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1. Deep Learning Approach for Differentiating Etiologies of Pediatric Retinal Hemorrhages: A Multicenter Study.

Author

Khosravi, Pooya, Huck, Nolan, Shahraki, Kourosh, Hunter, Stephen, Danza, Clifford, Kim, So, Forbes, Brian, Dai, Shuan, Levin, Alex, Binenbaum, Gil, Chang, Peter, and Suh, Donny

Subjects
artificial intelligence, deep learning, pediatrics, retinal hemorrhage, Humans, Child, Retinal Hemorrhage, Deep Learning, Artificial Intelligence, ROC Curve, Fundus Oculi
Abstract

Retinal hemorrhages in pediatric patients can be a diagnostic challenge for ophthalmologists. These hemorrhages can occur due to various underlying etiologies, including abusive head trauma, accidental trauma, and medical conditions. Accurate identification of the etiology is crucial for appropriate management and legal considerations. In recent years, deep learning techniques have shown promise in assisting healthcare professionals in making more accurate and timely diagnosis of a variety of disorders. We explore the potential of deep learning approaches for differentiating etiologies of pediatric retinal hemorrhages. Our study, which spanned multiple centers, analyzed 898 images, resulting in a final dataset of 597 retinal hemorrhage fundus photos categorized into medical (49.9%) and trauma (50.1%) etiologies. Deep learning models, specifically those based on ResNet and transformer architectures, were applied; FastViT-SA12, a hybrid transformer model, achieved the highest accuracy (90.55%) and area under the receiver operating characteristic curve (AUC) of 90.55%, while ResNet18 secured the highest sensitivity value (96.77%) on an independent test dataset. The study highlighted areas for optimization in artificial intelligence (AI) models specifically for pediatric retinal hemorrhages. While AI proves valuable in diagnosing these hemorrhages, the expertise of medical professionals remains irreplaceable. Collaborative efforts between AI specialists and pediatric ophthalmologists are crucial to fully harness AIs potential in diagnosing etiologies of pediatric retinal hemorrhages.

Published
2023

3. Use of an Artificial Intelligence-Generated Vascular Severity Score Improved Plus Disease Diagnosis in Retinopathy of Prematurity

Author

Coyner, Aaron S., Young, Benjamin K., Ostmo, Susan R., Grigorian, Florin, Ells, Anna, Hubbard, Baker, Rodriguez, Sarah H., Rishi, Pukhraj, Miller, Aaron M., Bhatt, Amit R., Agarwal-Sinha, Swati, Sears, Jonathan, Chan, R. V. Paul, Chiang, Michael F., Kalpathy-Cramer, Jayashree, Binenbaum, Gil, and Campbell, J. Peter

Published
2024
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4. P Score: A Reference Image-Based Clinical Grading Scale for Vascular Change in Retinopathy of Prematurity

Author

Chiang, Michael F., Quinn, Graham E., Fielder, Alistair R., Ostmo, Susan R., Chan, R. V. Paul, Berrocal, Audina, Binenbaum, Gil, Blair, Michael, Campbell, J. Peter, Capone, Antonio, Jr., Chen, Yi, Dai, Shuan, Ells, Anna, Fleck, Brian W., Good, William V., Hartnett, M. Elizabeth, Holmstrom, Gerd, Kusaka, Shunji, Kychenthal, Andrés, Lepore, Domenico, Lorenz, Birgit, Martinez-Castellanos, Maria Ana, O¨zdek, Şengu¨l, Ademola-Popoola, Dupe, Reynolds, James D., Shah, Parag K., Shapiro, Michael, Stahl, Andreas, Toth, Cynthia, Vinekar, Anand, Visser, Linda, Wallace, David K., Wu, Wei-Chi, Zhao, Peiquan, Zin, Andrea, Baran, Francine, Barry, Gerard, Bhatt, Amit, Davitt, Bradley, de Alba Campomanes, Alejandra, Eldib, Amgad, Geddie, Brooke E., Haider, Kathryn, Jensen, Anne, Khitri, Monica, Pihlblad, Matthew, Repka, Michael, Robbins, Shira, Rodriguez, Sarah, Coyner, Aaron S., He, Jocelyn, Ying, Gui-shuang, and Ostmo, Susan

