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García-Serrano JL, Protsyk O, Domech-Serrano T, Uberos Fernández J. Structural Equation Modelling of Retinopathy of Prematurity Treatment Integrating Both Physical and Clinical Effects. J Clin Med 2025; 14:297. [PMID: 39860303 PMCID: PMC11765548 DOI: 10.3390/jcm14020297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2024] [Revised: 01/01/2025] [Accepted: 01/02/2025] [Indexed: 01/27/2025] Open
Abstract
Background: We sought to develop a structural equation model (SEM) identifying physical and clinical risk factors associated with treatment for retinopathy of prematurity (ROP). Methods: This retrospective, observational, case-control study included 314 infants screened for ROP between April 2004 and July 2024. A bivariate binary logistic regression model, decision tree, and structural equation model (SEM) were employed to develop a more general model for ROP requiring treatment. Results: In the SEM, the factors significantly associated with ROP treatment included the retinal avascular area according to disk diameter (DD) (p < 0.001), weekly vascularisation rate (DD/w) (p < 0.001), and duration of intubation (days) (p < 0.001). In addition, the following significant associations were identified in both the bivariate analysis and the SEM: lower gestational age (p < 0.001) and birth weight (p <0.001) were associated with greater retinal avascular area; low postnatal weight gain (p < 0.027) was associated with a slow rate of retinal vascularisation; sepsis (p < 0.001), ductus arteriosus (p < 0.001), and the need for transfusion (p < 0.001) were associated with longer intubation mechanical ventilation (IMV). Conclusions: Lower gestational age, lower birth weight, sepsis, ductus arteriosus, transfusion, and lower weight gain increase the risk of requiring ROP treatment. In the SEM, this association is represented through three intermediate physical endogenous variables, namely, the greater temporal avascular area of the retina, the lower postnatal vascularisation rate, and the greater duration of IMV.
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Affiliation(s)
- José Luis García-Serrano
- Department of Surgery and Related Specialties, University of Granada, 18012 Granada, Spain
- Ophthalmology Service, San Cecilio Clinical Hospital, 18016 Granada, Spain;
| | - Olena Protsyk
- Department of Ophthalmology, Jaen University Hospital, 23007 Jaén, Spain;
| | | | - José Uberos Fernández
- Neonatal Intensive Care Unit, Medicine Faculty, San Cecilio Clinical Hospital, 18016 Granada, Spain;
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Garg PM, Riddick RA, Ansari MAY, Meilstrup AC, Zepponi D, Smith A, Mungan N, Shenberger J, Hillegass WB, Garg PP. Clinical and Growth Correlates of Retinopathy of Prematurity in Preterm Infants with Surgical Necrotizing Enterocolitis and Intestinal Perforation. Am J Perinatol 2024; 41:2152-2164. [PMID: 38565196 PMCID: PMC11496023 DOI: 10.1055/a-2297-8644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
OBJECTIVE This study aimed to identify the clinical and growth parameters associated with retinopathy of prematurity (ROP) in infants with necrotizing enterocolitis (NEC) and spontaneous ileal perforation (SIP). STUDY DESIGN We conducted a retrospective cohort study that compared clinical data before and after NEC/SIP onset in neonates, categorizing by any ROP and severe ROP (type 1/2) status. RESULTS The analysis included 109 infants with surgical NEC/SIP. Sixty infants (60/109, 55%) were diagnosed with any ROP, 32/109 (29.3%) infants (22% type 1 and 7.3% type 2) with severe ROP. On univariate analysis, those with severe ROP (32/109, 39.5%) were of lower median gestational age (GA, 23.8 weeks [23.4, 24.6] vs. 27.3 [26.3, 29.0], p < 0.001), lower median birth weight (625 g [512, 710] vs. 935 [700, 1,180], p < 0.001) and experienced higher exposure to clinical chorioamnionitis (22.6 vs. 2.13%, p < 0.006), and later median onset of ROP diagnosis (63.0 days [47.0, 77.2] vs. 29.0 [19.0, 41.0], p < 0.001), received Penrose drain placement more commonly (19 [59.4%] vs. 16 [34.0%], p = 0.04), retained less residual small bowel (70.0 cm [63.1, 90.8] vs. 90.8 [72.0, 101], p = 0.007) following surgery, were exposed to higher FiO2 7 days after birth (p = 0.001), received ventilation longer and exposed to higher FiO2 at 2 weeks (p < 0.05) following NEC and developed acute kidney injury (AKI) more often (25 [86.2%] vs. 20 [46.5%], p = 0.002) than those without ROP. Those with severe ROP had lower length, weight for length, and head circumference z scores. In an adjusted Firth's logistic regression, GA (adjusted odds ratio [aOR] = 0.51, 95% confidence interval [CI]: [0.35, 0.76]) and diagnosis at later age (aOR = 1.08, 95% CI: [1.03, 1.13]) was shown to be significantly associated with any ROP. CONCLUSION Infants who develop severe ROP following surgical NEC/SIP are likely to be younger, smaller, have been exposed to more O2, develop AKI, and grow poorly compared with those did not develop severe ROP. KEY POINTS · Thirty percent of infants with NEC/SIP had severe ROP.. · Those with severe ROP had poor growth parameters before and after NEC/SIP.. · Risk factors based ROP prevention strategies are needed to have improved ophthalmic outcomes..
