Wbp2nl

Models

All models for this gene with cis-heritability P-value <0.01 were tested and are shown here. In each tissue, a gene can have zero, one, or multiple RNA phenotypes for each RNA modality. After the heritability statistics, subsequent columns show cross-validation performance (R2 and P-value) of each modeling method. The best-performing method for each models is used for TWAS.

# Tissue Modality RNA phenotype h2 h2 SE h2 P xQTL R2 BLUP R2 ENET R2 LASSO R2 xQTL P BLUP P ENET P LASSO P
1 Liver gene expression Wbp2nl 0.06 0.04 7.5e-06 0.03 0.03 0.02 0.03 1.4e-04 1.7e-04 1.8e-03 2.0e-04

Trait associations

The numbered columns correspond to the numbered models in the table above. They contain the TWAS Z-score for each trait-model pair. Colors indicate strength of Z-scores: cells with lower negative Z-scores are darker blue, cells with higher positive Z-scores are darker red. Significant associations have white and bolded text.

Trait Avg chi2 ratio Avg chi2 Max chi2 1
Bone: apparent density0.81.31.3-1.1
Area under the delay curve0.40.40.4-0.6
BMI with tail0.20.80.80.9
BMI without tail0.10.40.40.6
Body weight0.52.22.21.5
Weight adjusted by age1.42.12.11.5
Bone surface0.00.00.0-0.0
Bone volume0.00.10.1-0.2
Breakpoint value in progressive ratio session0.30.40.4-0.6
Number of licking bursts0.30.50.5-0.7
Context. condit. distance diff. score6.98.38.32.9
Locomotion velocity, session 10.80.90.91.0
Locomotion distance, session 10.20.20.2-0.5
Locomotion velocity, session 20.50.50.50.7
Locomotion distance, session 22.94.04.0-2.0
Locomotion velocity, session 31.41.61.61.3
Locomotion distance, session 30.00.00.0-0.1
Stereotopy head waving bouts, day 30.40.40.40.7
Stereotopy head waving duration, day 33.23.83.82.0
Locomotion velocity, session 70.10.10.10.4
Locomotion distance, session 71.21.61.6-1.2
Stereotopy head waving bouts, day 78.79.89.83.1
Stereotopy head waving duration, day 76.88.28.22.9
Locomotion velocity, session 82.53.03.01.7
Locomotion distance, session 81.72.52.51.6
Degree of sensitization distance0.00.00.0-0.1
Degree of sensitization stereotypy7.58.28.22.9
Conditioned locomotion1.11.31.31.1
Cocaine response after cond. corrected0.10.10.10.4
Cocaine response after cond. not corrected0.30.40.40.6
Cocaine response before conditioning0.00.00.00.1
Saline control response1.11.41.41.2
Bone: connectivity density0.40.60.6-0.8
Bone: cortical apparent density1.21.61.6-1.3
Bone: cortical area1.01.51.51.2
Bone: cortical porosity0.50.60.60.8
Bone: cortical porosity2.22.42.41.6
Bone: cortical thickness0.30.50.5-0.7
Bone: cortical thickness0.30.40.4-0.6
Bone: cortical tissue density1.11.51.5-1.2
Condit. Reinf. active minus inactive responses0.30.30.3-0.5
Condit. Reinf. active-inactive response ratio0.50.50.50.7
Condit. Reinf. active responses1.31.61.6-1.3
Condit. Reinf. inactive responses2.63.13.1-1.8
Incentive salience index mean1.01.21.2-1.1
Condit. Reinf. lever presses1.21.61.6-1.3
Condit. Reinf. active minus inactive responses0.70.90.9-1.0
Condit. Reinf. active-inactive response ratio1.21.41.4-1.2
Condit. Reinf. active responses0.00.00.00.1
Condit. Reinf. inactive responses0.81.11.11.0
Condit. Reinf. lever presses0.50.70.7-0.9
Condit. Reinf. lever reinforcers received0.00.10.1-0.3
Conditioned reinforcement - actives0.00.10.10.3
Conditioned reinforcement - inactives1.31.91.9-1.4
Conditioned locomotion0.10.10.10.3
Patch foraging indifference point 0 sec0.71.21.2-1.1