Published
2024
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5. Ocular examinations, findings, and toxicity in children taking vigabatrin

Author

Schein, Yvette, Miller, Keith D, Han, Ying, Yu, Yinxi, de Alba Campomanes, Alejandra G, Binenbaum, Gil, and Oatts, Julius T

Subjects
Biomedical and Clinical Sciences, Ophthalmology and Optometry, Clinical Research, Pediatric, Eye Disease and Disorders of Vision, Eye, Child, Preschool, Humans, Anticonvulsants, Electroretinography, Retrospective Studies, Toxic Optic Neuropathy, Vigabatrin, Clinical Sciences, Ophthalmology & Optometry, Clinical sciences, Ophthalmology and optometry
Abstract

BackgroundThe antiepileptic medication vigabatrin has been associated with ocular toxicity, and close ophthalmic monitoring has been recommended; however, there is no clear consensus regarding the value and feasibility of such monitoring in children. We describe ophthalmic assessments in children in a real-world clinical setting, the incidence of vigabatrin-related ocular toxicity, and the utility of regular screening or ancillary testing in children taking vigabatrin.MethodsThe medical records of children taking vigabatrin with one or more ophthalmic assessments at Children's Hospital of Philadelphia or University of California, San Francisco, between May 2010 and May 2021, were reviewed retrospectively. Abnormalities on ophthalmic examination, visual field (VF), electroretinogram (ERG), and optical coherence tomography (OCT) were reviewed and categorized as attributable to vigabatrin, possibly attributable to vigabatrin, or not attributable to vigabatrin.ResultsA total of 1,281 assessments of 284 children (mean age, 2.09 years) were included. Of these, 283 (99.6%) had funduscopic examination(s), 37 (13.0%) had ERG, 19 (6.7%) had OCT, and 6 (2.1%) had formal VF. Rate of examinations and ERGs per child decreased over the 10-year study period. Two children (0.7%) had definite vigabatrin-related ocular toxicity, both identified on ERG. An additional 4 children (1.4%) had optic atrophy of unclear relation to vigabatrin, categorized as possible toxicity. The remaining 278 children did not have abnormal examination or testing findings attributable to vigabatrin.ConclusionsThe incidence of vigabatrin-related ocular toxicity in children was low in our cohort. Ocular and neurologic comorbidities and limited examinations in children make identification of such toxicity challenging and the value of screening is unclear.

Published
2022

10. P Score: A Reference Image-Based Clinical Grading Scale for Vascular Change in Retinopathy of Prematurity.

Author

Binenbaum, Gil, Stahl, Andreas, Coyner, Aaron S., He, Jocelyn, Ying, Gui-shuang, Ostmo, Susan, Chan, R. V. Paul, Toth, Cynthia, Vinekar, Anand, and Campbell, J. Peter

Subjects
*RETROLENTAL fibroplasia, *INTRACLASS correlation, *CONFIDENCE intervals, *STANDARD deviations, *TORTUOSITY
Abstract