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Affiliation(s)
- Parvesh M Garg
- Department of Pediatrics/Neonatology, Atrium Health Wake Forest Baptist, Wake Forest School of Medicine, Winston Salem, North Carolina
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi
| | - Robin A Riddick
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi
| | - Md A Y Ansari
- Department of Data Sciences, University of Mississippi Medical Center, Jackson, Mississippi
| | - Asha C Meilstrup
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi
| | - David Zepponi
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi
| | - Andrea Smith
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi
| | - Nils Mungan
- Department of Ophthalmology, University of Mississippi Medical Center, Jackson, Mississippi
| | - Jeffrey Shenberger
- Department of Pediatrics/Neonatology, Connecticut Children's, Hartford, Connecticut
| | - William B Hillegass
- Department of Data Sciences, University of Mississippi Medical Center, Jackson, Mississippi
- Department of Medicine, University of Mississippi Medical Center, Jackson, Mississippi
| | - Padma P Garg
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi
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Tapak L, Farahani LN, Taleghani NT, Ebrahimiadib N, Pour EK, Farahani AD, Hamidi O. Risk factors for the time to development of retinopathy of prematurity in premature infants in Iran: a machine learning approach. BMC Ophthalmol 2024; 24:364. [PMID: 39180010 PMCID: PMC11342517 DOI: 10.1186/s12886-024-03637-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 08/14/2024] [Indexed: 08/26/2024] Open
Abstract
BACKGROUND Retinopathy of prematurity (ROP), is a preventable leading cause of blindness in infants and is a condition in which the immature retina experiences abnormal blood vessel growth. The development of ROP is multifactorial; nevertheless, the risk factors are controversial. This study aimed to identify risk factors of time to development of ROP in Iran. METHODS This historical cohort study utilized data from the hospital records of all newborns referred to the ROP department of Farabi Hospital (from 2017 to 2021) and the NICU records of infants referred from Mahdieh Hospital to Farabi Hospital. Preterm infants with birth weight (BW) ≤ 2000 g or gestational age (GA) < 34 wk, as well as selected infants with an unstable clinical course, as determined by their pediatricians or neonatologists, with BW > 2000 g or GA ≥ 34 wk. The outcome variable was the time to development of ROP (in weeks). Random survival forest was used to analyze the data. RESULTS A total of 338 cases, including 676 eyes, were evaluated. The mean GA and BW of the study group were 31.59 ± 2.39 weeks and 1656.72 ± 453.80 g, respectively. According to the criteria of minimal depth and variable importance, the most significant predictors of the time to development of ROP were duration of ventilation, GA, duration of oxygen supplementation, bilirubin levels, duration of antibiotic administration, duration of Total Parenteral Nutrition (TPN), mother age, birth order, number of surfactant administration, and on time screening. The concordance index for predicting survival of the fitted model was 0.878. CONCLUSION Our findings indicated that the duration of ventilation, GA, duration of oxygen supplementation, bilirubin levels, duration of antibiotic administration, duration of TPN, mother age, birth order, number of surfactant administrations, and on time screening are potential risk factors of prognosis of ROP. The associations between identified risk factors were mostly nonlinear. Therefore, it is recommended to consider the nature of these relationships in managing treatment and designing early interventions.
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Affiliation(s)
- Leili Tapak
- Department of Biostatistics, School of Public Health and Modeling of Noncommunicable Diseases Research Center, Hamadan University of Medical Sciences, Hamadan, Iran
| | | | - Naeeme Taslimi Taleghani
- Clinical Research Development Center, Mahdiyeh Educational Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Nazanin Ebrahimiadib
- Department of Ophthalmology, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Elias Khalili Pour
- Farabi Eye Hospital, Retina Ward, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Omid Hamidi
- Department of Science, Hamedan University of Technology, Hamedan, Iran.
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Kubota H, Fukushima Y, Kawasaki R, Endo T, Hatsukawa Y, Ineyama H, Hirata K, Hirano S, Wada K, Nishida K. Continuous oxygen saturation and risk of retinopathy of prematurity in a Japanese cohort. Br J Ophthalmol 2024; 108:1275-1280. [PMID: 38448200 PMCID: PMC11347217 DOI: 10.1136/bjo-2023-324225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 12/23/2023] [Indexed: 03/08/2024]
Abstract
BACKGROUND/AIMS We assessed the associations between retinopathy of prematurity (ROP) and continuous measurements of oxygen saturation (SpO2), and developed a risk prediction model for severe ROP using birth data and SpO2 data. METHODS This retrospective study included infants who were born before 30 weeks of gestation between August 2009 and January 2019 and who were screened for ROP at a single hospital in Japan. We extracted data on birth weight (BW), birth length, gestational age (GA) and minute-by-minute SpO2 during the first 20 days from the medical records. We defined four SpO2 variables using sequential measurements. Multivariate logistic regression was used to develop a model that combined birth data and SpO2 data to predict treatment-requiring ROP (TR-ROP). The model's performance was evaluated using the area under the receiver operating characteristic curve (AUC). RESULTS Among 350 infants, 83 (23.7%) required ROP treatment. The SpO2 variables in infants with TR-ROP differed significantly from those with non-TR-ROP. The average SpO2 and high SpO2 showed strong associations with GA (r=0.73 and r=0.70, respectively). The model incorporating birth data and the four SpO2 variables demonstrated good discriminative ability (AUC=0.83), but it did not outperform the model incorporating BW and GA (AUC=0.82). CONCLUSION Data obtained by continuous SpO2 monitoring demonstrated valuable associations with severe ROP, as well as with GA. Differences in the distribution of average SpO2 and high SpO2 between infants with TR-ROP and non-TR-ROP could be used to establish efficient cut-off values for risk determination.