Patch foraging indifference point AUC0.10.10.1-0.4
Delay disc. indifference point, 0s delay0.40.50.50.7
Delay disc. indifference point, 16s delay1.41.61.6-1.2
Delay disc. indifference point, 2s delay0.00.00.0-0.1
Delay disc. indifference point, 24s delay0.00.00.00.1
Delay disc. indifference point, 4s delay0.70.70.7-0.9
Delay disc. indifference point, 8s delay1.11.31.3-1.1
Indifference point function ln k0.50.80.80.9
Indifference point function log k0.50.80.80.9
Patch foraging total patch changes 0 sec0.71.31.3-1.2
Patch foraging total patch changes 12 sec0.20.30.3-0.6
Patch foraging total patch changes 18 sec0.50.80.8-0.9
Patch foraging total patch changes 24 sec0.20.40.4-0.6
Patch foraging total patch changes 6 sec0.30.50.5-0.7
Patch foraging time to switch 0 sec0.00.00.0-0.1
Patch foraging water rate 0 sec0.10.10.1-0.4
Patch foraging water rate 12 sec0.00.10.1-0.2
Patch foraging water rate 18 sec0.81.31.3-1.1
Patch foraging water rate 24 sec0.10.10.1-0.3
Patch foraging water rate 6 sec0.10.20.20.4
Seeking ratio, delayed vs. immediate footshock4.55.45.4-2.3
Distance traveled before self-admin2.33.03.0-1.7
Distance traveled after self-admin0.70.90.9-0.9
Extensor digitorum longus weight0.00.00.0-0.1
Bone: elastic displacement1.21.31.31.2
Bone: elastic work1.82.32.31.5
Bone: endosteal estimation3.16.86.82.6
Bone: endosteal perimeter4.59.69.63.1
Epididymis fat weight1.13.73.71.9
Delta time in closed arm before/after self-admin0.20.10.1-0.4
Delta time in open arm before/after self-admin1.01.01.01.0
Diff in mean of infusions in LGA sessions0.00.00.0-0.1
Delay discount exponential model param0.40.40.40.6
Extinction: sum of active levers before priming0.30.30.30.6
Active lever presses in extinction session 60.30.30.30.5
Bone: final force0.10.10.10.3
Bone: final moment0.10.20.20.5
Food consumed during 24 hour testing period0.10.10.10.4
Glucose0.20.40.4-0.6
Heart weight5.78.98.93.0
Delay discount hyperbolic model param0.30.30.30.6
Intermittent access intake day 1-15 change0.30.60.6-0.8
Intermittent access intake escalation0.20.40.4-0.6
Intermittent access intake escalation 20.40.40.4-0.7
Intermitt. access day 1 inactive lever presses0.41.41.4-1.2
Intermitt. access day 15 inactive lever presses1.83.63.6-1.9
Intermitt. access escalation Index0.30.40.4-0.6
Intermittent access day 1 total infusions0.10.10.1-0.3
Intermittent access day 15 total infusions0.10.20.2-0.5
Intermittent access terminal intake (last 3 days)0.00.00.0-0.2
Intermittent access total infusions0.10.10.1-0.3
Intermittent access day 1 locomotion0.60.80.8-0.9
Intermittent access day 15 total locomotion0.10.10.1-0.3
Intermittent access total locomotion0.20.30.3-0.5
Intermittent access standard deviation0.20.40.4-0.7
Left kidney weight6.228.728.75.4
Right kidney weight5.324.024.04.9
Cocaine induced anxiety0.20.20.2-0.5
Post-drug Anxiety0.20.20.2-0.4
Baseline Anxiety0.00.00.0-0.1
Tail length0.10.20.20.5
Length with tail0.41.81.81.3
Length without tail0.41.21.21.1
Times rat made contact with spout0.20.20.20.4
Lifetime Intake0.30.30.3-0.6
Liver weight, left2.74.54.52.1
Liver weight, right3.76.56.52.5
Locomotor activity2.94.54.52.1
Locomotor testing distance0.00.00.0-0.1
Locomotor testing rearing1.12.32.31.5
Locomotion in novel chamber2.12.72.71.6
Locomotion in novel chamber post-restriction0.10.10.1-0.4
Fecal boli incidents, locomotor time 10.10.10.1-0.3