The International Classification of Retinopathy of Prematurity, Third Edition (ICROP3), acknowledged that plus-like retinopathy of prematurity (ROP) vascular changes occurs along a spectrum. Historically, clinician-experts demonstrate variable agreement for plus diagnosis. We developed a 9-photograph reference image set for grading plus-like changes and compared intergrader agreement of the set with standard grading with no plus, preplus, and plus disease. Retinal photographic grading and expert consensus opinion. The development set included 34 international ICROP3 committee members. The validation set included 30 ophthalmologists with ROP expertise (15 ICROP3 committee members and 15 non-ICROP3 members) Nine ROP fundus images (P1 through P9) representing increasing degrees of zone I vascular tortuosity and dilation, based on the 34 ICROP3 committee members' gradings and consensus image reviews, were used to establish standard photographs for the plus (P) score. Study participants graded 150 fundus photographs 2 ways, separated by a 1-week washout period: (1) no plus, preplus, or plus disease and (2) choosing the closest P score image. Intergrader agreement measured by intraclass correlation coefficient. Intergrader agreement was higher using the P score (intraclass correlation coefficient, 0.75; 95% confidence interval, 0.71–0.79) than no plus, preplus, or plus disease (intraclass correlation coefficient, 0.67; 95% confidence interval, 0.62–0.72). Mean ± standard deviation P scores for images with mode gradings of no plus, preplus, and plus disease were 2.5 ± 0.7, 4.8 ± 0.8, and 7.4 ± 0.8, respectively. Intergrader agreement of plus-like vascular change in ROP using the P score is high. We now incorporate this 9-image reference set into ICROP3 for use in clinician daily practice alongside zone, stage, and plus assessment. P score is not yet meant to replace plus diagnosis for treatment decisions, but its use at our institutions has permitted better comparison between examinations for progression and regression, communication between examiners, and documentation of vascular change without fundus imaging. P score also could provide more detailed ROP classification for clinical trials, consistent with the spectrum of plus-like change that is now formally part of the International Classification of Retinopathy of Prematurity. Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article. [ABSTRACT FROM AUTHOR]

Published
2024
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12. D30. Orbital And Ocular Outcomes Of Rare Craniofacial Clefts: A Single Center’s 30-year Experience with 147 Patients

Author

Ng, Jinggang J., primary, Zhong, Anny, additional, Wu, Meagan, additional, Romeo, Dominic J., additional, Massenburg, Benjamin B., additional, Pontell, Matthew E., additional, Barrero, Carlos E., additional, Katowitz, William R., additional, Binenbaum, Gil, additional, Bartlett, Scott P., additional, and Taylor, Jesse A., additional

Published
2024
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23. Ocular complications following treatment in the Postnatal Growth and Retinopathy of Prematurity (G-ROP) Study

Author

Binenbaum, Gil, Tomlinson, Lauren A., Duros, Trang B., Ying, Gui-shuang, Maguire, Maureen G., Brightwell-Arnold, Mary, Shaffer, James, Blanco, Maria, Brown, Trina, Helker, Christopher P., Barry, Gerard P., Fisher, Marilyn, Battaglia, Maria V., Drach, Alex M., Donohue, Pamela, Repka, Michael X., Doherty, Megan, Dow, Dorothy, Shepard, Jennifer A., Reynolds, James D., Connelly, Erin, Cheeseman, Edward, Bradham, Carol, McAlpine, Allison, Sunthankar, Sudeep, Shirer, Kinsey, Abbasian, Javaneh, Lim, Janet, Yang, Michael, Alfano, Elizabeth L., Cobb, Patricia, Rogers, David, Fellows, Rae R., Loh, Kaitlyn, McGregor, Madeline A., Mustafa, Thabit, Reem, Rachel E., Russell, Tess, Stattler, Rebecca, Oravec, Sara, Young, David, Siu, Andrea, Kanemori, Michele, Wang, Jingyun, Haider, Kathryn, Hynes, Elizabeth, Bell, Edward F., Dumitrescu, Alina V., Klein, Jonathan M., Ajjarapu, Avanthi S., Cress, Gretchen A., Funk, Bethany M., Johnson, Claire L., Platt, Angela C., Khazaeni, Leila, Dunbar, Jennifer, Hawkins, Kelley, Lee, Sharon, Sung, Lily, Bhola, Rahul, Bottorff, Michelle, Dimova, Neviana, Keith, Rachel, Thomas, Laura, Anderson, Jill, Gross, Jordan, Holleschau, Ann Marie, Kramer, Andrea, Morrison, David, Donahue, Sean, Fukuda, Neva, Owings, Sandy, Ruark, Scott, Siatkowski, R. Michael, Bhatti, Faizah, Bergman, Vanessa, Corff, Karen, Harkey, Kari, Manfredo, Amy, Talsania, Shrenik, Whisenhunt, Terri, Kirpalani, Haresh, Quinn, Graham E., Dawson, Lindsay, Chen, Wendy S., Jackson, Deidrya, Davitt, Bradley, Govreau, Dawn, Breuer, Linda, Noonan, September, Hoffman, Robert, Beachy, Joanna, Harrison, Deborah, Bernhisel, Ashlie, Carlstrom, Bonnie, Farnsworth, Katie Jo, de Alba Campomanes, Alejandra G., Kemmer, Jacquelyn, Neiman, Alexandra, Sitati-Ng’Anda, Sarah, Baran, Francine, Tarczy-Hornoch, Kristina, Eaton, Lauren, Najm-Tehrani, Nasrin, Isaac, Maram, Knighton, Robin, Khitri, Monica Ralli, Del Signore, Madeline, Dembofsky, Cynthia, Meyer, Andrew, Flaherty, Karen, Harris, Tracey, Heeneke, Jamie, Fecarotta, Christopher M., Hendricks, Dorothy, Fisher, Alicia Olivant, Paullin, Mark, Zupancic, John, and Ying, Gui-Shuang

