LOC134481142

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 Adipose gene expression LOC134481142 0.15 0.08 1.0e-14 0.09 0.11 0.11 0.1 2.9e-10 3.6e-12 1.7e-12 1.2e-11
2 NAcc gene expression LOC134481142 0.05 0.03 3.1e-05 0.03 0.03 0.03 0.02 3.5e-05 1.5e-05 8.1e-06 1.1e-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 2
Bone: apparent density0.71.31.7-1.3-0.9
Area under the delay curve0.30.40.8-0.20.9
BMI with tail0.31.01.8-1.30.5
BMI without tail0.84.18.1-2.8-0.3
Body weight7.030.650.5-7.1-3.3
Weight adjusted by age0.10.30.6-0.0-0.7
Bone surface1.12.13.7-1.9-0.7
Bone volume0.20.40.7-0.9-0.1
Breakpoint value in progressive ratio session0.30.60.8-0.6-0.9
Number of licking bursts0.20.60.7-0.8-0.8
Context. condit. distance diff. score3.54.25.6-2.4-1.7
Locomotion velocity, session 10.00.00.0-0.1-0.1
Locomotion distance, session 10.30.40.70.90.0
Locomotion velocity, session 20.10.10.1-0.2-0.3
Locomotion distance, session 20.40.61.10.3-1.0
Locomotion velocity, session 30.30.40.6-0.8-0.5
Locomotion distance, session 30.10.10.10.3-0.3
Stereotopy head waving bouts, day 31.61.93.0-1.7-0.9
Stereotopy head waving duration, day 30.10.10.1-0.00.4
Locomotion velocity, session 70.10.10.20.20.4
Locomotion distance, session 70.40.50.7-0.6-0.8
Stereotopy head waving bouts, day 70.10.10.10.2-0.3
Stereotopy head waving duration, day 70.20.30.50.70.2
Locomotion velocity, session 80.20.20.4-0.6-0.2
Locomotion distance, session 81.21.82.3-1.5-1.1
Degree of sensitization distance0.00.00.0-0.0-0.1
Degree of sensitization stereotypy0.20.20.30.60.1
Conditioned locomotion0.10.20.20.40.5
Cocaine response after cond. corrected1.72.64.30.92.1
Cocaine response after cond. not corrected1.31.93.50.61.9
Cocaine response before conditioning0.91.11.1-1.0-1.1
Saline control response4.25.96.6-2.3-2.6
Bone: connectivity density2.84.45.9-2.4-1.7
Bone: cortical apparent density0.30.40.70.50.8
Bone: cortical area1.32.13.5-1.9-0.8
Bone: cortical porosity0.00.00.10.1-0.3
Bone: cortical porosity0.10.10.10.2-0.3
Bone: cortical thickness1.01.72.9-1.7-0.8
Bone: cortical thickness1.82.22.5-1.6-1.4
Bone: cortical tissue density0.30.50.70.60.8
Condit. Reinf. active minus inactive responses0.70.80.80.80.9
Condit. Reinf. active-inactive response ratio0.40.40.70.40.8
Condit. Reinf. active responses0.10.10.20.4-0.0
Condit. Reinf. inactive responses0.30.40.90.2-0.9
Incentive salience index mean0.20.20.40.60.3
Condit. Reinf. lever presses0.10.10.20.4-0.3
Condit. Reinf. active minus inactive responses1.93.03.6-1.9-1.5
Condit. Reinf. active-inactive response ratio1.11.82.1-1.4-1.2
Condit. Reinf. active responses2.43.54.2-2.0-1.7
Condit. Reinf. inactive responses0.50.70.7-0.8-0.8
Condit. Reinf. lever presses0.30.40.4-0.6-0.6
Condit. Reinf. lever reinforcers received2.23.13.3-1.8-1.7
Conditioned reinforcement - actives1.35.25.6-2.4-2.2
Conditioned reinforcement - inactives0.10.20.20.3-0.5
Conditioned locomotion3.45.05.5-2.1-2.3
Patch foraging indifference point 0 sec0.10.30.60.80.1
Patch foraging indifference point AUC0.10.20.3-0.6-0.2
Delay disc. indifference point, 0s delay1.61.82.8-0.91.7
Delay disc. indifference point, 16s delay0.20.20.4-0.20.6
Delay disc. indifference point, 2s delay0.40.51.00.11.0
Delay disc. indifference point, 24s delay0.10.20.20.50.4
Delay disc. indifference point, 4s delay0.10.10.30.10.5
Delay disc. indifference point, 8s delay0.00.00.0-0.10.1
Indifference point function ln k0.41.32.2-0.6-1.5
Indifference point function log k0.41.32.2-0.6-1.5
Patch foraging total patch changes 0 sec0.10.30.50.7-0.1