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Affiliation(s)
- Hiroshi Kubota
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Yoko Fukushima
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Suita, Japan
- Integrated Frontier Research for Medical Science Division (iFremed), Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, Suita, Japan
| | - Ryo Kawasaki
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Takao Endo
- Department of Ophthalmology, Osaka Women's and Children's Hospital, Izumi, Japan
| | - Yoshikazu Hatsukawa
- Department of Ophthalmology, Osaka Women's and Children's Hospital, Izumi, Japan
| | - Hiromi Ineyama
- Department of Ophthalmology, Osaka Women's and Children's Hospital, Izumi, Japan
| | - Katsuya Hirata
- Department of Neonatal Medicine, Osaka Women's and Children's Hospital, Izumi, Japan
| | - Shinya Hirano
- Department of Neonatal Medicine, Osaka Women's and Children's Hospital, Izumi, Japan
| | - Kazuko Wada
- Department of Neonatal Medicine, Osaka Women's and Children's Hospital, Izumi, Japan
| | - Kohji Nishida
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Suita, Japan
- Integrated Frontier Research for Medical Science Division (iFremed), Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, Suita, Japan
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Dammann O, Stansfield BK. Neonatal sepsis as a cause of retinopathy of prematurity: An etiological explanation. Prog Retin Eye Res 2024; 98:101230. [PMID: 37984792 PMCID: PMC10842718 DOI: 10.1016/j.preteyeres.2023.101230] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 11/12/2023] [Accepted: 11/13/2023] [Indexed: 11/22/2023]
Abstract
Retinopathy of prematurity (ROP) is a complex neonatal disorder with multiple contributing factors. In this paper we have mounted the evidence in support of the proposal that neonatal sepsis meets all requirements for being a cause of ROP (not a condition, mechanism, or even innocent bystander) by means of initiating the early stages of the pathomechanism of ROP occurrence, systemic inflammation. We use the model of etiological explanation, which distinguishes between two overlapping processes in ROP causation. It can be shown that sepsis can initiate the early stages of the pathomechanism via systemic inflammation (causation process) and that systemic inflammation can contribute to growth factor aberrations and the retinal characteristics of ROP (disease process). The combined contribution of these factors with immaturity at birth (as intrinsic risk modifier) and prenatal inflammation (as extrinsic facilitator) seems to provide a cogent functional framework of ROP occurrence. Finally, we apply the Bradford Hill heuristics to the available evidence. Taken together, the above suggests that neonatal sepsis is a causal inducer of ROP.
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Affiliation(s)
- Olaf Dammann
- Dept. of Public Health & Community Medicine, Tufts University School of Medicine, Boston, USA; Dept. of Gynecology & Obstetrics, Hannover Medical School, Hannover, Germany; Dept. of Neuromedicine & Movement Science, Norwegian University of Science & Technology, Trondheim, Norway; Dept. of Philosophy, University of Johannesburg, Johannesburg, South Africa.
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Riddick R, Meilstrup A, Ansari MAY, Ware J, Zepponi D, Smith A, Sawaya D, Mungan N, Garg PM. Clinical and Growth Correlates of Retinopathy of Prematurity in Preterm infants with Surgical Necrotizing Enterocolitis and intestinal Perforation. RESEARCH SQUARE 2023:rs.3.rs-3022247. [PMID: 37333258 PMCID: PMC10274966 DOI: 10.21203/rs.3.rs-3022247/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/20/2023]
Abstract
Background we sought to determine the clinical and growth parameters associated with retinopathy of prematurity (ROP) in infants with necrotizing enterocolitis (NEC) and spontaneous ileal perforation (SIP). Methods Retrospective cohort study comparing clinical information before and following NEC/SIP onset in neonates with and without severe ROP (Type 1 and 2). Results Those with severe ROP (32/109, 39.5%) had lower GA, BW, chorioamnionitis, later median onset of ROP diagnosis and received Penrose drain and had higher AKI, poor weight z scores, poor linear growth, longer duration of ventilation and higher FIo2 than those without ROP following NEC/SIP. The GA and diagnosis at later age remained significant for any ROP on multi regression modelling. Conclusion The surgical NEC/SIP infants with severe ROP were more likely to be younger, smaller, had AKI, had higher oxygen exposure and poor weight gain and linear growth than those without severe ROP.
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