Published
2018
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24. Single grading vs double grading with adjudication in the telemedicine approaches to evaluating acute-phase retinopathy of prematurity (e-ROP) study

Author

Quinn, Graham E., Wade, Kelly, Baumritter, Agnieshka, Duros, Trang B., Erbring, Lisa, Repka, Michael X., Shepard, Jennifer A., Emmert, David, Herring, C. Mark, VanderVeen, Deborah, Johnston, Suzanne, Wu, Carolyn, Mantagos, Jason, Ledoux, Danielle, Winter, Tamar, Weng, Frank, Mansfield, Theresa, Bremer, Don L., McGregor, Mary Lou, Jordan, Catherine Olson, Rogers, David L., Fellows, Rae R., Brandt, Suzanne, Mann, Brenda, Wallace, David, Freedman, Sharon, Jones, Sarah K., Tran-Viet, Du, Young, Rhonda “Michelle”, Barr, Charles C., Bhola, Rahul, Douglas, Craig, Fishman, Peggy, Bottorff, Michelle, Hubbuch, Brandi, Keith, Rachel, Bothun, Erick D., DeBecker, Inge, Anderson, Jill, Holleschau, Ann Marie, Miller, Nichole E., Nyquist, Darla N., Siatkowski, R. Michael, Trigler, Lucas, Escobedo, Marilyn, Corff, Karen, Huynh, Michelle, Satnes, Kelli, Mills, Monte D., Anninger, Will, Binenbaum, Gil, Quinn, Graham, Karp, Karen A., Pearson, Denise, Gong, Alice, Stokes, John, Harper, Clio Armitage, Weaver, Laurie, McHenry, Carmen, Conner, Kathryn, Heemer, Rosalind, Cokley, Elnora, Hoffman, Robert, Dries, David, Farnsworth, Katie Jo, Harrison, Deborah, Carlstrom, Bonnie, Frye, Cyrie Ann, Morrison, David, Donahue, Sean, Benegas, Nancy, Owings, Sandy, Phillips, Sandra, Ruark, Scott, Ells, Anna, Mitchell, Patrick, Ingram, April, Sorbie, Rosie, Ying, Gui-Shuang, Maguire, Maureen, Brightwell-Arnold, Mary, Pistilli, Max, McWilliams, Kathleen, Harris, Sandra, Whearry, Claressa, Daniel, Ebenezer, Martin, E. Revell, Parker Ostroff, Candace R., Sepielli, Krista, Smith, Eli, Capone, Antonio, Hubbard, G. Baker, Lloyd, Peter, Davis, Kerry, Gibson, G. Carl, Hansen, Regina, Kemper, Alex R., Prosser, Lisa, Musch, David C., Christiansen, Stephen P., Hess, Ditte J., Kymes, Steven M., Sadda, SriniVas R., Spaulding, Ryan, Schron, Eleanor B., and Pan, Wei

Published
2018
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36. Contributors