Patch foraging total patch changes 12 sec0.30.40.40.60.6
Patch foraging total patch changes 18 sec0.20.50.60.70.6
Patch foraging total patch changes 24 sec0.31.01.9-0.0-1.4
Patch foraging total patch changes 6 sec0.10.10.20.40.2
Patch foraging time to switch 0 sec1.76.410.71.43.3
Patch foraging water rate 0 sec2.710.115.8-2.1-4.0
Patch foraging water rate 12 sec1.24.98.8-1.0-3.0
Patch foraging water rate 18 sec1.73.86.3-1.1-2.5
Patch foraging water rate 24 sec7.210.314.1-2.5-3.8
Patch foraging water rate 6 sec4.26.110.5-1.3-3.2
Seeking ratio, delayed vs. immediate footshock1.01.42.81.70.0
Distance traveled before self-admin0.10.30.4-0.4-0.6
Distance traveled after self-admin0.00.10.10.2-0.3
Extensor digitorum longus weight4.317.024.3-4.9-3.1
Bone: elastic displacement0.20.30.3-0.5-0.5
Bone: elastic work2.43.13.9-2.0-1.5
Bone: endosteal estimation0.71.61.8-1.2-1.3
Bone: endosteal perimeter1.12.72.7-1.6-1.7
Epididymis fat weight0.00.20.3-0.60.4
Delta time in closed arm before/after self-admin5.14.84.9-2.2-2.2
Delta time in open arm before/after self-admin13.515.916.93.94.1
Diff in mean of infusions in LGA sessions0.30.50.8-0.5-0.9
Delay discount exponential model param0.20.30.50.1-0.7
Extinction: sum of active levers before priming0.60.91.00.91.0
Active lever presses in extinction session 60.30.30.60.30.8
Bone: final force1.93.14.7-2.2-1.2
Bone: final moment1.52.43.5-1.9-1.1
Food consumed during 24 hour testing period0.00.00.00.1-0.1
Glucose0.91.51.81.41.1
Heart weight2.43.85.2-1.5-2.3
Delay discount hyperbolic model param0.20.30.60.1-0.8
Intermittent access intake day 1-15 change0.10.40.7-0.2-0.8
Intermittent access intake escalation0.10.40.8-0.1-0.9
Intermittent access intake escalation 20.60.91.31.2-0.7
Intermitt. access day 1 inactive lever presses0.00.10.10.40.1
Intermitt. access day 15 inactive lever presses0.31.52.71.60.6
Intermitt. access escalation Index1.34.04.7-1.8-2.2
Intermittent access day 1 total infusions0.41.21.8-0.7-1.4
Intermittent access day 15 total infusions0.71.83.2-0.7-1.8
Intermittent access terminal intake (last 3 days)0.50.91.7-0.3-1.3
Intermittent access total infusions0.20.20.5-0.1-0.7
Intermittent access day 1 locomotion0.10.30.4-0.4-0.6
Intermittent access day 15 total locomotion2.07.510.1-2.2-3.2
Intermittent access total locomotion0.70.91.6-0.4-1.3
Intermittent access standard deviation0.21.11.91.40.7
Left kidney weight3.225.741.4-6.4-3.2
Right kidney weight2.719.227.5-5.2-3.3
Cocaine induced anxiety0.00.10.2-0.1-0.4
Post-drug Anxiety2.22.53.51.21.9
Baseline Anxiety3.15.27.81.62.8
Tail length4.021.435.2-5.9-2.8
Length with tail12.655.983.4-9.1-5.3
Length without tail4.021.231.5-5.6-3.3
Times rat made contact with spout1.31.52.0-1.4-1.0
Lifetime Intake0.10.10.20.4-0.3
Liver weight, left0.50.91.1-1.1-0.8
Liver weight, right1.93.34.6-2.1-1.4
Locomotor activity7.912.314.5-3.2-3.8
Locomotor testing distance1.84.46.2-1.6-2.5
Locomotor testing rearing0.10.20.30.3-0.6
Locomotion in novel chamber6.28.49.0-2.8-3.0
Locomotion in novel chamber post-restriction3.19.311.2-2.7-3.3
Fecal boli incidents, locomotor time 10.61.63.2-0.3-1.8
Change in fecal boli incidents, locomotor task1.81.93.60.51.9
Time >=10cm from walls, locomotor time 14.75.86.02.42.4
Bouts of movement, locomotor time 13.54.56.2-1.7-2.5
Total resting periods, locomotor time 13.13.55.1-1.4-2.3
Rest time, locomotor task time 10.50.91.6-0.4-1.2
Distance moved, locomotor task time 10.00.00.1-0.3-0.0
Vertical activity count, locomotor time 10.10.50.9-0.90.4
