TY - JOUR
T1 - A MultiCenter Analysis of Factors Associated with Hearing Outcome for 2,735 Adults with Cochlear Implants
AU - Goudey, Benjamin
AU - Plant, Kerrie
AU - Kiral, Isabell
AU - Jimeno-Yepes, Antonio
AU - Swan, Annalisa
AU - Gambhir, Manoj
AU - Büchner, Andreas
AU - Kludt, Eugen
AU - Eikelboom, Robert H.
AU - Sucher, Cathy
AU - Gifford, Rene H.
AU - Rottier, Riaan
AU - Anjomshoa, Hamideh
PY - 2021
Y1 - 2021
N2 - While the majority of cochlear implant recipients benefit from the device, it remains difficult to estimate the degree of benefit for a specific patient prior to implantation. Using data from 2,735 cochlear-implant recipients from across three clinics, the largest retrospective study of cochlear-implant outcomes to date, we investigate the association between 21 preoperative factors and speech recognition approximately one year after implantation and explore the consistency of their effects across the three constituent datasets. We provide evidence of 17 statistically significant associations, in either univariate or multivariate analysis, including confirmation of associations for several predictive factors, which have only been examined in prior smaller studies. Despite the large sample size, a multivariate analysis shows that the variance explained by our models remains modest across the datasets ((Formula presented.) –0.21). Finally, we report a novel statistical interaction indicating that the duration of deafness in the implanted ear has a stronger impact on hearing outcome when considered relative to a candidate’s age. Our multicenter study highlights several real-world complexities that impact the clinical translation of predictive factors for cochlear implantation outcome. We suggest several directions to overcome these challenges and further improve our ability to model patient outcomes with increased accuracy.
AB - While the majority of cochlear implant recipients benefit from the device, it remains difficult to estimate the degree of benefit for a specific patient prior to implantation. Using data from 2,735 cochlear-implant recipients from across three clinics, the largest retrospective study of cochlear-implant outcomes to date, we investigate the association between 21 preoperative factors and speech recognition approximately one year after implantation and explore the consistency of their effects across the three constituent datasets. We provide evidence of 17 statistically significant associations, in either univariate or multivariate analysis, including confirmation of associations for several predictive factors, which have only been examined in prior smaller studies. Despite the large sample size, a multivariate analysis shows that the variance explained by our models remains modest across the datasets ((Formula presented.) –0.21). Finally, we report a novel statistical interaction indicating that the duration of deafness in the implanted ear has a stronger impact on hearing outcome when considered relative to a candidate’s age. Our multicenter study highlights several real-world complexities that impact the clinical translation of predictive factors for cochlear implantation outcome. We suggest several directions to overcome these challenges and further improve our ability to model patient outcomes with increased accuracy.
KW - cochlear-implant
KW - predictive factor
UR - http://www.scopus.com/inward/record.url?scp=85115066554&partnerID=8YFLogxK
U2 - 10.1177/23312165211037525
DO - 10.1177/23312165211037525
M3 - Article
C2 - 34524944
AN - SCOPUS:85115066554
SN - 1084-7138
VL - 25
JO - Trends in Hearing
JF - Trends in Hearing
ER -