. Multivariate linear/logistic regressions were performed to associate age, gender, preoperative refractive error, lenticule thickness, and CTBPs with postoperative RRE/the occurrence of myopic RRE ≤ -0.25 diopter (D). Stepwise regression was used for feature selection. Leave-one-cross-validation was used for model evaluation by the area under the receiver operating characteristic curve (AUC).
From linear regression, more myopic RRE was associated with higher preoperative myopia, intraocular pressure (IOP), flattest curvature of anterior cornea (AC), and highest concavity deformation (HCD), and was associated with lower anterior elevation, anterior asphericity, steepest curvature of AC, and second applanation velocity. The occurrence of ≤ -0.25 D RRE was associated with higher myopia, IOP, posterior elevation and asphericity, flattest curvature of AC, first applanation velocity and HCD, and was associated with lower first applanation stiffness parameter, central corneal thickness, anterior elevation and asphericity, steepest curvature of AC, and second applanation velocity as well as thinner lenticule thickness. Compared to the baseline model using age, gender, and preoperative refractive error, adding CTBPs significantly (
< 0.001) improved the AUC performance to 0.771 from 0.615.
Postoperative outcomes of SMILE can be predicted by individual CTBPs.
Our findings could be used to customize a refractive nomogram based on individual corneal properties improving outcomes and patient satisfaction.</description><issn>2164-2591</issn><issn>2164-2591</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNpVkc1LAzEQxYMoKurJu-QoSGs-drO7F0GKX1BpUXsOaXZSI7ubmmSL_vemVovmknnJb94MPIROKRlSKorLuApxWAzzpHbQIaMiG7C8ort_6gN0EsIbSUeUeZaJfXTACStSd3mIXqceaquj7Rb4CYxXqVwBnvRRuxawM_i5VU2DHzptg3UdHkMXre4bwDcf8RtPj8Z5_PjpllbhWVhbjZzvQDV46t0SfLQQjtGeUU2Ak5_7CM1ub15G94Px5O5hdD0eaF7SOKhqWpO5UiLLiooyYKpmBRGqonWZKcN5mRkGWihiKFQcQM0NJWSe64owwgw_Qlcb32U_b6HWaV2vGrn0tlX-Uzpl5f-fzr7KhVtJQfOq4DwZnP8YePfeQ4iytUFD06gOXB8kozRnheClSOjFBtXeheDBbMdQItfxyHU8spB5Uok--7vZlv0Ng38BaTqOkw</recordid><startdate>20180901</startdate><enddate>20180901</enddate><creator>Wang, Mengyu</creator><creator>Zhang, Yaohua</creator><creator>Wu, Wenjing</creator><creator>Young, Joshua A</creator><creator>Hatch, Kathryn M</creator><creator>Pineda, 2nd, Roberto</creator><creator>Elze, Tobias</creator><creator>Wang, Yan</creator><general>The Association for Research in Vision and Ophthalmology</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20180901</creationdate><title>Predicting Refractive Outcome of Small Incision Lenticule Extraction for Myopia Using Corneal Properties</title><author>Wang, Mengyu ; Zhang, Yaohua ; Wu, Wenjing ; Young, Joshua A ; Hatch, Kathryn M ; Pineda, 2nd, Roberto ; Elze, Tobias ; Wang, Yan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c381t-9d1d0baa6447912e2ad2706a91d84af3384f2ec6a0f1e93eeabf100b5c90202f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wang, Mengyu</creatorcontrib><creatorcontrib>Zhang, Yaohua</creatorcontrib><creatorcontrib>Wu, Wenjing</creatorcontrib><creatorcontrib>Young, Joshua A</creatorcontrib><creatorcontrib>Hatch, Kathryn M</creatorcontrib><creatorcontrib>Pineda, 2nd, Roberto</creatorcontrib><creatorcontrib>Elze, Tobias</creatorcontrib><creatorcontrib>Wang, Yan</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Translational vision science & technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wang, Mengyu</au><au>Zhang, Yaohua</au><au>Wu, Wenjing</au><au>Young, Joshua A</au><au>Hatch, Kathryn M</au><au>Pineda, 2nd, Roberto</au><au>Elze, Tobias</au><au>Wang, Yan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Predicting Refractive Outcome of Small Incision Lenticule Extraction for Myopia Using Corneal Properties</atitle><jtitle>Translational vision science & technology</jtitle><addtitle>Transl Vis Sci Technol</addtitle><date>2018-09-01</date><risdate>2018</risdate><volume>7</volume><issue>5</issue><spage>11</spage><epage>11</epage><pages>11-11</pages><issn>2164-2591</issn><eissn>2164-2591</eissn><abstract>To investigate whether preoperative corneal topographic and biomechanical parameters (CTBPs) predict postoperative residual refractive error (RRE).
We retrospectively included 151 eyes from 151 patients of small-incision lenticule extraction (SMILE) with target RRE of plano and 3-month measurements of refractive error from Tianjin Eye Hospital. Multivariate linear/logistic regressions were performed to associate age, gender, preoperative refractive error, lenticule thickness, and CTBPs with postoperative RRE/the occurrence of myopic RRE ≤ -0.25 diopter (D). Stepwise regression was used for feature selection. Leave-one-cross-validation was used for model evaluation by the area under the receiver operating characteristic curve (AUC).
From linear regression, more myopic RRE was associated with higher preoperative myopia, intraocular pressure (IOP), flattest curvature of anterior cornea (AC), and highest concavity deformation (HCD), and was associated with lower anterior elevation, anterior asphericity, steepest curvature of AC, and second applanation velocity. The occurrence of ≤ -0.25 D RRE was associated with higher myopia, IOP, posterior elevation and asphericity, flattest curvature of AC, first applanation velocity and HCD, and was associated with lower first applanation stiffness parameter, central corneal thickness, anterior elevation and asphericity, steepest curvature of AC, and second applanation velocity as well as thinner lenticule thickness. Compared to the baseline model using age, gender, and preoperative refractive error, adding CTBPs significantly (
< 0.001) improved the AUC performance to 0.771 from 0.615.
Postoperative outcomes of SMILE can be predicted by individual CTBPs.
Our findings could be used to customize a refractive nomogram based on individual corneal properties improving outcomes and patient satisfaction.</abstract><cop>United States</cop><pub>The Association for Research in Vision and Ophthalmology</pub><pmid>30271678</pmid><doi>10.1167/tvst.7.5.11</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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title | Predicting Refractive Outcome of Small Incision Lenticule Extraction for Myopia Using Corneal Properties |
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