Author

Abman, Steven H., primary, Allegaert, Karel, additional, Arya, Bhawna, additional, Askenazi, David, additional, Azhibekov, Timur, additional, Back, Stephen A., additional, Baldwin, H. Scott, additional, Ballard, Roberta A., additional, Bancalari, Eduardo, additional, Bates, Carlton M., additional, Batra, Maneesh, additional, Bayart, Cheryl B., additional, Bellus, Gary A., additional, Benedetti, Thomas J., additional, Benjamin, John T., additional, Bennett, James T., additional, Berry, Gerard T., additional, Binenbaum, Gil, additional, Boos, Markus D., additional, Bouchard, Maryse, additional, Brandling-Bennett, Heather A., additional, Broughton, Darcy E., additional, Brown, Zane, additional, Campbell, Katherine H., additional, Carmichael, Suzan L., additional, Carter, Brian S., additional, Cederbaum, Stephen, additional, Chabra, Shilpi, additional, Chang, Justine, additional, Cheng, Edith Y., additional, Chisholm, Karen M., additional, Christensen, Robert D., additional, Chun, Terrence, additional, Claure, Nelson, additional, Clyman, Ronald I., additional, Colaizy, Tarah T., additional, Cortezzo, DonnaMaria E., additional, Cotten, C. Michael, additional, Cunningham, Michael L., additional, de Alba Campomanes, Alejandra G., additional, Dees, Ellen, additional, DeMauro, Sara B., additional, Denne, Scott C., additional, Deschmann, Emöke, additional, Cecilia, Carolina, additional, DiBlasi, Robert M., additional, Dimmitt, Reed A., additional, DiVall, Sara A., additional, Djahangirian, Orchid, additional, Doherty, Dan, additional, Eichenwald, Eric C., additional, Engen, Rachel, additional, Engmann, Cyril, additional, Evans, Jacquelyn R., additional, Evans, Kelly N., additional, Farmer, Diana L., additional, Fechner, Patricia Y., additional, Ferrieri, Patricia, additional, Finer, Neil N., additional, Fleishman, Rachel A., additional, Fleiss, Bobbi, additional, Flynn, Joseph T., additional, Flynn-O'Brien, Katherine T., additional, Frey, Mark R., additional, Furman, Lydia, additional, Gallagher, Renata C., additional, Gauda, Estelle B., additional, Gleason, Christine A., additional, Goldberg, Michael J., additional, Goldin, Adam B., additional, Gospe, Sidney M., additional, Gressens, Pierre, additional, Gupta, Deepti, additional, Guttentag, Susan H., additional, Haldeman-Englert, Chad R., additional, Hansen, Thomas N., additional, Hing, Anne V., additional, Hingorani, Sangeeta, additional, Hintz, Susan R., additional, Hirose, Shinjiro, additional, Hodson, W. Alan, additional, Hoppe, Kara K., additional, Hostetter, Margaret K., additional, Huang, Benjamin, additional, Huang, Sarah Bauer, additional, Inder, Terrie E., additional, Inoita, Cristian, additional, Jackson, J. Craig, additional, Jain, Deepak, additional, Jain, Lucky, additional, Javid, Patrick J., additional, Josephson, Cassandra D., additional, Jungheim, Emily S., additional, Juul, Sandra E., additional, Katheria, Anup, additional, Keller, Benjamin A., additional, Keller, Roberta L., additional, Kelly, Thomas F., additional, Khorsand, Kate, additional, Kim, Grace, additional, Kinsella, John P., additional, Koves, Ildiko H., additional, Lam, Christina, additional, Lane, Erin R., additional, Lantos, John D., additional, Ledbetter, Daniel J., additional, Lee, Ben, additional, Levy, Harvey