Time >=10cm from walls, locomotor time 20.30.91.40.61.2
Bouts of movement, locomotor time 20.82.63.2-1.8-1.4
Total resting periods, locomotor time 20.41.62.4-1.5-0.9
Rest time, locomotor task time 20.00.10.1-0.1-0.3
Distance moved, locomotor task time 20.00.00.00.2-0.1
Vertical activity count, locomotor time 20.51.22.1-0.6-1.4
Light reinforcement 10.10.30.60.80.1
Light reinforcement 20.20.50.90.9-0.1
Bone: marrow area0.61.51.7-1.1-1.3
Bone: maximum diameter0.61.32.1-1.4-0.7
Bone: maximum force1.53.03.9-2.0-1.4
Bone: maximum moment1.32.43.0-1.7-1.3
Mean time between licks in bursts0.21.01.81.30.5
Mean num. licks in bursts0.00.00.0-0.00.2
Cd content in liver1.71.93.5-0.6-1.9
Co content in liver0.10.10.30.1-0.5
Cu content in liver0.20.20.30.6-0.2
Fe content in liver1.72.12.2-1.5-1.5
K content in liver0.20.20.40.10.7
Mg content in liver0.00.00.1-0.20.1
Mn content in liver0.50.60.60.80.7
Na content in liver0.30.40.8-0.9-0.1
Rb content in liver1.72.03.01.71.0
Se content in liver0.60.70.8-0.90.8
Sr content in liver0.10.10.1-0.2-0.3
Zn content in liver1.61.81.8-1.3-1.4
Bone: minimum diameter0.00.00.1-0.0-0.3
Time in familiar zone, hab. session 11.21.41.71.01.3
Time in novel zone, hab. session 10.40.50.6-0.8-0.6
Total zone transitions, hab. session 10.20.20.30.6-0.4
Total locomotion distance, hab. session 10.10.10.20.40.2
Locomotion velocity, hab. session 10.20.30.50.70.2
Time in familiar zone, hab. session 20.50.61.10.21.1
Time in novel zone, hab. session 20.20.30.50.2-0.7
Total zone transitions, hab. session 20.60.80.9-0.8-1.0
Total locomotion distance, hab. session 20.10.10.2-0.1-0.5
Locomotion velocity, hab. session 20.10.20.3-0.2-0.5
Novel to familiar place preference ratio0.00.10.1-0.0-0.4
Novelty place preference0.00.00.10.1-0.2
Time in novel zone, NPP test0.00.00.10.0-0.3
Total zone transitions, NPP test0.40.50.7-0.6-0.9
Total locomotion distance, NPP test0.20.20.3-0.5-0.5
Locomotion velocity, NPP test0.60.91.1-0.8-1.1
Intraocular pressure2.23.64.2-1.7-2.0
Delta distance traveled before/after self-admin0.20.20.30.40.5
Delta ambulatory time before/after self-admin0.81.31.41.21.2
Parametrial fat weight1.43.36.10.72.5
Pavlov. Cond. lever latency1.01.32.1-1.4-0.7
Pavlov. Cond. magazine entry latency0.60.80.9-0.9-0.9
Pavlov. Cond. change in total contacts0.40.50.70.60.8
Pavlov. Cond. index score0.00.00.00.10.0
Pavlov. Cond. latency score0.00.10.10.30.2
Pavlov. Cond. lever contacts1.01.21.71.30.8
Pavlov. Cond. magazine entry number0.91.11.21.01.1
Pavlov. Cond. intertrial magazine entries0.60.71.31.10.4
Pavlov. Cond. lever-magazine prob. diff.0.00.00.00.20.2
Pavlov. Cond. response bias0.30.40.5-0.6-0.7
Pavlov. Cond. lever latency0.10.10.20.30.5
Pavlov. Cond. magazine entry latency0.30.40.40.60.7
Pavlov. Cond. change in total contacts0.30.71.2-0.5-1.1
Pavlov. Cond. index score0.00.10.10.1-0.3
Pavlov. Cond. latency score0.00.00.00.2-0.2
Pavlov. Cond. lever contacts0.10.10.1-0.2-0.4
Pavlov. Cond. magazine entry number0.10.10.2-0.5-0.1
Pavlov. Cond. intertrial magazine entries0.51.11.5-0.9-1.2
Pavlov. Cond. lever-magazine prob. diff.0.10.10.20.1-0.4
Pavlov. Cond. response bias0.10.10.3-0.1-0.5
Time in closed arm before self-admin0.61.11.4-0.8-1.2
Time in closed arm after self-admin9.110.311.9-3.0-3.4
Time in open arm before self-admin3.94.85.1-2.3-2.1
Time in open arm after self-admin5.96.58.42.22.9
Bone: periosteal estimation1.22.93.8-2.0-1.4
Bone: periosteal perimeter1.12.22.4-1.6-1.4
Bone: post-yield work0.30.50.6-0.6-0.8
