ENSRNOG00000067881

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 ENSRNOG00000067881 0.05 0.03 3.3e-05 0.04 0.04 0.03 0.03 1.4e-04 1.8e-04 7.1e-04 4.3e-04
2 NAcc gene expression ENSRNOG00000067881 0.04 0.04 1.8e-03 0.04 0.04 0.03 0.04 3.7e-04 1.2e-03 1.5e-03 5.8e-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 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 tail0.10.20.2-0.5-0.5
BMI without tail1.12.42.4-1.6-1.5
Body weight0.72.83.1-1.6-1.8
Epididymis fat weight0.00.00.00.2-0.0
Glucose0.40.50.60.70.8
Heart weight0.50.80.80.90.9
Left kidney weight0.00.10.30.50.1
Right kidney weight0.41.11.41.20.9
Tail length2.47.17.2-2.7-2.7
Length with tail1.24.65.0-2.0-2.2
Length without tail0.10.20.2-0.3-0.5
Liver weight, left0.20.30.3-0.6-0.5
Liver weight, right0.30.40.4-0.6-0.6
Parametrial fat weight0.40.70.8-0.9-0.8
Retroperitoneal fat weight0.00.00.00.20.1
Intraocular pressure0.00.00.00.10.0
Extensor digitorum longus weight0.51.92.1-1.4-1.3
Soleus weight0.92.52.7-1.6-1.5
Tibialis anterior weight1.65.45.5-2.4-2.3
Tibia length0.00.10.1-0.2-0.3
Number of licking bursts5.86.97.02.62.6
Food consumed during 24 hour testing period1.31.51.91.41.1
Times rat made contact with spout0.80.91.2-0.8-1.1
Mean time between licks in bursts2.23.03.31.81.7
Mean num. licks in bursts7.49.09.4-2.9-3.1
Std. dev. time between licks in bursts4.75.75.92.42.3
Water consumed over 24 hours0.00.00.10.20.1
Indifference point 0 sec0.10.20.20.40.4
Indifference point AUC0.50.60.6-0.8-0.7
Indifference point function ln k0.00.00.00.20.2
Indifference point function log k0.00.00.00.20.2
Delay discounting total patch changes 0 sec0.10.10.10.30.3
Delay discounting total patch changes 12 sec0.00.10.10.20.3
Delay discounting total patch changes 18 sec0.10.10.1-0.3-0.3
Delay discounting total patch changes 24 sec0.00.00.00.10.0
Delay discounting total patch changes 6 sec0.00.00.00.00.2
Delay discounting time to switch 0 sec3.95.96.02.42.5
Delay discounting water rate 0 sec0.91.51.7-1.1-1.3
Delay discounting water rate 12 sec0.10.10.1-0.3-0.3
Delay discounting water rate 18 sec0.30.40.5-0.4-0.7
Delay discounting water rate 24 sec1.82.42.8-1.4-1.7
Delay discounting water rate 6 sec0.10.10.1-0.3-0.4
Locomotor activity0.91.51.81.31.1
Locomotor testing distance1.62.72.91.71.6
Locomotor testing rearing0.10.10.20.40.3
Light reinforcement 10.10.10.1-0.3-0.4
Light reinforcement 21.11.51.51.21.2
Reaction time number correct2.63.74.1-2.0-1.8
Reaction time mean minus median0.30.40.50.60.7
Reaction time mean minus median AUC0.20.20.20.40.5
Reaction time num false alarms0.10.10.1-0.3-0.4
Reaction time num false alarms AUC0.10.10.20.40.3
Reaction time trials correct on left2.63.74.1-2.0-1.8
Reaction time trials on left2.53.53.9-2.0-1.8
Reaction time mean3.75.15.62.12.4
Reaction time mean AUC4.45.96.52.32.5
Median of all reaction times4.45.96.42.32.5
Reaction time omissions0.10.10.20.40.4
Reaction time false alarm rate0.60.91.11.10.8
Reaction time premature initiation rate0.20.30.4-0.4-0.6
Reaction time premature initiations1.92.72.9-1.6-1.7
Std. dev. reaction times1.21.61.81.21.3
Reaction time trials completed2.53.53.9-2.0-1.8
Reaction time trials AUC2.02.93.2-1.8-1.6
Social response proportion0.00.00.00.0-0.1
Social responses0.60.81.0-0.8-1.0
Social time0.40.50.60.60.7
Conditioned locomotion0.10.20.2-0.4-0.4
Cocaine response after cond. corrected1.11.21.3-1.1-1.0
Cocaine response after cond. not corrected1.92.12.1-1.5-1.4
Cocaine response before conditioning0.20.30.4-0.5-0.6
Saline control response3.34.44.7-2.2-2.0
