Copz2

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 IL gene expression Copz2 0.58 0.21 5.5e-03 0.08 0.04 0.05 0.08 6.6e-03 4.5e-02 2.7e-02 5.9e-03
2 Liver gene expression Copz2 0.04 0.03 1.0e-05 0.04 0.04 0.05 0.04 2.6e-05 8.9e-06 7.8e-06 9.1e-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 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 density1.22.02.11.4-1.4
Area under the delay curve0.30.30.5-0.40.7
BMI with tail16.152.065.78.1-6.2
BMI without tail1.43.03.31.8-1.6
Body weight1.04.27.72.8-0.9
Weight adjusted by age0.30.40.6-0.40.8
Bone surface0.40.71.21.1-0.5
Bone volume1.22.02.61.6-1.2
Breakpoint value in progressive ratio session3.23.64.9-1.52.2
Number of licking bursts0.10.10.1-0.40.2
Context. condit. distance diff. score0.50.61.11.0-0.4
Locomotion velocity, session 10.30.30.60.2-0.8
Locomotion distance, session 12.83.64.0-2.01.8
Locomotion velocity, session 20.91.11.2-1.01.1
Locomotion distance, session 23.54.95.4-2.32.1
Locomotion velocity, session 30.10.10.10.40.2
Locomotion distance, session 32.73.04.1-1.32.0
Stereotopy head waving bouts, day 34.65.55.62.3-2.4
Stereotopy head waving duration, day 33.33.94.31.9-2.1
Locomotion velocity, session 71.11.21.7-0.81.3
Locomotion distance, session 75.26.67.4-2.42.7
Stereotopy head waving bouts, day 70.60.71.00.6-1.0
Stereotopy head waving duration, day 70.30.40.60.5-0.7
Locomotion velocity, session 80.60.71.31.1-0.2
Locomotion distance, session 80.50.81.1-0.71.1
Degree of sensitization distance0.00.00.00.10.0
Degree of sensitization stereotypy0.10.10.2-0.4-0.0
Conditioned locomotion1.41.62.21.5-1.0
Cocaine response after cond. corrected5.76.46.42.5-2.5
Cocaine response after cond. not corrected2.93.23.41.7-1.8
Cocaine response before conditioning2.93.54.0-2.01.7
Saline control response0.10.10.20.00.5
Bone: connectivity density0.00.10.10.2-0.3
Bone: cortical apparent density4.96.57.1-2.42.7
Bone: cortical area0.20.30.50.7-0.1
Bone: cortical porosity0.30.30.50.4-0.7
Bone: cortical porosity0.20.20.40.3-0.6
Bone: cortical thickness0.20.30.40.30.6
Bone: cortical thickness1.51.72.0-1.41.2
Bone: cortical tissue density5.37.07.5-2.62.7
Condit. Reinf. active minus inactive responses0.20.30.4-0.70.3
Condit. Reinf. active-inactive response ratio0.20.20.3-0.0-0.6
Condit. Reinf. active responses0.30.40.7-0.80.2
Condit. Reinf. inactive responses0.50.60.8-0.90.7
Incentive salience index mean0.60.81.3-1.20.4
Condit. Reinf. lever presses1.11.52.2-1.50.9
Condit. Reinf. active minus inactive responses0.10.10.2-0.2-0.5
Condit. Reinf. active-inactive response ratio0.30.30.6-0.0-0.8
Condit. Reinf. active responses0.10.10.2-0.4-0.1
Condit. Reinf. inactive responses0.20.20.2-0.50.5
Condit. Reinf. lever presses1.01.31.9-1.40.9
Condit. Reinf. lever reinforcers received0.10.20.3-0.50.2
Conditioned reinforcement - actives0.80.81.6-0.1-1.3
Conditioned reinforcement - inactives0.20.20.3-0.20.6
Conditioned locomotion2.73.26.20.5-2.5
Patch foraging indifference point 0 sec0.71.21.70.8-1.3
Patch foraging indifference point AUC0.20.30.3-0.60.4
Delay disc. indifference point, 0s delay0.70.81.3-0.51.1
Delay disc. indifference point, 16s delay0.20.20.30.6-0.4
Delay disc. indifference point, 2s delay0.20.20.3-0.20.6
Delay disc. indifference point, 24s delay0.70.60.7-0.90.8
Delay disc. indifference point, 4s delay3.03.14.7-1.32.2
Delay disc. indifference point, 8s delay0.30.30.4-0.60.4
Indifference point function ln k0.00.00.0-0.20.1
Indifference point function log k0.00.00.0-0.20.1
