Individual Prognostication of Disease Activity and Disability Worsening in Multiple Sclerosis With Retinal Layer Thickness z Scores

Retinal optical coherence tomography (OCT) provides promising prognostic imaging biomarkers for future disease activity in multiple sclerosis (MS). However, raw OCT-derived measures have multiple dependencies, supporting the need for establishing reference values adjusted for possible confounders. T...

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Veröffentlicht in:Neurology : neuroimmunology & neuroinflammation 2024-09, Vol.11 (5), p.e200269
Hauptverfasser: Lin, Ting-Yi, Motamedi, Seyedamirhosein, Asseyer, Susanna, Chien, Claudia, Saidha, Shiv, Calabresi, Peter A, Fitzgerald, Kathryn C, Samadzadeh, Sara, Villoslada, Pablo, Llufriu, Sara, Green, Ari J, Preiningerova, Jana Lizrova, Petzold, Axel, Leocani, Letizia, Garcia-Martin, Elena, Oreja-Guevara, Celia, Outteryck, Olivier, Vermersch, Patrick, Balcer, Laura J, Kenney, Rachel, Albrecht, Philipp, Aktas, Orhan, Costello, Fiona, Frederiksen, Jette, Uccelli, Antonio, Cellerino, Maria, Frohman, Elliot M, Frohman, Teresa C, Bellmann-Strobl, Judith, Schmitz-Hübsch, Tanja, Ruprecht, Klemens, Brandt, Alexander U, Zimmermann, Hanna G, Paul, Friedemann
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container_issue 5
container_start_page e200269
container_title Neurology : neuroimmunology & neuroinflammation
container_volume 11
creator Lin, Ting-Yi
Motamedi, Seyedamirhosein
Asseyer, Susanna
Chien, Claudia
Saidha, Shiv
Calabresi, Peter A
Fitzgerald, Kathryn C
Samadzadeh, Sara
Villoslada, Pablo
Llufriu, Sara
Green, Ari J
Preiningerova, Jana Lizrova
Petzold, Axel
Leocani, Letizia
Garcia-Martin, Elena
Oreja-Guevara, Celia
Outteryck, Olivier
Vermersch, Patrick
Balcer, Laura J
Kenney, Rachel
Albrecht, Philipp
Aktas, Orhan
Costello, Fiona
Frederiksen, Jette
Uccelli, Antonio
Cellerino, Maria
Frohman, Elliot M
Frohman, Teresa C
Bellmann-Strobl, Judith
Schmitz-Hübsch, Tanja
Ruprecht, Klemens
Brandt, Alexander U
Zimmermann, Hanna G
Paul, Friedemann
description Retinal optical coherence tomography (OCT) provides promising prognostic imaging biomarkers for future disease activity in multiple sclerosis (MS). However, raw OCT-derived measures have multiple dependencies, supporting the need for establishing reference values adjusted for possible confounders. The purpose of this study was to investigate the capacity for age-adjusted scores of OCT-derived measures to prognosticate future disease activity and disability worsening in people with MS (PwMS). We established age-adjusted OCT reference data using generalized additive models for location, scale, and shape for peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform layer (GCIP) thicknesses, involving 910 and 423 healthy eyes, respectively. Next, we transformed the retinal layer thickness of PwMS from 3 published studies into age-adjusted scores (pRNFL-z and GCIP-z) based on the reference data. Finally, we investigated the association of pRNFL-z or GCIP-z as predictors with future confirmed disability worsening (Expanded Disability Status Scale score increase) or disease activity (failing of the no evidence of disease activity [NEDA-3] criteria) as outcomes. Cox proportional hazards models or logistic regression analyses were applied according to the original studies. Optimal cutoffs were identified using the Akaike information criterion as well as location with the log-rank and likelihood-ratio tests. In the first cohort (n = 863), 172 PwMS (24%) had disability worsening over a median observational period of 2.0 (interquartile range [IQR]:1.0-3.0) years. Low pRNFL-z (≤-2.04) were associated with an increased risk of disability worsening (adjusted hazard ratio (aHR) [95% CI] = 2.08 [1.47-2.95], 3.82e ). In the