Table 2.
Multivariable Logistic Regression Models of Week 52 CS-free Remission in All Patients
All patients (N=386a) |
Patients with biological data (N=177) |
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---|---|---|---|
Clinical Model | Clinical Modelb | Clinical + Biological Model | |
Number of events (%) | 147 (38%) | 69 (39%) | 69 (39%) |
Baseline predictors: |
Odds Ratio (95% CI) p-value |
Odds Ratio (95% CI) p-value |
Odds Ratio (95% CI) p-value |
PUCAI <45c | 1.84 (1.18, 2.89) 0.008 |
||
Hemoglobin ≥10 g/dL (w/o Wk 4 remissiond) | 4.24 (1.46, 12.31) 0.008 |
6.79 (1.45, 31.76) 0.015 |
5.72 (1.16, 28.23) 0.032 |
Week 4 Remissione | 9.50 (3.39, 26.63) <0.0001 | 15.11 (3.39, 67.44) 0.00037 |
14.92 (3.18, 69.98) 0.00061 |
Antimicrobial Peptide Gene Signature | 0.57 (0.39, 0.81) 0.0022 |
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Ruminococcaceae (560535) OTU log relative abundancef | 1.43 (1.02, 2.00) 0.036 |
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Sutterella (589923) OTU log relative abundancef | 0.81 (0.65, 1.00) 0.049 |
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Model Characteristics | |||
R2 | 0.16 | 0.17 | 0.29 |
Sensitivity (95% CI) | 47% (39%, 55%) | 70% (57%, 80%) | 49% (38%, 61%) |
Specificity (95% CI) | 77% (71%, 82%) | 60% (50%, 69%) | 78% (70%, 85%) |
PPV (95% CI) | 56% (47%, 64%) | 53% (42%, 63%) | 58% (46%, 71%) |
NPV (95% CI) | 70% (65%, 76%) | 76% (65%, 84%) | 71% (62%, 79%) |
Comparison of AUC | 0.014 | ||
Hosmer-Lemeshow Goodness of Fit test median MI p-value (% of imputations with p > 0.05) | P = 0.42 (100%) | P = 0.99 (100%) | P=0.25 (100%) |
Week 52 CS-free remission was defined as PUCAI < 10 and no corticosteroids (CS) for 28 days without additional therapy or colectomy.
CV AUC = AUC from leave-one-out cross-validation, PPV=positive predictive value, NPV = negative predictive value
Note: Missing covariate data imputed via multiple imputation. Clinical parameters selected by LASSO. Sensitivity, specificity, PPV, and NPV were based on a predicted probability of 0.50.
The evaluable population excludes participants who discontinued the study without additional therapy or colectomy and without protocol violations.
The clinical model was run on the subset of participants with biological data. Clinical model factors with p > 0.05 in this smaller cohort were removed from the model.
PUCAI < 45, irrespective of initial treatment.
The interaction of hemoglobin ≥10 g/dL and Week 4 Remission was statistically significant (p=0.042) and the combinations of hemoglobin ≥ 10 and week 4 remission were combined into a 3-level variable: 1) neither hemoglobin≥10 and no week 4 remission, 2) hemoglobin≥10 and no week 4 remission, and 3) week 4 remission regardless of hemoglobin. Patients with low hemoglobin not achieving week 4 remission had a very low rate of week 52 cs-free remission, while those reaching week 4 remission had the same chance of week 52 cs-free remission as those who started with higher hemoglobin.
Week 4 remission: PUCAI < 10 at week 4 with no prior treatment escalation or colectomy
Log relative abundance was calculated by taking the log base 10 of the OTU plus half of the minimum value
Compares the clinical model in the subset of patients with biological data against the clinical + biological model
The predicted probability of CS-free remission for someone with PUCAI<45, hemoglobin ≥10 and week 4 remission = exp(−2.449 + 0.612*1 + 1.443*0 + 2.252*1)/(1+ exp(−2.449 + 0.612*1 + 1.443*0 + 2.252*1)) = 0.60; see supplemental Table S6A.