L., additional, Levy, Ofer, additional, Lewin, Mark B., additional, Lewis, David B., additional, Lin, P. Ling, additional, Lin, Tiffany Fangtse, additional, Lorch, Scott A., additional, Maheshwari, Akhil, additional, Maltepe, Emin, additional, Marsh, Ketzela J., additional, Martin, Richard J., additional, Mayock, Dennis E., additional, McAdams, Ryan Michael, additional, McAleer, Irene, additional, McElroy, Steven J., additional, McNelis, Kera M., additional, McQuillen, Patrick, additional, Meadow, William L., additional, Merguerian, Paul A., additional, Merjaneh, Lina, additional, Merritt, J. Lawrence, additional, Mezger, Valerie, additional, Michaels, Marian G., additional, Miller, Steven P., additional, Mohan, Sowmya S., additional, Mollen, Thomas J., additional, Moore, Thomas R., additional, Murray, Jeffrey C., additional, Murray, Karen F., additional, Nandi-Munshi, Debika, additional, Natarajan, Niranjana, additional, Neil, Jeffrey J., additional, Ness, Kathryn D., additional, Neu, Josef, additional, Siu-Ying, Angel, additional, Noori, Shahab, additional, O'Mahony, Lila, additional, Palma, Jonathan P., additional, Paneth, Nigel, additional, Parker, Thomas A., additional, Patel, Ravi Mangal, additional, Penn, Anna A., additional, Pettker, Christian M., additional, Peyvandi, Shabnam, additional, Pihoker, Cate, additional, Plosa, Erin, additional, Poindexter, Brenda B., additional, Posencheg, Michael A., additional, Reinking, Benjamin E., additional, Rice-Townsend, Samuel, additional, Richards, Morgan K., additional, Richardson, C. Peter, additional, Richardson, Kelsey, additional, Riggle, Kevin M., additional, Robbins, Elizabeth, additional, Rollins, Mark D., additional, Rosen, Mark A., additional, Rowe, Courtney K., additional, Sahai, Inderneel, additional, Saitta, Sulagna C., additional, Salehi, Parisa, additional, Sanchez, Pablo, additional, Saxonhouse, Matthew A., additional, Schanler, Richard J., additional, Schleiss, Mark R., additional, Scholz, Thomas, additional, Schwaderer, Andrew L., additional, Selewski, David, additional, Sellers, Zachary M., additional, Seri, Istvan, additional, Shnorhavorian, Margarett, additional, Sibley, Eric, additional, Sidbury, Robert, additional, Simmons, Rebecca, additional, Smith, Caitlin, additional, Sola-Visner, Martha C., additional, Srinivasan, Lakshmi, additional, Steinhorn, Robin H., additional, Stevenson, David K., additional, Stolp, Helen, additional, Taplin, Craig, additional, Tarczy-Hornoch, Peter, additional, Taylor, James A., additional, Thomas, Janet A., additional, Thompson, Tracy, additional, Tiller, George E., additional, Torres, Benjamin A., additional, Traudt, Christopher Michael, additional, van den Anker, John N., additional, Vernon, Margaret M., additional, Vohr, Betty, additional, Walker, Valencia P., additional, Wallen, Linda D., additional, Wallenstein, Matthew B., additional, Wang, Peter (Zhan Tao), additional, Warady, Bradley A., additional, Ward, Robert M., additional, Watchko, Jon F., additional, Wehbi, Elias, additional, Weitkamp, Joern-Hendrik, additional, Werny, David, additional, White, Klane K., additional, Willig, Laurel, additional, Woodrum, David, additional, Woodward, George A., additional, Wright, Clyde J., additional, Wright, Jeffrey A., additional, Yonekawa, Karyn, additional, and Zackai, Elaine H., additional