second cohort (n = 170), logistic regression analyses revealed that lower pRNFL-z showed a higher likelihood for disability accumulation at the two-year follow-up (reciprocal odds ratio [95% CI] = 1.51[1.06-2.15], = 0.03). In the third cohort (n = 78), 46 PwMS (59%) did not maintain the NEDA-3 status over a median follow-up of 2.0 (IQR: 1.9-2.1) years. PwMS with low GCIP-z (≤-1.03) had a higher risk of showing disease activity (aHR [95% CI] = 2.14 [1.03-4.43], = 0.04). Compared with raw values with arbitrary cutoffs, applying the score approach with optimal cutoffs showed better performance in discrimination and calibration (higher Harrell's concordance index and lower integrated Brier score). In conclusion, our work demonstrated
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However, raw OCT-derived measures have multiple dependencies, supporting the need for establishing reference values adjusted for possible confounders. The purpose of this study was to investigate the capacity for age-adjusted scores of OCT-derived measures to prognosticate future disease activity and disability worsening in people with MS (PwMS). We established age-adjusted OCT reference data using generalized additive models for location, scale, and shape for peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform layer (GCIP) thicknesses, involving 910 and 423 healthy eyes, respectively. Next, we transformed the retinal layer thickness of PwMS from 3 published studies into age-adjusted scores (pRNFL-z and GCIP-z) based on the reference data. Finally, we investigated the association of pRNFL-z or GCIP-z as predictors with future confirmed disability worsening (Expanded Disability Status Scale score increase) or disease activity (failing of the no evidence of disease activity [NEDA-3] criteria) as outcomes. Cox proportional hazards models or logistic regression analyses were applied according to the original studies. Optimal cutoffs were identified using the Akaike information criterion as well as location with the log-rank and likelihood-ratio tests. In the first cohort (n = 863), 172 PwMS (24%) had disability worsening over a median observational period of 2.0 (interquartile range [IQR]:1.0-3.0) years. Low pRNFL-z (≤-2.04) were associated with an increased risk of disability worsening (adjusted hazard ratio (aHR) [95% CI] = 2.08 [1.47-2.95], 3.82e ). In the second cohort (n = 170), logistic regression analyses revealed that lower pRNFL-z showed a higher likelihood for disability accumulation at the two-year follow-up (reciprocal odds ratio [95% CI] = 1.51[1.06-2.15], = 0.03). In the third cohort (n = 78), 46 PwMS (59%) did not maintain the NEDA-3 status over a median follow-up of 2.0 (IQR: 1.9-2.1) years. PwMS with low GCIP-z (≤-1.03) had a higher risk of showing disease activity (aHR [95% CI] = 2.14 [1.03-4.43], = 0.04). Compared with raw values with arbitrary cutoffs, applying the score approach with optimal cutoffs showed better performance in discrimination and calibration (higher Harrell's concordance index and lower integrated Brier score). In conclusion, our work demonstrated reference cohort-based scores that account for age, a major driver for disease progression in MS, to be a promising approach for creating OCT-derived measures useable across devices and toward individualized prognostication.