Change in fecal boli incidents, locomotor task1.41.41.41.2
Time >=10cm from walls, locomotor time 10.00.00.00.1
Bouts of movement, locomotor time 10.00.00.0-0.1
Total resting periods, locomotor time 10.50.50.5-0.7
Rest time, locomotor task time 10.20.20.2-0.5
Distance moved, locomotor task time 10.81.21.21.1
Vertical activity count, locomotor time 10.00.00.00.0
Time >=10cm from walls, locomotor time 20.00.00.00.0
Bouts of movement, locomotor time 20.20.40.4-0.6
Total resting periods, locomotor time 20.30.60.6-0.7
Rest time, locomotor task time 20.20.20.2-0.5
Distance moved, locomotor task time 21.01.21.21.1
Vertical activity count, locomotor time 20.30.50.50.7
Light reinforcement 10.51.31.31.1
Light reinforcement 20.30.40.40.7
Bone: marrow area3.37.17.12.7
Bone: maximum diameter3.66.86.82.6
Bone: maximum force0.50.90.91.0
Bone: maximum moment0.81.41.41.2
Mean time between licks in bursts0.10.30.3-0.6
Mean num. licks in bursts1.21.81.81.4
Cd content in liver0.91.11.11.0
Co content in liver0.20.20.2-0.4
Cu content in liver2.53.03.0-1.7
Fe content in liver1.31.51.51.2
K content in liver0.20.20.2-0.5
Mg content in liver1.41.41.4-1.2
Mn content in liver0.60.70.70.8
Na content in liver1.01.01.0-1.0
Rb content in liver0.00.00.0-0.0
Se content in liver0.00.00.0-0.1
Sr content in liver1.91.71.7-1.3
Zn content in liver0.20.30.30.5
Bone: minimum diameter1.32.42.41.5
Time in familiar zone, hab. session 10.00.00.00.0
Time in novel zone, hab. session 12.12.12.11.5
Total zone transitions, hab. session 10.60.90.9-0.9
Total locomotion distance, hab. session 10.10.10.10.4
Locomotion velocity, hab. session 10.00.00.0-0.1
Time in familiar zone, hab. session 20.10.10.10.4
Time in novel zone, hab. session 20.10.10.10.3
Total zone transitions, hab. session 20.10.20.2-0.4
Total locomotion distance, hab. session 20.10.10.1-0.4
Locomotion velocity, hab. session 20.30.40.4-0.6
Novel to familiar place preference ratio5.25.65.62.4
Novelty place preference7.17.67.62.8
Time in novel zone, NPP test8.48.98.93.0
Total zone transitions, NPP test0.30.50.5-0.7
Total locomotion distance, NPP test0.50.60.6-0.8
Locomotion velocity, NPP test0.81.11.1-1.0
Intraocular pressure0.10.20.20.5
Delta distance traveled before/after self-admin2.52.62.61.6
Delta ambulatory time before/after self-admin2.83.43.41.9
Parametrial fat weight0.10.10.10.4
Pavlov. Cond. lever latency1.21.51.51.2
Pavlov. Cond. magazine entry latency2.12.72.7-1.6
Pavlov. Cond. change in total contacts3.03.23.2-1.8
Pavlov. Cond. index score2.22.82.8-1.7
Pavlov. Cond. latency score1.82.22.2-1.5
Pavlov. Cond. lever contacts2.83.33.3-1.8
Pavlov. Cond. magazine entry number2.83.53.51.9
Pavlov. Cond. intertrial magazine entries0.70.80.8-0.9
Pavlov. Cond. lever-magazine prob. diff.2.43.03.0-1.7
Pavlov. Cond. response bias3.44.14.1-2.0
Pavlov. Cond. lever latency1.31.81.81.3
Pavlov. Cond. magazine entry latency6.98.38.3-2.9
Pavlov. Cond. change in total contacts2.64.34.3-2.1
Pavlov. Cond. index score4.35.85.8-2.4
Pavlov. Cond. latency score5.06.66.6-2.6
Pavlov. Cond. lever contacts1.52.12.1-1.4
Pavlov. Cond. magazine entry number4.96.06.02.5
Pavlov. Cond. intertrial magazine entries0.40.60.60.8
Pavlov. Cond. lever-magazine prob. diff.4.15.45.4-2.3
Pavlov. Cond. response bias3.04.14.1-2.0
Time in closed arm before self-admin1.92.42.4-1.5
Time in closed arm after self-admin0.00.00.00.2
Time in open arm before self-admin0.00.00.00.0
Time in open arm after self-admin0.50.50.50.7