Condit. Reinf. active minus inactive responses0.20.30.3-0.5-0.5
Condit. Reinf. active-inactive response ratio0.00.00.00.10.0
Condit. Reinf. active responses2.23.03.2-1.7-1.8
Condit. Reinf. inactive responses2.43.03.3-1.6-1.8
Condit. Reinf. lever presses0.10.10.2-0.3-0.4
Condit. Reinf. lever reinforcers received1.42.02.2-1.3-1.5
Pavlov. Cond. lever latency0.20.30.40.40.6
Pavlov. Cond. magazine entry latency0.91.01.11.01.0
Pavlov. Cond. change in total contacts0.40.50.7-0.6-0.8
Pavlov. Cond. index score0.00.10.1-0.2-0.3
Pavlov. Cond. latency score0.10.10.2-0.3-0.4
Pavlov. Cond. lever contacts0.20.20.3-0.4-0.6
Pavlov. Cond. magazine entry number1.41.71.8-1.4-1.3
Pavlov. Cond. intertrial magazine entries0.40.60.6-0.8-0.7
Pavlov. Cond. lever-magazine prob. diff.0.00.00.00.0-0.1
Pavlov. Cond. response bias0.10.10.20.40.2
Conditioned reinforcement - actives2.62.63.1-1.4-1.7
Conditioned reinforcement - inactives5.36.06.2-2.4-2.5
Conditioned locomotion1.11.31.3-1.1-1.1
Intermittent access intake day 1-15 change1.01.01.1-0.9-1.1
Intermittent access intake escalation0.40.40.5-0.5-0.7
Intermittent access intake escalation 20.00.00.00.10.1
Intermitt. access day 1 inactive lever presses1.71.81.8-1.4-1.3
Intermitt. access day 15 inactive lever presses6.06.67.0-2.6-2.5
Intermitt. access escalation Index0.30.20.3-0.5-0.4
Intermittent access day 1 total infusions1.51.71.7-1.3-1.3
Intermittent access day 15 total infusions2.83.13.3-1.7-1.8
Intermittent access terminal intake (last 3 days)1.92.12.3-1.4-1.5
Intermittent access total infusions1.31.41.6-1.1-1.3
Intermittent access day 1 locomotion0.50.50.6-0.8-0.6
Intermittent access day 15 total locomotion0.70.80.9-0.8-0.9
Intermittent access total locomotion0.10.10.1-0.3-0.3
Intermittent access standard deviation0.50.50.5-0.7-0.7
Cocaine induced anxiety0.00.00.0-0.2-0.2
Post-drug Anxiety0.70.70.8-0.8-0.9
Baseline Anxiety0.20.20.2-0.4-0.4
Lifetime Intake1.21.31.5-1.1-1.2
Incentive Sensitization - Responses0.90.91.1-0.8-1.1
Incentive Sensitization - Breakpoint1.01.01.3-0.9-1.1
Progressive ratio test 1 active lever presses4.44.54.7-2.1-2.2
Progressive ratio test 1 breakpoint3.83.94.1-1.9-2.0
Progressive ratio test 1 inactive lever presses5.45.86.1-2.5-2.3
Progressive ratio test 2 active lever presses2.42.62.9-1.5-1.7
Progressive ratio test 2 breakpoint3.23.63.9-1.8-2.0
Progressive ratio test 2 inactive lever presses3.43.94.0-2.0-2.0
Total sessions with >9 infusions0.10.10.2-0.3-0.4
Short access day 1 total inactive lever presses3.94.34.4-2.1-2.1
Short access day 10 total inactive lever presses2.02.22.7-1.6-1.3
Short access day 1 total infusions0.70.70.7-0.8-0.9
Short access day 10 total infusions0.00.00.0-0.0-0.1
Short access total infusions1.01.11.2-1.0-1.1
Short access day 1 locomotion0.00.00.0-0.0-0.2
Short access day 10 total locomotion0.20.30.30.50.5
Short access total locomotion0.20.20.20.40.4
Compulsive drug intake4.64.54.8-2.2-2.1
One hour access (0.3 mA shock)4.65.35.6-2.3-2.4
One hour access (shock baseline)0.00.00.10.30.1
Number of responses in last shaping day3.73.84.3-1.8-2.1
Context. condit. distance diff. score2.12.52.6-1.6-1.6
Locomotion velocity, session 13.33.53.61.91.9
Locomotion distance, session 10.40.60.60.80.7
Locomotion velocity, session 21.31.51.51.21.2
Locomotion distance, session 21.52.22.31.51.4
Locomotion velocity, session 30.00.00.00.1-0.1
Locomotion distance, session 30.00.00.0-0.0-0.2
Stereotopy head waving bouts, day 30.40.50.5-0.7-0.7
Stereotopy head waving duration, day 31.01.21.3-1.1-1.1