</description><identifier>ISSN: 2332-7812</identifier><identifier>EISSN: 2332-7812</identifier><identifier>DOI: 10.1212/NXI.0000000000200269</identifier><identifier>PMID: 38941572</identifier><language>eng</language><publisher>United States: American Academy of neurology</publisher><subject>Adult ; Disease Progression ; Female ; Humans ; Life Sciences ; Male ; Middle Aged ; Multiple Sclerosis - diagnostic imaging ; Multiple Sclerosis - physiopathology ; Prognosis ; Retina - diagnostic imaging ; Retina - pathology ; Retina - physiopathology ; Severity of Illness Index ; Tomography, Optical Coherence</subject><ispartof>Neurology : neuroimmunology &amp; neuroinflammation, 2024-09, Vol.11 (5), p.e200269</ispartof><rights>Attribution - NonCommercial - NoDerivatives</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c220t-48189be974a7bf50585338b6200d24119e5104055d2ceaf247e41d69e881143b3</cites><orcidid>0000-0002-8735-6119 ; 0000-0002-2020-9210 ; 0000-0003-4273-9121 ; 0000-0002-0276-8051 ; 0000-0003-1962-6014 ; 0000-0002-9768-014X ; 0000-0002-9221-5716 ; 0000-0003-1311-5520 ; 0000-0001-8280-9513 ; 0000-0002-6378-0070 ; 0000-0003-1661-7438 ; 0000-0002-2008-6038 ; 0000-0001-6258-2489 ; 0000-0001-9605-8095 ; 0000-0001-7987-658X ; 0000-0001-6387-0714 ; 0000-0002-5136-4539 ; 0000-0002-0344-9749 ; 0000-0003-0337-3462 ; 0000-0003-2615-1643 ; 0000-0003-3137-0322 ; 0000-0002-4359-9872</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,778,782,862,883,27911,27912</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38941572$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://hal.univ-lille.fr/hal-04708651$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Lin, Ting-Yi</creatorcontrib><creatorcontrib>Motamedi, Seyedamirhosein</creatorcontrib><creatorcontrib>Asseyer, Susanna</creatorcontrib><creatorcontrib>Chien, Claudia</creatorcontrib><creatorcontrib>Saidha, Shiv</creatorcontrib><creatorcontrib>Calabresi, Peter A</creatorcontrib><creatorcontrib>Fitzgerald, Kathryn C</creatorcontrib><creatorcontrib>Samadzadeh, Sara</creatorcontrib><creatorcontrib>Villoslada, Pablo</creatorcontrib><creatorcontrib>Llufriu, Sara</creatorcontrib><creatorcontrib>Green, Ari J</creatorcontrib><creatorcontrib>Preiningerova, Jana Lizrova</creatorcontrib><creatorcontrib>Petzold, Axel</creatorcontrib><creatorcontrib>Leocani, Letizia</creatorcontrib><creatorcontrib>Garcia-Martin, Elena</creatorcontrib><creatorcontrib>Oreja-Guevara, Celia</creatorcontrib><creatorcontrib>Outteryck, Olivier</creatorcontrib><creatorcontrib>Vermersch, Patrick</creatorcontrib><creatorcontrib>Balcer, Laura J</creatorcontrib><creatorcontrib>Kenney, Rachel</creatorcontrib><creatorcontrib>Albrecht, Philipp</creatorcontrib><creatorcontrib>Aktas, Orhan</creatorcontrib><creatorcontrib>Costello, Fiona</creatorcontrib><creatorcontrib>Frederiksen, Jette</creatorcontrib><creatorcontrib>Uccelli, Antonio</creatorcontrib><creatorcontrib>Cellerino, Maria</creatorcontrib><creatorcontrib>Frohman, Elliot M</creatorcontrib><creatorcontrib>Frohman, Teresa C</creatorcontrib><creatorcontrib>Bellmann-Strobl, Judith</creatorcontrib><creatorcontrib>Schmitz-Hübsch, Tanja</creatorcontrib><creatorcontrib>Ruprecht, Klemens</creatorcontrib><creatorcontrib>Brandt, Alexander U</creatorcontrib><creatorcontrib>Zimmermann, Hanna G</creatorcontrib><creatorcontrib>Paul, Friedemann</creatorcontrib><title>Individual Prognostication of Disease Activity and Disability Worsening in Multiple Sclerosis With Retinal Layer Thickness z Scores</title><title>Neurology : neuroimmunology &amp; neuroinflammation</title><addtitle>Neurol Neuroimmunol Neuroinflamm</addtitle><description>Retinal optical coherence tomography (OCT) provides promising prognostic imaging biomarkers for future disease activity in multiple sclerosis (MS). However, raw OCT-derived measures have multiple dependencies, supporting the need for establishing reference values adjusted for possible confounders. The purpose of this study was to investigate the capacity for age-adjusted scores of OCT-derived measures to prognosticate future disease activity and disability worsening in people with MS (PwMS). We established age-adjusted OCT reference data using generalized additive models for location, scale, and shape for peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform layer (GCIP) thicknesses, involving 910 and 423 healthy eyes, respectively. Next, we transformed the retinal layer thickness of PwMS from 3 published studies into age-adjusted scores (pRNFL-z and GCIP-z) based on the reference data. Finally, we investigated the association of pRNFL-z or GCIP-z as predictors with future confirmed disability worsening (Expanded Disability Status Scale score increase) or disease activity (failing of the no evidence of disease activity [NEDA-3] criteria) as outcomes. Cox proportional hazards models or logistic regression analyses were applied according to the original studies. Optimal cutoffs were identified using the Akaike information criterion as well as location with the log-rank and likelihood-ratio tests. In the first cohort (n = 863), 172 PwMS (24%) had disability worsening over a median observational period of 2.0 (interquartile range [IQR]:1.0-3.0) years. Low pRNFL-z (≤-2.04) were associated with an increased risk of disability worsening (adjusted hazard ratio (aHR) [95% CI] = 2.08 [1.47-2.95], 3.82e ). In the second cohort (n = 170), logistic regression analyses revealed that lower pRNFL-z showed a higher likelihood for disability accumulation at the two-year follow-up (reciprocal odds ratio [95% CI] = 1.51[1.06-2.15], = 0.03). In the third cohort (n = 78), 46 PwMS (59%) did not maintain the NEDA-3 status over a median follow-up of 2.0 (IQR: 1.9-2.1) years. PwMS with low GCIP-z (≤-1.03) had a higher risk of showing disease activity (aHR [95% CI] = 2.14 [1.03-4.43], = 0.04). Compared with raw values with arbitrary cutoffs, applying the score approach with optimal cutoffs showed better performance in discrimination and calibration (higher Harrell's concordance index and lower integrated Brier score). In conclusion, our work demonstrated reference cohort-based scores that account for age, a major driver for disease progression in MS, to be a promising approach for creating OCT-derived measures useable across devices and toward individualized prognostication.</description><subject>Adult</subject><subject>Disease Progression</subject><subject>Female</subject><subject>Humans</subject><subject>Life Sciences</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Multiple Sclerosis - diagnostic imaging</subject><subject>Multiple Sclerosis - physiopathology</subject><subject>Prognosis</subject><subject>Retina - diagnostic imaging</subject><subject>Retina - pathology</subject><subject>Retina - physiopathology</subject><subject>Severity of Illness Index</subject><subject>Tomography, Optical Coherence</subject><issn>2332-7812</issn><issn>2332-7812</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkV1rFDEUhoMottT-A5Fc6sXWfE4yl0v96MLWilbqXcjMnOlGs8k2yRTWW_-4WbZdpCGQk8PzvofDi9BrSs4oo-z9l5-LM3I4rN6mfYaOGedspjRlz_-rj9Bpzr8qRpmUqlEv0RHXraBSsWP0dxEGd--GyXr8NcXbEHNxvS0uBhxH_MFlsBnwvC-VKltsw7Br2s753fcmpgzBhVvsAr6cfHEbD_h77yHF7DK-cWWFv0Fxofov7RYSvl65_neAnPGfCsYE-RV6MVqf4fThPUE_Pn28Pr-YLa8-L87ny1nPGCkzoaluO2iVsKobJZFacq67pm4_MEFpC5ISQaQcWA92ZEKBoEPTgtaUCt7xE_Ru77uy3mySW9u0NdE6czFfml2PCEV0I-k9rezbPbtJ8W6CXMza5R68twHilA0nijdSECEqKvZoX3fOCcaDNyVml5apaZmnaVXZm4cJU7eG4SB6zIb_A9FJjx0</recordid><startdate>20240901</startdate><enddate>20240901</enddate><creator>Lin, Ting-Yi</creator><creator>Motamedi, Seyedamirhosein</creator><creator>Asseyer, Susanna</creator><creator>Chien, Claudia</creator><creator>Saidha, Shiv</creator><creator>Calabresi, Peter A</creator><creator>Fitzgerald, Kathryn C</creator><creator>Samadzadeh, Sara</creator><creator>Villoslada, Pablo</creator><creator>Llufriu, Sara</creator><creator>Green, Ari J</creator><creator>Preiningerova, Jana