Gjd3

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 Brain gene expression ENSRNOG00000051691 0.06 0.03 4.6e-08 0.05 0.08 0.06 0.06 1.1e-05 1.4e-07 1.2e-06 1.1e-06
2 Liver gene expression ENSRNOG00000051691 0.07 0.05 6.7e-07 0.06 0.04 0.06 0.05 8.6e-07 2.4e-05 2.2e-07 5.6e-06

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 strong Z-scores (below -2 or above 2): lower negative Z-scores are darker blue, higher positive Z-scores are darker red.

Trait Avg chi2 ratio Avg chi2 Max chi2 1 2
BMI with tail2.78.99.23.0-2.9
BMI without tail0.10.20.40.6-0.2
Body weight4.619.522.24.7-4.1
Epididymis fat weight0.20.50.70.5-0.8
Glucose0.20.30.5-0.1-0.7
Heart weight2.94.15.82.4-1.5
Left kidney weight0.10.30.50.70.3
Right kidney weight0.10.10.3-0.0-0.5
Tail length0.00.10.20.30.5
Length with tail1.03.75.72.4-1.3
Length without tail2.75.96.02.4-2.4
Liver weight, left0.00.00.1-0.20.0
Liver weight, right1.01.73.1-1.80.6
Parametrial fat weight0.81.63.1-1.8-0.2
Retroperitoneal fat weight0.00.20.30.3-0.5
Intraocular pressure2.23.15.52.3-0.9
Extensor digitorum longus weight5.220.736.26.0-2.3
Soleus weight0.82.33.90.8-2.0
Tibialis anterior weight1.24.34.82.2-1.9
Tibia length2.57.08.52.3-2.9
Number of licking bursts0.50.61.10.1-1.1
Food consumed during 24 hour testing period0.80.91.11.0-0.9
Times rat made contact with spout0.10.10.2-0.5-0.1
Mean time between licks in bursts1.72.43.82.0-1.0
Mean num. licks in bursts0.40.40.6-0.50.8
Std. dev. time between licks in bursts0.30.30.30.6-0.5
Water consumed over 24 hours0.40.40.50.6-0.7
Indifference point 0 sec1.93.03.8-1.51.9
Indifference point AUC0.00.00.00.20.0
Indifference point function ln k0.20.30.6-0.30.7
Indifference point function log k0.20.30.6-0.30.7
Delay discounting total patch changes 0 sec1.42.33.2-1.21.8
Delay discounting total patch changes 12 sec2.22.95.1-2.20.8
Delay discounting total patch changes 18 sec0.30.40.6-0.50.8
Delay discounting total patch changes 24 sec1.11.41.8-1.31.0
Delay discounting total patch changes 6 sec1.52.22.5-1.61.4
Delay discounting time to switch 0 sec0.10.10.1-0.30.2
Delay discounting water rate 0 sec0.00.10.1-0.30.2
Delay discounting water rate 12 sec0.00.00.0-0.10.2
Delay discounting water rate 18 sec0.40.50.8-0.9-0.5
Delay discounting water rate 24 sec0.20.30.6-0.80.1
Delay discounting water rate 6 sec1.01.52.8-1.70.4
Locomotor activity0.40.70.9-0.7-0.9
Locomotor testing distance1.01.63.0-1.70.4
Locomotor testing rearing5.89.111.4-3.42.6
Light reinforcement 11.83.35.5-2.31.0
Light reinforcement 20.60.71.0-0.7-1.0
Reaction time number correct1.72.43.41.2-1.9
Reaction time mean minus median0.40.50.91.0-0.1
Reaction time mean minus median AUC0.10.10.20.5-0.1
Reaction time num false alarms0.20.30.5-0.2-0.7
Reaction time num false alarms AUC0.30.40.8-0.0-0.9
Reaction time trials correct on left1.72.43.41.2-1.9
Reaction time trials on left1.72.43.41.2-1.8
Reaction time mean0.91.31.8-0.91.3
Reaction time mean AUC1.01.41.9-0.91.4
Median of all reaction times2.02.82.8-1.71.7
Reaction time omissions0.50.71.3-1.10.3
Reaction time false alarm rate0.10.20.4-0.60.1
Reaction time premature initiation rate0.91.22.3-1.5-0.4
Reaction time premature initiations0.81.22.1-0.5-1.4
Std. dev. reaction times0.00.00.00.20.2
Reaction time trials completed1.72.43.41.2-1.8
Reaction time trials AUC1.42.02.81.2-1.7
Social response proportion0.20.20.30.5-0.3
Social responses0.20.30.50.0-0.7
Social time1.31.72.70.9-1.6
Conditioned locomotion0.60.70.9-0.70.9
Cocaine response after cond. corrected0.70.81.1-0.7-1.0