Locomotion velocity, session 71.11.21.3-1.0-1.2
Locomotion distance, session 71.11.31.4-1.1-1.2
Stereotopy head waving bouts, day 70.00.00.00.10.0
Stereotopy head waving duration, day 70.00.00.0-0.1-0.2
Locomotion velocity, session 80.00.00.0-0.1-0.2
Locomotion distance, session 80.00.00.1-0.2-0.2
Degree of sensitization distance0.40.40.5-0.7-0.6
Degree of sensitization stereotypy0.00.00.00.0-0.1
Condit. Reinf. active minus inactive responses0.80.80.90.90.9
Condit. Reinf. active-inactive response ratio1.71.81.91.41.3
Condit. Reinf. active responses0.30.30.3-0.6-0.5
Condit. Reinf. inactive responses2.93.43.6-1.9-1.8
Incentive salience index mean0.60.70.80.80.9
Condit. Reinf. lever presses0.20.30.40.50.6
Time in familiar zone, hab. session 10.20.10.2-0.5-0.3
Time in novel zone, hab. session 11.51.51.71.31.1
Total zone transitions, hab. session 10.00.00.00.10.0
Total locomotion distance, hab. session 11.21.71.71.31.3
Locomotion velocity, hab. session 11.21.71.81.31.3
Time in familiar zone, hab. session 20.10.10.10.20.3
Time in novel zone, hab. session 20.00.00.0-0.1-0.1
Total zone transitions, hab. session 20.91.11.31.11.0
Total locomotion distance, hab. session 22.53.33.41.81.8
Locomotion velocity, hab. session 22.63.53.61.91.8
Novel to familiar place preference ratio1.11.11.3-1.1-1.0
Novelty place preference1.11.11.3-1.2-1.0
Time in novel zone, NPP test0.20.20.3-0.6-0.4
Total zone transitions, NPP test1.42.02.11.51.3
Total locomotion distance, NPP test1.52.12.31.51.3
Locomotion velocity, NPP test0.60.81.01.00.8
Pavlov. Cond. lever latency0.00.00.0-0.2-0.2
Pavlov. Cond. magazine entry latency2.83.63.61.91.9
Pavlov. Cond. change in total contacts1.81.91.91.41.4
Pavlov. Cond. index score0.91.21.21.11.1
Pavlov. Cond. latency score0.40.50.50.70.7
Pavlov. Cond. lever contacts0.40.40.40.60.7
Pavlov. Cond. magazine entry number2.22.72.9-1.7-1.6
Pavlov. Cond. intertrial magazine entries1.72.02.2-1.5-1.4
Pavlov. Cond. lever-magazine prob. diff.1.72.12.11.51.4
Pavlov. Cond. response bias3.44.24.32.12.0
Bone: apparent density7.812.913.3-3.6-3.5
Bone surface4.88.48.9-3.0-2.8
Bone volume5.59.39.6-3.1-3.0
Bone: connectivity density5.18.08.7-3.0-2.7
Bone: cortical apparent density0.00.00.00.20.2
Bone: cortical area2.23.33.3-1.8-1.8
Bone: cortical porosity0.20.20.20.50.5
Bone: cortical porosity0.00.00.00.20.2
Bone: cortical thickness0.20.30.3-0.5-0.5
Bone: cortical thickness0.00.00.10.20.2
Bone: cortical tissue density0.10.10.10.20.3
Bone: elastic displacement2.42.72.81.61.7
Bone: elastic work0.70.90.90.90.9
Bone: endosteal estimation4.59.79.7-3.1-3.1
Bone: endosteal perimeter2.55.15.1-2.3-2.2
Bone: final force0.30.50.6-0.7-0.8
Bone: final moment0.30.40.5-0.6-0.7
Bone: marrow area4.910.410.5-3.2-3.2
Bone: maximum diameter6.812.512.6-3.5-3.5
Bone: maximum force1.72.93.0-1.7-1.7
Bone: maximum moment1.32.32.5-1.5-1.6
Bone: minimum diameter3.97.27.3-2.7-2.7
Bone: periosteal estimation4.89.99.9-3.1-3.1
Bone: periosteal perimeter3.55.85.9-2.4-2.4
Bone: post-yield work2.33.13.2-1.8-1.8
Bone: stiffness1.62.62.6-1.6-1.6
Bone: tissue strength0.30.20.30.50.5
Bone: trabecular number5.68.89.3-3.0-2.9
Bone: trabecular spacing1.31.71.71.31.3
Bone: trabecular thickness2.63.23.2-1.8-1.8
Bone: trabecular tissue density3.14.44.8-2.0-2.2
Breakpoint value in progressive ratio session1.11.21.3-1.1-1.1
Distance traveled before self-admin0.10.10.2-0.2-0.4
Distance traveled after self-admin2.93.33.5-1.7-1.9
Delta time in closed arm before/after self-admin8.98.68.82.93.0