Lizrova</creator><creator>Petzold, Axel</creator><creator>Leocani, Letizia</creator><creator>Garcia-Martin, Elena</creator><creator>Oreja-Guevara, Celia</creator><creator>Outteryck, Olivier</creator><creator>Vermersch, Patrick</creator><creator>Balcer, Laura J</creator><creator>Kenney, Rachel</creator><creator>Albrecht, Philipp</creator><creator>Aktas, Orhan</creator><creator>Costello, Fiona</creator><creator>Frederiksen, Jette</creator><creator>Uccelli, Antonio</creator><creator>Cellerino, Maria</creator><creator>Frohman, Elliot M</creator><creator>Frohman, Teresa C</creator><creator>Bellmann-Strobl, Judith</creator><creator>Schmitz-Hübsch, Tanja</creator><creator>Ruprecht, Klemens</creator><creator>Brandt, Alexander U</creator><creator>Zimmermann, Hanna G</creator><creator>Paul, Friedemann</creator><general>American Academy of neurology</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0002-8735-6119</orcidid><orcidid>https://orcid.org/0000-0002-2020-9210</orcidid><orcidid>https://orcid.org/0000-0003-4273-9121</orcidid><orcidid>https://orcid.org/0000-0002-0276-8051</orcidid><orcidid>https://orcid.org/0000-0003-1962-6014</orcidid><orcidid>https://orcid.org/0000-0002-9768-014X</orcidid><orcidid>https://orcid.org/0000-0002-9221-5716</orcidid><orcidid>https://orcid.org/0000-0003-1311-5520</orcidid><orcidid>https://orcid.org/0000-0001-8280-9513</orcidid><orcidid>https://orcid.org/0000-0002-6378-0070</orcidid><orcidid>https://orcid.org/0000-0003-1661-7438</orcidid><orcidid>https://orcid.org/0000-0002-2008-6038</orcidid><orcidid>https://orcid.org/0000-0001-6258-2489</orcidid><orcidid>https://orcid.org/0000-0001-9605-8095</orcidid><orcidid>https://orcid.org/0000-0001-7987-658X</orcidid><orcidid>https://orcid.org/0000-0001-6387-0714</orcidid><orcidid>https://orcid.org/0000-0002-5136-4539</orcidid><orcidid>https://orcid.org/0000-0002-0344-9749</orcidid><orcidid>https://orcid.org/0000-0003-0337-3462</orcidid><orcidid>https://orcid.org/0000-0003-2615-1643</orcidid><orcidid>https://orcid.org/0000-0003-3137-0322</orcidid><orcidid>https://orcid.org/0000-0002-4359-9872</orcidid></search><sort><creationdate>20240901</creationdate><title>Individual Prognostication of Disease Activity and Disability Worsening in Multiple Sclerosis With Retinal Layer Thickness z Scores</title><author>Lin, Ting-Yi ; Motamedi, Seyedamirhosein ; Asseyer, Susanna ; Chien, Claudia ; Saidha, Shiv ; Calabresi, Peter A ; Fitzgerald, Kathryn C ; Samadzadeh, Sara ; Villoslada, Pablo ; Llufriu, Sara ; Green, Ari J ; Preiningerova, Jana Lizrova ; Petzold, Axel ; Leocani, Letizia ; Garcia-Martin, Elena ; Oreja-Guevara, Celia ; Outteryck, Olivier ; Vermersch, Patrick ; Balcer, Laura J ; Kenney, Rachel ; Albrecht, Philipp ; Aktas, Orhan ; Costello, Fiona ; Frederiksen, Jette ; Uccelli, Antonio ; Cellerino, Maria ; Frohman, Elliot M ; Frohman, Teresa C ; Bellmann-Strobl, Judith ; Schmitz-Hübsch, Tanja ; Ruprecht, Klemens ; Brandt, Alexander U ; Zimmermann, Hanna G ; Paul, Friedemann</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c220t-48189be974a7bf50585338b6200d24119e5104055d2ceaf247e41d69e881143b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Adult</topic><topic>Disease Progression</topic><topic>Female</topic><topic>Humans</topic><topic>Life Sciences</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Multiple Sclerosis - diagnostic imaging</topic><topic>Multiple Sclerosis - physiopathology</topic><topic>Prognosis</topic><topic>Retina - diagnostic imaging</topic><topic>Retina - pathology</topic><topic>Retina - physiopathology</topic><topic>Severity of Illness Index</topic><topic>Tomography, Optical Coherence</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lin, Ting-Yi</creatorcontrib><creatorcontrib>Motamedi, Seyedamirhosein</creatorcontrib><creatorcontrib>Asseyer, Susanna</creatorcontrib><creatorcontrib>Chien, Claudia</creatorcontrib><creatorcontrib>Saidha, Shiv</creatorcontrib><creatorcontrib>Calabresi, Peter