Progressive ratio test 1 active lever presses2.84.96.5-1.8-2.5
Progressive ratio test 1 breakpoint2.74.56.1-1.7-2.5
Progressive ratio test 1 inactive lever presses1.02.73.4-1.4-1.9
Progressive ratio test 2 active lever presses3.65.07.0-1.7-2.7
Progressive ratio test 2 breakpoint3.95.07.2-1.7-2.7
Progressive ratio test 2 inactive lever presses3.09.416.1-1.6-4.0
Incentive Sensitization - Responses0.00.10.10.20.3
Incentive Sensitization - Breakpoint0.00.10.10.30.2
Sum of active levers in priming session hrs 5-61.01.01.11.10.9
Progressive ratio0.20.50.80.9-0.3
Food seeking constrained by brief footshock3.74.76.52.61.7
Seeking ratio, punishment vs. effort0.10.30.6-0.10.7
Retroperitoneal fat weight1.04.69.10.43.0
Reaction time number correct0.10.30.3-0.6-0.6
Reaction time mean minus median0.31.72.7-1.6-0.8
Reaction time mean minus median AUC0.21.01.2-1.0-1.1
Reaction time num false alarms0.10.10.2-0.4-0.3
Reaction time num false alarms AUC0.10.20.3-0.5-0.3
Reaction time trials correct on left0.10.30.3-0.6-0.6
Reaction time trials on left0.10.40.4-0.6-0.6
Reaction time mean0.10.30.50.40.7
Reaction time mean AUC0.10.20.20.50.5
Median of all reaction times1.01.51.51.21.2
Reaction time omissions0.20.30.4-0.5-0.6
Reaction time false alarm rate0.10.10.1-0.4-0.2
Reaction time premature initiation rate0.71.01.1-1.0-1.1
Reaction time premature initiations0.41.41.4-1.1-1.2
Std. dev. reaction times0.20.81.3-1.1-0.5
Reaction time trials completed0.10.40.4-0.6-0.6
Reaction time trials AUC0.10.30.3-0.5-0.5
Run reversals in cocaine runway, females3.64.06.31.32.5
Run reversals in cocaine runway, males0.70.81.6-0.0-1.3
Latency to leave start box in cocaine runway0.30.40.80.00.9
Latency to leave start box in cocaine runway, F0.81.01.90.31.4
Latency to leave start box in cocaine runway, M0.20.20.3-0.6-0.2
Std. dev. time between licks in bursts0.71.41.9-0.9-1.4
Total sessions with >9 infusions0.20.20.30.5-0.5
Short access day 1 total inactive lever presses0.10.10.20.0-0.5
Short access day 10 total inactive lever presses0.00.30.40.50.6
Short access day 1 total infusions0.51.11.91.40.5
Short access day 10 total infusions0.30.40.80.90.4
Short access total infusions0.91.31.81.30.9
Short access day 1 locomotion0.91.51.8-1.1-1.3
Short access day 10 total locomotion0.00.10.1-0.2-0.4
Short access total locomotion0.10.10.20.4-0.2
One hour access (0.3 mA shock)2.02.34.2-0.7-2.0
Compulsive drug intake0.91.32.21.50.7
One hour access (shock baseline)2.15.67.8-1.8-2.8
Social response proportion6.27.911.6-3.4-2.1
Social responses4.25.55.6-2.4-2.3
Social time0.30.50.80.9-0.3
Soleus weight1.23.44.3-2.1-1.6
Bone: stiffness1.22.22.3-1.5-1.4
Tibialis anterior weight4.816.625.9-5.1-2.7
Time to tail flick, vehicle, before self-admin0.10.10.30.50.0
Time to tail flick, vehicle, after self-admin0.30.60.9-0.60.9
Time to tail flick, test, before self-admin0.60.71.1-1.0-0.5
Time to tail flick, test, after self-admin0.50.61.1-1.10.1
Delta time to tail flick, vehicle, before/after SA0.70.81.50.21.2
Delta time to tail flick, test, before/after SA0.20.30.50.70.1
Tibia length1.33.66.6-2.6-0.7
Ambulatory time before self-admin0.30.80.9-0.9-0.9
Ambulatory time after self-admin0.20.30.40.50.7
Bone: tissue strength0.40.40.70.80.5
Total heroin consumption1.41.63.21.80.0
Bone: trabecular number1.12.03.0-1.7-1.0
Bone: trabecular spacing2.13.04.12.01.4
Bone: trabecular thickness1.31.92.7-1.6-1.0
Bone: trabecular tissue density0.40.61.1-1.1-0.3
Water consumed over 24 hours1.22.32.7-1.6-1.4
Number of responses in last shaping day0.10.10.20.50.0