Cocaine response after cond. not corrected0.91.01.3-0.8-1.2
Cocaine response before conditioning0.00.10.1-0.20.2
Saline control response0.91.22.00.6-1.4
Condit. Reinf. active minus inactive responses0.30.40.8-0.90.1
Condit. Reinf. active-inactive response ratio0.20.20.3-0.6-0.2
Condit. Reinf. active responses0.50.71.4-1.2-0.2
Condit. Reinf. inactive responses0.70.91.8-1.3-0.1
Condit. Reinf. lever presses0.10.20.3-0.50.3
Condit. Reinf. lever reinforcers received0.71.01.9-1.40.1
Pavlov. Cond. lever latency0.10.20.30.50.3
Pavlov. Cond. magazine entry latency0.60.61.10.3-1.1
Pavlov. Cond. change in total contacts0.30.40.6-0.80.4
Pavlov. Cond. index score0.20.30.6-0.2-0.8
Pavlov. Cond. latency score0.20.30.60.0-0.8
Pavlov. Cond. lever contacts0.30.50.5-0.7-0.6
Pavlov. Cond. magazine entry number0.30.30.60.10.8
Pavlov. Cond. intertrial magazine entries0.91.11.40.91.2
Pavlov. Cond. lever-magazine prob. diff.0.30.30.7-0.0-0.8
Pavlov. Cond. response bias0.50.71.0-1.0-0.6
Conditioned reinforcement - actives0.30.30.4-0.60.4
Conditioned reinforcement - inactives1.41.61.7-1.21.3
Conditioned locomotion0.00.10.1-0.3-0.1
Intermittent access intake day 1-15 change0.60.61.1-1.00.3
Intermittent access intake escalation0.60.61.2-1.10.2
Intermittent access intake escalation 20.10.10.1-0.2-0.3
Intermitt. access day 1 inactive lever presses2.22.34.5-2.10.5
Intermitt. access day 15 inactive lever presses3.64.06.3-2.51.3
Intermitt. access escalation Index1.00.91.11.1-0.8
Intermittent access day 1 total infusions0.10.10.2-0.4-0.1
Intermittent access day 15 total infusions0.80.91.7-1.30.4
Intermittent access terminal intake (last 3 days)0.70.81.4-1.20.3
Intermittent access total infusions0.30.30.6-0.80.1
Intermittent access day 1 locomotion0.10.10.2-0.10.5
Intermittent access day 15 total locomotion0.00.00.0-0.0-0.1
Intermittent access total locomotion0.50.50.5-0.70.7
Intermittent access standard deviation2.52.73.5-1.91.4
Cocaine induced anxiety2.63.04.51.3-2.1
Post-drug Anxiety0.50.51.00.2-1.0
Baseline Anxiety1.61.72.3-1.01.5
Lifetime Intake0.50.51.0-1.00.2
Incentive Sensitization - Responses0.40.40.4-0.60.6
Incentive Sensitization - Breakpoint0.30.30.3-0.60.5
Progressive ratio test 1 active lever presses0.70.70.8-0.90.8
Progressive ratio test 1 breakpoint0.60.60.7-0.80.7
Progressive ratio test 1 inactive lever presses2.42.53.1-1.81.4
Progressive ratio test 2 active lever presses1.01.11.3-1.10.9
Progressive ratio test 2 breakpoint0.80.91.0-1.00.9
Progressive ratio test 2 inactive lever presses0.40.50.7-0.80.5
Total sessions with >9 infusions1.31.41.5-1.21.1
Short access day 1 total inactive lever presses1.71.93.2-1.80.8
Short access day 10 total inactive lever presses0.10.10.1-0.1-0.3
Short access day 1 total infusions1.81.92.6-1.61.1
Short access day 10 total infusions0.20.30.5-0.7-0.1
Short access total infusions1.01.11.7-1.30.8
Short access day 1 locomotion3.33.54.9-2.21.4
Short access day 10 total locomotion0.40.40.4-0.70.6
Short access total locomotion0.80.91.3-0.61.1
Compulsive drug intake1.01.01.60.71.3
One hour access (0.3 mA shock)0.10.10.1-0.20.4
One hour access (shock baseline)0.30.40.7-0.8-0.3
Number of responses in last shaping day1.81.82.3-1.11.5
Context. condit. distance diff. score0.30.40.40.60.6
Locomotion velocity, session 10.60.60.70.7-0.8
Locomotion distance, session 13.14.04.61.8-2.1
Locomotion velocity, session 20.00.10.10.10.3
Locomotion distance, session 20.81.22.10.5-1.4
Locomotion velocity, session 30.40.50.8-0.50.9
Locomotion distance, session 30.10.10.20.4-0.1
Stereotopy head waving bouts, day 32.63.14.2-2.11.4