Delta time in open arm before/after self-admin5.14.85.0-2.2-2.2
Diff in mean of infusions in LGA sessions0.20.30.40.40.7
Extinction: sum of active levers before priming0.00.00.0-0.2-0.2
Active lever presses in extinction session 62.62.52.6-1.5-1.6
Delta distance traveled before/after self-admin2.72.93.1-1.7-1.7
Delta ambulatory time before/after self-admin6.47.07.0-2.6-2.7
Time in closed arm before self-admin0.60.70.8-0.8-0.9
Time in closed arm after self-admin1.11.21.21.11.1
Time in open arm before self-admin2.02.12.11.51.5
Time in open arm after self-admin0.80.91.0-0.9-1.0
Sum of active levers in priming session hrs 5-60.10.10.2-0.4-0.3
Time to tail flick, vehicle, before self-admin0.20.20.20.50.4
Time to tail flick, vehicle, after self-admin0.10.10.1-0.3-0.3
Time to tail flick, test, before self-admin2.72.73.0-1.5-1.7
Time to tail flick, test, after self-admin0.70.80.8-0.8-0.9
Delta time to tail flick, vehicle, before/after SA1.31.31.4-1.2-1.1
Delta time to tail flick, test, before/after SA0.00.00.0-0.00.1
Ambulatory time before self-admin0.20.20.30.50.4
Ambulatory time after self-admin3.43.73.8-1.9-1.9
Total heroin consumption1.51.81.8-1.3-1.3
Area under the delay curve1.11.21.3-1.0-1.1
Delay disc. indifference point, 0s delay1.41.61.6-1.2-1.3
Delay disc. indifference point, 16s delay3.03.03.1-1.7-1.8
Delay disc. indifference point, 2s delay1.31.51.7-1.1-1.3
Delay disc. indifference point, 24s delay0.90.90.9-0.9-1.0
Delay disc. indifference point, 4s delay1.01.11.1-1.1-1.0
Delay disc. indifference point, 8s delay0.00.00.0-0.1-0.1
Delay discount exponential model param0.91.01.10.91.1
Delay discount hyperbolic model param1.01.11.31.01.1
Fecal boli incidents, locomotor time 10.80.81.1-0.8-1.0
Change in fecal boli incidents, locomotor task0.10.10.10.30.3
Time >=10cm from walls, locomotor time 12.62.62.7-1.6-1.6
Bouts of movement, locomotor time 10.50.50.60.80.7
Total resting periods, locomotor time 10.00.00.10.20.2
Rest time, locomotor task time 10.00.00.0-0.2-0.2
Distance moved, locomotor task time 10.00.10.1-0.2-0.2
Vertical activity count, locomotor time 10.20.20.20.50.3
Time >=10cm from walls, locomotor time 21.31.41.6-1.3-1.1
Bouts of movement, locomotor time 21.11.21.21.11.0
Total resting periods, locomotor time 21.81.92.01.41.4
Rest time, locomotor task time 22.32.72.81.71.6
Distance moved, locomotor task time 21.51.72.1-1.4-1.2
Vertical activity count, locomotor time 20.40.40.4-0.6-0.6
Weight adjusted by age0.10.20.2-0.3-0.5
Seeking ratio, delayed vs. immediate footshock0.10.20.20.40.4
Locomotion in novel chamber0.00.00.1-0.1-0.2
Locomotion in novel chamber post-restriction1.31.51.7-1.2-1.3
Progressive ratio0.20.20.20.50.5
Food seeking constrained by brief footshock0.10.10.10.30.3
Seeking ratio, punishment vs. effort0.00.00.00.10.1
Run reversals in cocaine runway, females0.10.10.20.40.4
Run reversals in cocaine runway, males1.51.41.41.21.2
Latency to leave start box in cocaine runway2.22.42.4-1.5-1.6
Latency to leave start box in cocaine runway, F0.91.01.1-0.9-1.0
Latency to leave start box in cocaine runway, M0.60.60.6-0.8-0.8
Cd content in liver0.00.00.00.00.1
Co content in liver0.00.10.1-0.2-0.2
Cu content in liver1.21.41.41.21.2
Fe content in liver7.79.29.23.03.0
K content in liver0.30.30.30.50.5
Mg content in liver0.60.70.70.80.8
Mn content in liver1.82.02.01.41.4
Na content in liver1.51.61.61.21.3
Rb content in liver0.00.00.00.10.1
Se content in liver23.228.028.05.35.3
Sr content in liver0.60.50.5-0.7-0.7
Zn content in liver11.112.312.63.53.5