Table 5.
Associative models of detecting glaucoma using pupillography developed by different methods and their sensitivity, specificity, and area under the receiver operating characteristics curve (AUROC)
Odds ratio (95% Confidence Interval) | |||||
---|---|---|---|---|---|
Univariate | Combined model | Stepwise forward | Forward selection (Akaike information criterion) | Full model | |
Age (per 1 year older) | 1.06 (1.03 to 1.10) | 1.04 (1.01 to 1.08) | 1.04 (1.00 to 1.08) | 1.03 (0.99 to 1.07) | 1.04 (1.00 to 1.08) |
Between-eye | |||||
Amplitude (per 0.1 unit) | 1.97 (1.55 to 2.51) | 1.72 (1.35 to 2.19) | 1.71 (1.32 to 2.20) | 1.64 (1.26 to 2.14) | 1.67 (1.27 to 2.19) |
Latency (per 0.1 unit) | 1.35 (1.10 to 1.65) | - | - | - | 0.97 (0.73 to 1.28) |
Time to Max Dilation (per 0.1 unit) | 1.87 (1.42 to 2.46) | - | 1.61 (1.15 to 2.26) | 1.62 (1.15 to 2.28) | 1.53 (1.07 to 2.19) |
Within-eye | |||||
Amplitude (per 0.1 unit) | 1.05 (1.01 to 1.08) | 1.03 (0.99 to 1.07) | - | - | 1.02 (0.98 to 1.07) |
Latency (per 0.1 unit) | 1.04 (0.99 to 1.09) | - | - | - | 0.99 (0.93 to 1.06) |
Time to Max Dilation (per 0.1 unit) | 1.17 (1.05 to 1.30) | - | 1.15 (1.01 to 1.30) | 1.16 (1.02 to 1.32) | 1.17 (1.02 to 1.34) |
Individual-eye | |||||
Amplitude (per 0.1 ratio decrease) | 5.36 (2.77 to 10.38) | 2.10 (0.99 to 4.44) | - | 1.89 (0.80 to 4.44) | 2.35 (0.95 to 5.84) |
Latency (per 0.01 sec) | 1.42 (1.23 to 1.64) | - | 1.22 (1.03 to 1.44) | 1.19 (1.00 to 1.42) | 1.07 (0.86 to 1.34) |
Time to Max Dilation (per 0.1 sec) | 1.43 (1.06 to 1.93) | - | - | - | 1.42 (0.89 to 2.27) |
Overall | |||||
AUROC | 0.78 (0.73 to 0.84) | 0.84 (0.79 to 0.89) | 0.86 (0.82 to 0.91) | 0.87 (0.82 to 0.91) | 0.87 (0.83 to 0.92) |
Sensitivity (at specificity=0.80) | 0.68 (0.61 to 0.77) | 0.80 (0.68 to 0.86) | 0.74 (0.66 to 0.85) | 0.78 (0.65 to 0.86) | 0.80 (0.65 to 0.88) |
Specificity (at sensitivity=0.80) | 0.47 (0.32 to 0.66) | 0.77 (0.45 to 0.90) | 0.71 (0.58 to 0.87) | 0.75 (0.57 to 0.88) | 0.80 (0.62 to 0.93) |
5-fold cross validation | |||||
AUROC | 0.78 (0.72 to 0.84) | 0.83 (0.77 to 0.88) | 0.85 (0.80 to 0.90) | 0.85 (0.80 to 0.90) | 0.84 (0.78 to 0.89) |
Sensitivity (at specificity=0.80) | 0.70 (0.60 to 0.78) | 0.76 (0.60 to 0.85) | 0.72 (0.66 to 0.82) | 0.76 (0.62 to 0.85) | 0.74 (0.57 to 0.86) |
Specificity (at sensitivity=0.80) | 0.44 (0.30 to 0.65) | 0.71 (0.51 to 0.87) | 0.70 (0.66 to 0.84) | 0.71 (0.52 to 0.88) | 0.75 (0.54 to 0.85) |
Visual field MD< −5 dB | |||||
AUROC | 0.82 (0.76 to 0.87) | 0.88 (0.83 to 0.93) | 0.89 (0.84 to 0.94) | 0.89 (0.84 to 0.94) | 0.90 (0.86 to 0.95) |
Sensitivity (at specificity=0.80) | 0.74 (0.65 to 0.84) | 0.87 (0.75 to 0.93) | 0.81 (0.70 to 0.90) | 0.84 (0.70 to 0.91) | 0.84 (0.74 to 0.92) |
Specificity (at sensitivity=0.80) | 0.59 (0.38 to 0.89) | 0.87 (0.70 to 0.94) | 0.81 (0.62 to 0.94) | 0.81 (0.67 to 0.94) | 0.84 (0.69 to 0.96) |
Visual field MD≥ −5 dB | |||||
AUROC | 0.71 (0.61 to 0.81) | 0.76 (0.67 to 0.85) | 0.81 (0.73 to 0.89) | 0.81 (0.73 to 0.89) | 0.82 (0.74 to 0.90) |
Sensitivity (at specificity=0.80) | 0.56 (0.44 to 0.74) | 0.66 (0.50 to 0.78) | 0.62 (0.50 to 0.80) | 0.68 (0.48 to 0.80) | 0.72 (0.41 to 0.86) |
Specificity (at sensitivity=0.80) | 0.32 (0.21 to 0.56) | 0.45 (0.32 to 0.83) | 0.68 (0.38 to 0.81) | 0.61 (0.45 to 0.84) | 0.68 (0.49 to 0.87) |