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. Author manuscript; available in PMC: 2017 Jun 20.
Published in final edited form as: J Alzheimers Dis. 2017;58(2):361–371. doi: 10.3233/JAD-161201

Table 2.

Prediction of risk of AD progression: model results (controlled for age, APOE in the longitudinal model and controlled for age, gender, years of education and APOE in the survival model)

Cross-sectional prediction (Cox Model) Longitudinal prediction (Joint Model)

Variable* Participants Observations Events α Z value HR or HR−1 (95% CI) α Z value HR or HR−1 (95% CI)
ADAS-Cog 13 384 1872 200 0.95 9.08 2.57 (2.10 – 3.16) 1.07 9.33 2.92 (2.33 – 3.66)
ADAS-Cog 11 384 1890 200 0.81 8.18 2.25 (1.85 – 2.74) 0.92 8.40 2.52 (2.03 – 3.12)
RAVLT.immediate 384 1883 200 −0.85 −8.26 2.34 (1.92–2.85) −1.15 −8.32 3.16 (2.41 – 4.15)
FAQ 384 1895 200 0.59 8.06 1.80 (1.56 – 2.07) 0.67 7.38 1.95 (1.64 – 2.34)
MidTemp 362 1290 184 −0.64 −7.22 1.90 (1.59 – 2.26) −0.68 −7.31 1.96 (1.65 – 2.37)
RAVLT.learning 384 1883 200 −0.37 −4.61 1.44 (1.23 – 1.68) −1.24 −6.45 3.47 (2.38 – 5.06)
MMSE 384 1888 200 −0.57 −4.78 1.76 (1.40 – 2.23) −0.58 −6.43 1.79 (1.50 – 2.13)
Hippocampus 362 1296 184 −0.60 −6.49 1.83 (1.52 – 2.20) −0.60 −6.30 1.82 (1.51 – 2.19)
CDR-SB 384 1892 200 0.75 6.08 2.11 (1.66 – 2.69) 0.66 6.30 1.93 (1.57 – 2.37)
FDG-PET 220 905 100 −0.56 −4.65 1.76 (1.38 – 2.22) −0.74 −6.08 2.11 (1.66 – 2.68)
Entorhinal 362 1290 184 −0.49 −5.62 1.64 (1.38 – 1.95) −0.61 −6.00 1.84 (1.51 – 2.25)
Fusiform 362 1290 184 −0.43 −4.83 1.53 (1.29 – 2.26) −0.50 −5.33 1.64 (1.37 – 1.98)
EcogSPTotal 79 282 13 1.01 2.85 2.75 (1.37 – 5.51) 1.34 3.24 3.83 (1.70 – 8.63)
WholeBrain 383 1612 199 −0.33 −3.46 1.40 (1.16 – 1.69) −0.32 −3.21 1.38 (1.13 – 1.68)
EcogSPMem 80 283 13 0.99 3.02 2.70 (1.42 – 5.14) 1.37 3.14 3.93 (1.67 – 9.22)
EcogSPLang 80 285 13 0.55 1.82 1.73 (0.96 – 3.11) 1.11 2.96 3.03 (1.46 – 6.32)
EcogSPDivatt 79 264 13 0.97 2.59 2.63 (1.27 – 5.49) 1.54 2.93 4.67 (1.67 – 13.09)
EcogSPOrgan 78 273 13 0.72 2.29 2.06 (1.11 – 3.81) 0.98 2.85 2.66 (1.36 – 5.22)
EcogSPPlan 79 277 13 0.49 1.45 1.64 (0.84 – 3.20) 1.20 2.66 3.33 (1.37 – 8.08)
RAVLT.forgetting 384 1878 200 0.12 1.62 1.13 (0.97 – 1.30) 0.45 2.65 1.57 (1.13 – 2.20)
EcogSPVisspat 77 274 12 0.64 1.92 1.90 (0.99 – 3.66) 0.93 2.49 2.53 (1.22 – 5.25)
Ventricles 383 1597 199 0.20 2.57 1.22 (1.05 – 1.42) 0.18 2.37 1.19 (1.03 – 1.38)
AV45-PET 58 104 10 0.74 2.00 2.09 (1.02 – 4.31) 0.76 2.01 2.14 (1.02 – 4.48)
EcogPtOrgan 79 285 13 0.44 1.81 1.56 (0.96 – 2.52) 0.65 1.95 1.91 (1.00 – 3.68)
EcogPtMem 80 290 13 0.48 1.81 1.61 (0.96 – 2.70) 0.71 1.92 2.03 (0.99 – 4.16)
EcogPtTotal 80 290 13 0.34 1.35 1.41 (0.86 – 2.33) 0.52 1.66 1.69 (0.91 – 3.13)
EcogPtDivatt 80 289 13 0.21 0.80 1.23 (0.74 – 2.04) 0.47 1.36 1.61 (0.81 – 3.17)
MOCA 77 274 13 −0.22 −0.64 1.25 (0.63 – 2.46) −0.50 −1.34 1.66 (0.79 – 3.46)
PIB-PET 60 113 27 0.24 1.05 1.27 (0.81 – 1.99) 0.32 1.31 1.37 (0.85 – 2.21)
EcogPtLang 80 289 13 0.26 0.94 1.30 (0.75 – 2.25) 0.39 1.08 1.48 (0.73 – 3.01)
EcogPtPlan 80 290 13 0.07 0.29 1.08 (0.65 – 1.77) 0.42 0.99 1.52 (0.66 – 3.48)
EcogPtVisspat 80 286 13 0.04 0.12 1.04 (0.56 – 1.93) 0.30 0.93 1.34 (0.72 – 2.50)
ICV 384 1632 200 0.01 0.10 1.01 (0.84 – 1.21) 0.00 0.05 1.00 (0.83 – 1.21)

Abbreviations: ADAS-Cog, Alzheimer’s Disease Assessment Scale - Cognitive Subscale test; RAVLT, Rey Auditory Verbal Learning Test; FAQ, Functional Assessment Questionnaire; MidTemp, Middle temporal gyrus; MMSE, Mini Mental State Examination; CDR-SB, Clinical Dementia Rating Sum of Boxes; FDG-PET, Sum of mean glucose metabolism uptake in regions of angular, temporal, and posterior cingulate; ECogPt, Everyday Cognition questionnaire filled out by the patient. ECogSP, Everyday Cognition questionnaire filled out by the patient’s study partner; MOCA, Montreal Cognitive Assessment; ICV, Intracerebral volume.

*

Measures are ranked by absolute Z-value for the association parameter (α) of the Joint Model.

Events are the number of conversions to AD.

Hazard ratio (HR) or inverse hazard ratio (HR−1) show the hazard for AD diagnosis associated with a difference of one SD in each measure.