A</creatorcontrib><creatorcontrib>Fitzgerald, Kathryn C</creatorcontrib><creatorcontrib>Samadzadeh, Sara</creatorcontrib><creatorcontrib>Villoslada, Pablo</creatorcontrib><creatorcontrib>Llufriu, Sara</creatorcontrib><creatorcontrib>Green, Ari J</creatorcontrib><creatorcontrib>Preiningerova, Jana Lizrova</creatorcontrib><creatorcontrib>Petzold, Axel</creatorcontrib><creatorcontrib>Leocani, Letizia</creatorcontrib><creatorcontrib>Garcia-Martin, Elena</creatorcontrib><creatorcontrib>Oreja-Guevara, Celia</creatorcontrib><creatorcontrib>Outteryck, Olivier</creatorcontrib><creatorcontrib>Vermersch, Patrick</creatorcontrib><creatorcontrib>Balcer, Laura J</creatorcontrib><creatorcontrib>Kenney, Rachel</creatorcontrib><creatorcontrib>Albrecht, Philipp</creatorcontrib><creatorcontrib>Aktas, Orhan</creatorcontrib><creatorcontrib>Costello, Fiona</creatorcontrib><creatorcontrib>Frederiksen, Jette</creatorcontrib><creatorcontrib>Uccelli, Antonio</creatorcontrib><creatorcontrib>Cellerino, Maria</creatorcontrib><creatorcontrib>Frohman, Elliot M</creatorcontrib><creatorcontrib>Frohman, Teresa C</creatorcontrib><creatorcontrib>Bellmann-Strobl, Judith</creatorcontrib><creatorcontrib>Schmitz-Hübsch, Tanja</creatorcontrib><creatorcontrib>Ruprecht, Klemens</creatorcontrib><creatorcontrib>Brandt, Alexander U</creatorcontrib><creatorcontrib>Zimmermann, Hanna G</creatorcontrib><creatorcontrib>Paul, Friedemann</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>Neurology : neuroimmunology &amp; neuroinflammation</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lin, Ting-Yi</au><au>Motamedi, Seyedamirhosein</au><au>Asseyer, Susanna</au><au>Chien, Claudia</au><au>Saidha, Shiv</au><au>Calabresi, Peter A</au><au>Fitzgerald, Kathryn C</au><au>Samadzadeh, Sara</au><au>Villoslada, Pablo</au><au>Llufriu, Sara</au><au>Green, Ari J</au><au>Preiningerova, Jana Lizrova</au><au>Petzold, Axel</au><au>Leocani, Letizia</au><au>Garcia-Martin, Elena</au><au>Oreja-Guevara, Celia</au><au>Outteryck, Olivier</au><au>Vermersch, Patrick</au><au>Balcer, Laura J</au><au>Kenney, Rachel</au><au>Albrecht, Philipp</au><au>Aktas, Orhan</au><au>Costello, Fiona</au><au>Frederiksen, Jette</au><au>Uccelli, Antonio</au><au>Cellerino, Maria</au><au>Frohman, Elliot M</au><au>Frohman, Teresa C</au><au>Bellmann-Strobl, Judith</au><au>Schmitz-Hübsch, Tanja</au><au>Ruprecht, Klemens</au><au>Brandt, Alexander U</au><au>Zimmermann, Hanna G</au><au>Paul, Friedemann</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Individual Prognostication of Disease Activity and Disability Worsening in Multiple Sclerosis With Retinal Layer Thickness z Scores</atitle><jtitle>Neurology : neuroimmunology &amp; neuroinflammation</jtitle><addtitle>Neurol Neuroimmunol Neuroinflamm</addtitle><date>2024-09-01</date><risdate>2024</risdate><volume>11</volume><issue>5</issue><spage>e200269</spage><pages>e200269-</pages><issn>2332-7812</issn><eissn>2332-7812</eissn><abstract>Retinal optical coherence tomography (OCT) provides promising prognostic imaging biomarkers for future disease activity in multiple sclerosis (MS). However, raw OCT-derived measures have multiple dependencies, supporting the need for establishing reference values adjusted for possible confounders. The purpose of this study was to investigate the capacity for age-adjusted scores of OCT-derived measures to prognosticate future disease activity and disability worsening in people with MS (PwMS). We established age-adjusted OCT reference data using generalized additive models for location, scale, and shape for peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform layer (GCIP) thicknesses, involving 910 and 423 healthy eyes, respectively. Next, we transformed the retinal layer thickness of PwMS from 3 published studies into