Bone: periosteal estimation3.06.46.42.5
Bone: periosteal perimeter5.79.89.83.1
Bone: post-yield work0.00.00.0-0.1
Progressive ratio test 1 active lever presses0.70.90.9-1.0
Progressive ratio test 1 breakpoint0.80.90.9-1.0
Progressive ratio test 1 inactive lever presses2.63.83.8-2.0
Progressive ratio test 2 active lever presses0.91.01.0-1.0
Progressive ratio test 2 breakpoint0.81.01.0-1.0
Progressive ratio test 2 inactive lever presses2.43.83.8-2.0
Incentive Sensitization - Responses0.30.40.4-0.6
Incentive Sensitization - Breakpoint0.30.40.4-0.7
Sum of active levers in priming session hrs 5-60.10.10.10.2
Progressive ratio0.30.40.4-0.7
Food seeking constrained by brief footshock0.30.40.40.6
Seeking ratio, punishment vs. effort0.20.20.20.5
Retroperitoneal fat weight2.18.98.93.0
Reaction time number correct0.00.00.0-0.1
Reaction time mean minus median0.51.11.11.1
Reaction time mean minus median AUC0.51.41.41.2
Reaction time num false alarms0.50.80.80.9
Reaction time num false alarms AUC0.50.80.80.9
Reaction time trials correct on left0.00.00.0-0.1
Reaction time trials on left0.00.00.0-0.0
Reaction time mean0.00.00.0-0.1
Reaction time mean AUC0.00.00.0-0.1
Median of all reaction times0.20.20.2-0.5
Reaction time omissions0.20.30.30.6
Reaction time false alarm rate0.30.50.50.7
Reaction time premature initiation rate0.91.21.2-1.1
Reaction time premature initiations0.61.11.1-1.0
Std. dev. reaction times0.71.41.41.2
Reaction time trials completed0.00.00.0-0.0
Reaction time trials AUC0.00.00.0-0.0
Run reversals in cocaine runway, females0.20.20.20.5
Run reversals in cocaine runway, males1.81.81.81.3
Latency to leave start box in cocaine runway0.00.00.00.0
Latency to leave start box in cocaine runway, F0.00.00.0-0.0
Latency to leave start box in cocaine runway, M0.10.10.10.3
Std. dev. time between licks in bursts1.72.32.3-1.5
Total sessions with >9 infusions0.10.10.10.3
Short access day 1 total inactive lever presses0.00.00.0-0.1
Short access day 10 total inactive lever presses0.30.70.70.8
Short access day 1 total infusions0.10.10.10.3
Short access day 10 total infusions0.10.10.1-0.3
Short access total infusions0.20.20.2-0.5
Short access day 1 locomotion0.00.00.0-0.1
Short access day 10 total locomotion0.71.31.3-1.1
Short access total locomotion0.20.20.2-0.5
One hour access (0.3 mA shock)0.91.01.0-1.0
Compulsive drug intake0.40.50.5-0.7
One hour access (shock baseline)0.20.30.3-0.5
Social response proportion0.00.00.0-0.1
Social responses0.20.30.30.5
Social time1.52.12.1-1.4
Soleus weight0.20.70.7-0.9
Bone: stiffness0.30.40.40.6
Tibialis anterior weight0.82.82.8-1.7
Time to tail flick, vehicle, before self-admin0.40.40.40.6
Time to tail flick, vehicle, after self-admin0.50.70.70.8
Time to tail flick, test, before self-admin0.90.90.91.0
Time to tail flick, test, after self-admin0.00.00.0-0.1
Delta time to tail flick, vehicle, before/after SA0.00.00.00.0
Delta time to tail flick, test, before/after SA1.11.21.2-1.1
Tibia length0.30.70.70.9
Ambulatory time before self-admin0.91.31.3-1.2
Ambulatory time after self-admin0.30.30.3-0.6
Bone: tissue strength0.60.60.60.8
Total heroin consumption0.00.00.0-0.1
Bone: trabecular number0.00.00.0-0.0
Bone: trabecular spacing0.20.30.30.5
Bone: trabecular thickness0.20.30.3-0.6
Bone: trabecular tissue density2.02.92.9-1.7
Water consumed over 24 hours0.20.20.20.5
Number of responses in last shaping day5.35.85.8-2.4