Stereotopy head waving duration, day 30.20.20.4-0.60.2
Locomotion velocity, session 71.71.82.11.4-1.3
Locomotion distance, session 70.70.91.51.2-0.6
Stereotopy head waving bouts, day 70.40.50.9-1.00.1
Stereotopy head waving duration, day 70.40.51.0-1.00.2
Locomotion velocity, session 83.84.57.52.7-1.3
Locomotion distance, session 80.91.31.41.2-1.1
Degree of sensitization distance1.11.12.01.4-0.5
Degree of sensitization stereotypy0.50.51.0-1.0-0.1
Condit. Reinf. active minus inactive responses1.82.02.0-1.41.4
Condit. Reinf. active-inactive response ratio2.93.23.9-1.62.0
Condit. Reinf. active responses1.31.51.7-1.31.2
Condit. Reinf. inactive responses0.10.10.2-0.2-0.5
Incentive salience index mean1.72.12.6-1.61.2
Condit. Reinf. lever presses0.30.30.6-0.80.3
Time in familiar zone, hab. session 11.41.32.6-0.2-1.6
Time in novel zone, hab. session 12.12.13.6-0.71.9
Total zone transitions, hab. session 10.81.11.91.4-0.5
Total locomotion distance, hab. session 10.00.00.1-0.30.1
Locomotion velocity, hab. session 10.00.00.00.1-0.1
Time in familiar zone, hab. session 20.50.60.9-0.9-0.5
Time in novel zone, hab. session 20.60.61.1-0.21.1
Total zone transitions, hab. session 21.21.52.01.4-1.0
Total locomotion distance, hab. session 21.01.31.90.8-1.4
Locomotion velocity, hab. session 21.11.52.01.0-1.4
Novel to familiar place preference ratio0.40.40.60.40.8
Novelty place preference0.60.71.30.31.1
Time in novel zone, NPP test0.70.71.4-0.11.2
Total zone transitions, NPP test1.82.63.01.5-1.7
Total locomotion distance, NPP test0.91.32.10.7-1.5
Locomotion velocity, NPP test1.31.82.31.2-1.5
Pavlov. Cond. lever latency0.81.01.81.30.5
Pavlov. Cond. magazine entry latency4.65.911.2-3.30.8
Pavlov. Cond. change in total contacts7.17.510.7-3.32.1
Pavlov. Cond. index score2.73.56.9-2.60.2
Pavlov. Cond. latency score1.92.44.8-2.2-0.1
Pavlov. Cond. lever contacts0.60.70.9-1.0-0.7
Pavlov. Cond. magazine entry number5.77.213.03.6-1.1
Pavlov. Cond. intertrial magazine entries0.50.61.11.00.3
Pavlov. Cond. lever-magazine prob. diff.3.24.17.9-2.80.5
Pavlov. Cond. response bias4.45.49.8-3.11.0
Bone: apparent density1.32.13.8-2.00.6
Bone surface0.20.40.80.1-0.9
Bone volume0.40.71.3-0.1-1.2
Bone: connectivity density2.23.55.5-2.31.2
Bone: cortical apparent density5.47.18.0-2.82.5
Bone: cortical area0.00.00.1-0.2-0.2
Bone: cortical porosity0.30.30.6-0.3-0.8
Bone: cortical porosity0.60.71.3-0.1-1.1
Bone: cortical thickness1.01.72.4-1.51.0
Bone: cortical thickness5.96.910.2-3.21.9
Bone: cortical tissue density5.47.17.9-2.82.5
Bone: elastic displacement0.10.10.10.30.1
Bone: elastic work0.20.30.5-0.3-0.7
Bone: endosteal estimation2.86.16.62.6-2.4
Bone: endosteal perimeter1.42.94.22.1-1.3
Bone: final force0.61.01.7-0.6-1.3
Bone: final moment0.71.12.1-0.3-1.5
Bone: marrow area2.75.86.32.5-2.3
Bone: maximum diameter0.10.10.2-0.1-0.4
Bone: maximum force0.61.12.00.4-1.4
Bone: maximum moment0.71.22.10.6-1.5
Bone: minimum diameter0.81.52.01.0-1.4
Bone: periosteal estimation0.81.62.31.0-1.5
Bone: periosteal perimeter1.52.42.81.4-1.7
Bone: post-yield work1.31.82.51.6-1.0
Bone: stiffness0.30.40.8-0.1-0.9
Bone: tissue strength1.31.32.11.4-0.7
Bone: trabecular number2.64.07.6-2.80.6
Bone: trabecular spacing2.53.23.21.8-1.8
Bone: trabecular thickness0.00.00.0-0.20.0
Bone: trabecular tissue density1.52.14.2-0.32.0
Breakpoint value in progressive ratio session0.10.10.1-0.4-0.3
Distance traveled before self-admin0.20.20.50.1-0.7
Distance traveled after self-admin0.80.91.21.1-0.8
Delta time in closed arm before/after self-admin2.52.43.31.8-1.3