age-adjusted scores (pRNFL-z and GCIP-z) based on the reference data. Finally, we investigated the association of pRNFL-z or GCIP-z as predictors with future confirmed disability worsening (Expanded Disability Status Scale score increase) or disease activity (failing of the no evidence of disease activity [NEDA-3] criteria) as outcomes. Cox proportional hazards models or logistic regression analyses were applied according to the original studies. Optimal cutoffs were identified using the Akaike information criterion as well as location with the log-rank and likelihood-ratio tests. In the first cohort (n = 863), 172 PwMS (24%) had disability worsening over a median observational period of 2.0 (interquartile range [IQR]:1.0-3.0) years. Low pRNFL-z (≤-2.04) were associated with an increased risk of disability worsening (adjusted hazard ratio (aHR) [95% CI] = 2.08 [1.47-2.95], 3.82e ). In the second cohort (n = 170), logistic regression analyses revealed that lower pRNFL-z showed a higher likelihood for disability accumulation at the two-year follow-up (reciprocal odds ratio [95% CI] = 1.51[1.06-2.15], = 0.03). In the third cohort (n = 78), 46 PwMS (59%) did not maintain the NEDA-3 status over a median follow-up of 2.0 (IQR: 1.9-2.1) years. PwMS with low GCIP-z (≤-1.03) had a higher risk of showing disease activity (aHR [95% CI] = 2.14 [1.03-4.43], = 0.04). Compared with raw values with arbitrary cutoffs, applying the score approach with optimal cutoffs showed better performance in discrimination and calibration (higher Harrell's concordance index and lower integrated Brier score). In conclusion, our work demonstrated reference cohort-based scores that account for age, a major driver for disease progression in MS, to be a promising approach for creating OCT-derived measures useable across devices and toward individualized prognostication.</abstract><cop>United States</cop><pub>American Academy of neurology</pub><pmid>38941572</pmid><doi>10.1212/NXI.0000000000200269</doi><orcidid>https://orcid.org/0000-0002-8735-6119</orcidid><orcidid>https://orcid.org/0000-0002-2020-9210</orcidid><orcidid>https://orcid.org/0000-0003-4273-9121</orcidid><orcidid>https://orcid.org/0000-0002-0276-8051</orcidid><orcidid>https://orcid.org/0000-0003-1962-6014</orcidid><orcidid>https://orcid.org/0000-0002-9768-014X</orcidid><orcidid>https://orcid.org/0000-0002-9221-5716</orcidid><orcidid>https://orcid.org/0000-0003-1311-5520</orcidid><orcidid>https://orcid.org/0000-0001-8280-9513</orcidid><orcidid>https://orcid.org/0000-0002-6378-0070</orcidid><orcidid>https://orcid.org/0000-0003-1661-7438</orcidid><orcidid>https://orcid.org/0000-0002-2008-6038</orcidid><orcidid>https://orcid.org/0000-0001-6258-2489</orcidid><orcidid>https://orcid.org/0000-0001-9605-8095</orcidid><orcidid>https://orcid.org/0000-0001-7987-658X</orcidid><orcidid>https://orcid.org/0000-0001-6387-0714</orcidid><orcidid>https://orcid.org/0000-0002-5136-4539</orcidid><orcidid>https://orcid.org/0000-0002-0344-9749</orcidid><orcidid>https://orcid.org/0000-0003-0337-3462</orcidid><orcidid>https://orcid.org/0000-0003-2615-1643</orcidid><orcidid>https://orcid.org/0000-0003-3137-0322</orcidid><orcidid>https://orcid.org/0000-0002-4359-9872</orcidid><oa>free_for_read</oa></addata></record>
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subjects Adult
Disease Progression
Female
Humans
Life Sciences
Male
Middle Aged
Multiple Sclerosis - diagnostic imaging
Multiple Sclerosis - physiopathology
Prognosis
Retina - diagnostic imaging
Retina - pathology
Retina - physiopathology
Severity of Illness Index
Tomography, Optical Coherence
title Individual Prognostication of Disease Activity and Disability Worsening in Multiple Sclerosis With Retinal Layer Thickness z Scores
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