Nomogram Prediction Model for Diabetic Retinopathy Development in Type 2 Diabetes Mellitus Patients: A Retrospective Cohort Study

被引:16
作者
Chen, Xiaomei [1 ]
Xie, Qiying [1 ]
Zhang, Xiaoxue [1 ]
Lv, Qi [1 ]
Liu, Xin [1 ]
Rao, Huiying [1 ,2 ]
机构
[1] Fujian Prov Geriatr Hosp, Fujian Prov Hosp North Branch, Dept Ophthalmol, Fuzhou, Peoples R China
[2] Fujian Prov Hosp, Dept Ophthalmol, Fuzhou, Peoples R China
关键词
RISK-FACTORS; PROGRESSION;
D O I
10.1155/2021/3825155
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background. This study is aimed at investigating the systemic risk factors of diabetic retinopathy and further establishing a risk prediction model for DR development in T2DM patients. Methods. This is a retrospective cohort study including 330 type 2 diabetes mellitus (T2DM) patients who were followed up from December 2012 to November 2020. Multivariable cox regression analysis identifying factors associated with the hazard of developing diabetic retinopathy (DR) was used to construct the DR risk prediction model in the form of nomogram. Results. 50.6% of participants (mean age: 58.60 +/- 10.55) were female, and mean duration of diabetes was 7.09 +/- 5.36 years. After multivariate cox regression, the risk factors for developing DR were age (HR 1.068, 95%Cl 1.021-1.118, P=0.005), diabetes duration (HR 1.094, 95%Cl 1.018-1.177, P=0.015), HbA1c (HR 1.411, 95%Cl 1.113-1.788, P=0.004), albuminuria (HR 6.908, 95%Cl 1.794-26.599, P=0.005), and triglyceride (HR 1.554, 95%Cl 1.037-2.330, P=0.033). The AUC values of the nomogram for predicting developing DR at 3-, 4-, and 5-year were 0.854, 0.845, and 0.798. Conclusion. Combining age, diabetes duration, HbA1c, albuminuria, and triglyceride, the nomogram model is effective for early recognition and intervention of individuals at high risk of DR development.
引用
收藏
页数:8
相关论文
共 33 条
[1]   Adopting 3-Year Screening Intervals for Sight-Threatening Retinal Vascular Lesions in Type 2 Diabetic Subjects Without Retinopathy [J].
Agardh, Elisabet ;
Tababat-Khani, Poya .
DIABETES CARE, 2011, 34 (06) :1318-1319
[2]   Comparison of Early Treatment Diabetic Retinopathy Study Standard 7-Field Imaging With Ultrawide-Field Imaging for Determining Severity of Diabetic Retinopathy [J].
Aiello, Lloyd Paul ;
Odia, Isoken ;
Glassman, Adam R. ;
Melia, Michele ;
Jampol, Lee M. ;
Bressler, Neil M. ;
Kiss, Szilard ;
Silva, Paolo S. ;
Wykoff, Charles C. ;
Sun, Jennifer K. ;
Beck, Roy W. ;
Auza, Daphne ;
Baptista, Alyssa ;
Beaulieu, Wesley T. ;
Constantine, Sharon R. ;
Dale, Brian B. ;
Dupre, Simone S. ;
Davis, Julie ;
Huggins, Meagan L. ;
Johnson, Paula A. ;
Kelly, Brittany ;
Liu, Danni ;
Loggins, Brenda L. ;
Maguire, Maureen ;
Nemeth, Ilona ;
Preston, Carrie ;
Stockdale, Cynthia R. ;
Stutz, Katie ;
Cavallerano, Jerry D. ;
Tolls, Dorothy ;
Martin, Daniel F. ;
Baker, Carl W. ;
Jhaveri, Chirag ;
MacCumber, Mathew ;
Antoszyk, Andrew ;
Bressler, Susan B. ;
Friedman, Scott ;
Kim, Judy ;
Scott, Ingrid U. ;
Wells, John A., III ;
Bhargava, Sangeeta ;
Schron, Eleanor ;
Everett, Donald F. ;
Miskala, Paivi H. ;
Antoszyk, Andrew N. ;
Blodi, Barbra ;
Davis, Matthew D. ;
Elman, Michael J. ;
Ferris, Frederick L., III ;
Jaffe, Glenn J. .
JAMA OPHTHALMOLOGY, 2019, 137 (01) :65-73
[3]  
Alberti KGMM, 1998, DIABETIC MED, V15, P539, DOI 10.1002/(SICI)1096-9136(199807)15:7<539::AID-DIA668>3.0.CO
[4]  
2-S
[5]   Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[6]   Diabetic Microvascular Disease: An Endocrine Society Scientific Statement [J].
Barrett, Eugene J. ;
Liu, Zhenqi ;
Khamaisi, Mogher ;
King, George L. ;
Klein, Ronald ;
Klein, Barbara E. K. ;
Hughes, Timothy M. ;
Craft, Suzanne ;
Freedman, Barry I. ;
Bowden, Donald W. ;
Vinik, Aaron I. ;
Casellini, Carolina M. .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2017, 102 (12) :4343-4410
[7]   More Impact of Microalbuminuria on Retinopathy Than Moderately Reduced GFR Among Type 2 Diabetic Patients [J].
Chen, Yu-Hsin ;
Chen, Harn-Shen ;
Tarng, Der-Cherng .
DIABETES CARE, 2012, 35 (04) :803-808
[8]   Hyperreflective foci in diabetic macular edema with serous retinal detachment: association with dyslipidemia [J].
Chung, Yoo-Ri ;
Lee, Seung Yeop ;
Kim, Young Ho ;
Byeon, Hye-Eun ;
Kim, Jeong Hun ;
Lee, Kihwang .
ACTA DIABETOLOGICA, 2020, 57 (07) :861-866
[9]   The effects of inflammation, aging and oxidative stress on the pathogenesis of diabetes mellitus (type 2 diabetes) [J].
Halim, Michael ;
Halim, Alice .
DIABETES & METABOLIC SYNDROME-CLINICAL RESEARCH & REVIEWS, 2019, 13 (02) :1165-1172
[10]   The role of dyslipidemia in diabetic retinopathy [J].
Hammer, Sandra S. ;
Busik, Julia V. .
VISION RESEARCH, 2017, 139 :228-236