Delta time in open arm before/after self-admin0.00.00.0-0.2-0.2
Diff in mean of infusions in LGA sessions0.10.10.1-0.2-0.3
Extinction: sum of active levers before priming1.81.82.31.5-1.1
Active lever presses in extinction session 62.12.02.4-1.3-1.6
Delta distance traveled before/after self-admin0.50.61.11.10.0
Delta ambulatory time before/after self-admin0.60.61.21.1-0.3
Time in closed arm before self-admin1.92.23.0-1.11.7
Time in closed arm after self-admin0.60.71.30.21.1
Time in open arm before self-admin1.11.21.41.2-0.9
Time in open arm after self-admin0.40.50.60.7-0.6
Sum of active levers in priming session hrs 5-60.40.40.8-0.9-0.1
Time to tail flick, vehicle, before self-admin0.50.50.50.6-0.7
Time to tail flick, vehicle, after self-admin0.20.20.40.3-0.6
Time to tail flick, test, before self-admin1.21.21.61.3-0.9
Time to tail flick, test, after self-admin0.91.01.70.5-1.3
Delta time to tail flick, vehicle, before/after SA0.40.40.8-0.2-0.9
Delta time to tail flick, test, before/after SA0.50.40.9-0.90.0
Ambulatory time before self-admin0.00.00.10.2-0.2
Ambulatory time after self-admin1.82.02.31.5-1.3
Total heroin consumption1.01.21.3-1.1-1.0
Area under the delay curve0.20.30.5-0.70.1
Delay disc. indifference point, 0s delay0.60.61.2-1.10.2
Delay disc. indifference point, 16s delay2.12.22.6-1.31.6
Delay disc. indifference point, 2s delay0.60.71.0-0.7-1.0
Delay disc. indifference point, 24s delay0.20.20.30.20.6
Delay disc. indifference point, 4s delay0.90.91.7-1.3-0.4
Delay disc. indifference point, 8s delay0.00.00.1-0.20.2
Delay discount exponential model param0.20.20.30.60.0
Delay discount hyperbolic model param0.20.20.40.70.1
Fecal boli incidents, locomotor time 10.60.71.11.0-0.5
Change in fecal boli incidents, locomotor task0.00.00.1-0.0-0.2
Time >=10cm from walls, locomotor time 10.70.71.3-0.41.1
Bouts of movement, locomotor time 10.10.10.20.5-0.1
Total resting periods, locomotor time 10.60.71.11.0-0.6
Rest time, locomotor task time 10.10.10.10.4-0.1
Distance moved, locomotor task time 10.20.20.4-0.60.0
Vertical activity count, locomotor time 10.40.40.70.2-0.8
Time >=10cm from walls, locomotor time 20.40.50.8-0.90.4
Bouts of movement, locomotor time 21.71.82.9-0.91.7
Total resting periods, locomotor time 21.81.93.2-0.81.8
Rest time, locomotor task time 20.50.61.11.0-0.4
Distance moved, locomotor task time 20.20.20.40.1-0.6
Vertical activity count, locomotor time 20.40.40.50.5-0.7
Weight adjusted by age0.40.50.90.3-0.9
Seeking ratio, delayed vs. immediate footshock1.51.72.5-1.01.6
Locomotion in novel chamber3.34.17.7-2.80.6
Locomotion in novel chamber post-restriction1.01.22.1-0.5-1.4
Progressive ratio0.10.10.2-0.3-0.4
Food seeking constrained by brief footshock0.10.20.2-0.5-0.2
Seeking ratio, punishment vs. effort0.00.10.10.10.3
Run reversals in cocaine runway, females0.30.30.50.70.3
Run reversals in cocaine runway, males0.30.20.5-0.70.0
Latency to leave start box in cocaine runway0.70.81.31.2-0.5
Latency to leave start box in cocaine runway, F1.01.01.11.0-1.0
Latency to leave start box in cocaine runway, M0.90.81.5-0.41.2
Cd content in liver0.10.10.3-0.5-0.1
Co content in liver0.20.20.30.60.4
Cu content in liver0.40.50.8-0.40.9
Fe content in liver0.91.01.30.9-1.1
K content in liver1.81.83.1-1.80.7
Mg content in liver3.94.04.2-1.92.1
Mn content in liver3.64.14.7-2.21.9
Na content in liver0.60.60.9-0.6-0.9
Rb content in liver1.11.31.7-1.31.0
Se content in liver6.07.210.1-3.22.1
Sr content in liver0.80.71.2-0.51.1
Zn content in liver2.12.43.6-1.91.0