Published
2018
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39. Racial Differences in Retinopathy of Prematurity.

Author

Wang, Jingyun, Ying, Gui-Shuang, Yu, Yinxi, Tomlinson, Lauren, and Binenbaum, Gil

Subjects
PREMATURE infants, INFANTS, RACIAL differences, RETROLENTAL fibroplasia, RACE, WEIGHT gain, SECONDARY analysis
Abstract

To delineate racial differences in the incidence and time course of ROP in a large cohort of premature infants. The secondary analysis of data from the two Postnatal Growth and ROP Studies (G-ROP-1 and G-ROP-2) that were collected in 41 hospitals in North America from 2006 to 2017. According to self-reported maternal race, premature infants were classified into 3 groups: White (N = 5580), Black (N = 3252), and Asian (N = 353). Incidence, severity, and time course of ROP; plus disease; and postnatal weight gain rate were compared among racial groups. Black infants had significantly smaller BW (mean 1035 vs. 1131 vs.1144 grams, P <.001) and lower GA (28.2 vs. 28.6, vs. 29.1 weeks, P <.001) than White and Asian infants. However, Black infants had lower incidences of severe ROP (11.1% vs. 12.4% vs. 11.9%), ROP (42.1% vs. 43.2% vs. 30.6%), and plus disease (3.6% vs. 6.3%, vs. 5.9%) than White and Asian infants (BW and GA adjusted risk ratio for Black vs. White 0.69 for severe ROP, 0.83 for ROP, 0.44 for plus disease, all P <.0001). Mean daily-weight-gain on days of life 11–20 and 21–30 were similar across groups (P >.05), but lower in Black and Asian infants on days 31–40 (P <.001). There were no differences in the timing of severe ROP and ROP across racial groups. Despite relatively lower GA, BW, and daily-weight-gain, Black preterm infants had lower incidences of ROP and plus disease than White preterm infants. The mechanisms for these differences require further investigation. [ABSTRACT FROM AUTHOR]

Published
2023
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42. Safety of Retinopathy of Prematurity Examination and Imaging in Premature Infants

Author

Quinn, Graham E., Wade, Kelly, Baumritter, Agnieshka, Duros, Trang B., Erbring, Lisa, Repka, Michael X., Shepard, Jennifer A., Emmert, David, Herring, C. Mark, VanderVeen, Deborah, Johnston, Suzanne, Wu, Carolyn, Mantagos, Jason, Ledoux, Danielle, Winter, Tamar, Weng, Frank, Mansfield, Theresa, Bremer, Don L., McGregor, Mary Lou, Jordan, Catherine Olson, Rogers, David L., Fellows, Rae R., Brandt, Suzanne, Mann, Brenda, Wallace, David, Freedman, Sharon, Jones, Sarah K., Tran-Viet, Du, Young, Rhonda “Michelle”, Barr, Charles C., Bhola, Rahul, Douglas, Craig, Fishman, Peggy, Bottorff, Michelle, Hubbuch, Brandi, Keith, Rachel, Bothun, Erick D., DeBecker, Inge, Anderson, Jill, Holleschau, Ann Marie, Miller, Nichole E., Nyquist, Darla N., Siatkowski, R. Michael, Trigler, Lucas, Escobedo, Marilyn, Corff, Karen, Huynh, Michelle, Satnes, Kelli, Mills, Monte D., Anninger, Will, Binenbaum, Gil, Quinn, Graham, Karp, Karen A., Pearson, Denise, Gong, Alice, Stokes, John, Harper, Clio Armitage, Weaver, Laurie, McHenry, Carmen, Conner, Kathryn, Heemer, Rosalind, Cokley, Elnora, Hoffman, Robert, Dries, David, Farnsworth, Katie Jo, Harrison, Deborah, Carlstrom, Bonnie, Fry, Cyrie Ann, Morrison, David, Donahue, Sean, Benegas, Nancy, Owings, Sandy, Phillips, Sandra, Ruark, Scott, Ells, Anna, Mitchell, Patrick, Ingram, April, Sorbie, Rosie, Ying, Gui-shuang, Maguire, Maureen, Brightwell-Arnold, Mary, Pistilli, Max, McWilliams, Kathleen, Harkins, Sandra, Daniel, Ebenezer, Martin, E. Revell, Parker Ostroff, Candace R., Sepielli, Krista, Smith, Eli, Whearry, Claressa, Capone, Antonio, Hubbard, G. Baker, Hildebrand, Peter Lloyd, Davis, Kerry, Gibson, G. Carl, Hansen, Regina, Kemper, Alex R., Prosser, Lisa, Musch, David C., Christiansen, Stephen P., Hess, Ditte J., Kymes, Steven M., Sadda, SriniVas R., Spaulding, Ryan, Wade, Kelly C., Pistilli, Maxwell, Karp, Karen, and Ying, Gui-Shuang

Published
2015
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46. Reply

Author

Xiao, Scott, primary, Angjeli, Endri, additional, Gaier, Eric D., additional, Binenbaum, Gil, additional, and Hunter, David G., additional

Published
2022
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