Patch foraging total patch changes 0 sec0.81.21.60.9-1.2
Patch foraging total patch changes 12 sec0.10.20.4-0.2-0.6
Patch foraging total patch changes 18 sec1.11.42.00.9-1.4
Patch foraging total patch changes 24 sec1.31.52.50.8-1.6
Patch foraging total patch changes 6 sec0.60.91.40.6-1.2
Patch foraging time to switch 0 sec0.10.10.2-0.2-0.4
Patch foraging water rate 0 sec0.91.52.31.5-0.8
Patch foraging water rate 12 sec0.30.40.60.70.6
Patch foraging water rate 18 sec0.30.40.70.20.8
Patch foraging water rate 24 sec1.01.42.21.5-0.8
Patch foraging water rate 6 sec0.00.00.00.00.2
Seeking ratio, delayed vs. immediate footshock0.60.61.11.0-0.5
Distance traveled before self-admin1.31.42.1-1.50.8
Distance traveled after self-admin0.50.61.10.3-1.1
Extensor digitorum longus weight0.62.24.42.1-0.2
Bone: elastic displacement0.10.10.30.1-0.5
Bone: elastic work0.00.00.00.1-0.0
Bone: endosteal estimation0.10.20.30.4-0.5
Bone: endosteal perimeter0.30.70.70.8-0.8
Epididymis fat weight0.10.20.40.60.2
Delta time in closed arm before/after self-admin0.20.20.30.60.3
Delta time in open arm before/after self-admin0.00.00.1-0.00.3
Diff in mean of infusions in LGA sessions0.50.60.7-0.70.8
Delay discount exponential model param0.40.40.60.5-0.8
Extinction: sum of active levers before priming1.01.01.0-1.01.0
Active lever presses in extinction session 60.10.10.1-0.0-0.4
Bone: final force0.10.20.30.5-0.4
Bone: final moment0.20.30.40.7-0.5
Food consumed during 24 hour testing period1.31.61.6-1.21.3
Glucose1.01.42.51.6-0.6
Heart weight1.72.43.41.8-1.2
Delay discount hyperbolic model param0.60.61.00.5-1.0
Intermittent access intake day 1-15 change1.71.72.41.0-1.6
Intermittent access intake escalation1.51.42.50.6-1.6
Intermittent access intake escalation 21.11.11.60.8-1.3
Intermitt. access day 1 inactive lever presses0.20.20.30.20.5
Intermitt. access day 15 inactive lever presses0.40.50.60.6-0.7
Intermitt. access escalation Index1.21.02.00.1-1.4
Intermittent access day 1 total infusions0.30.40.4-0.60.7
Intermittent access day 15 total infusions0.10.10.2-0.3-0.4
Intermittent access terminal intake (last 3 days)0.10.10.2-0.1-0.4
Intermittent access total infusions0.00.00.0-0.20.0
Intermittent access day 1 locomotion0.40.50.8-0.90.4
Intermittent access day 15 total locomotion0.20.20.4-0.3-0.6
Intermittent access total locomotion0.40.50.8-0.5-0.9
Intermittent access standard deviation1.11.22.00.7-1.4
Left kidney weight0.20.50.60.80.6
Right kidney weight0.51.32.41.5-0.5
Cocaine induced anxiety0.10.10.10.3-0.2
Post-drug Anxiety0.40.40.5-0.60.7
Baseline Anxiety0.00.00.00.00.1
Tail length12.939.243.6-6.65.9
Length with tail7.326.830.5-4.85.5
Length without tail0.40.81.30.51.2
Times rat made contact with spout0.10.10.3-0.50.1
Lifetime Intake0.10.10.2-0.50.1
Liver weight, left0.81.31.5-1.11.2
Liver weight, right1.01.62.8-0.71.7
Locomotor activity0.40.71.30.3-1.1
Locomotor testing distance0.81.42.60.5-1.6
Locomotor testing rearing0.10.10.2-0.2-0.4
Locomotion in novel chamber0.40.51.00.31.0
Locomotion in novel chamber post-restriction1.72.12.21.4-1.5
Fecal boli incidents, locomotor time 13.03.33.61.9-1.7
Change in fecal boli incidents, locomotor task2.12.02.4-1.21.6
Time >=10cm from walls, locomotor time 10.10.10.1-0.30.3
Bouts of movement, locomotor time 10.10.10.20.5-0.1
Total resting periods, locomotor time 10.40.40.70.9-0.2
Rest time, locomotor task time 10.20.20.20.4-0.4
Distance moved, locomotor task time 11.21.31.5-1.21.0
Vertical activity count, locomotor time 10.20.20.2-0.40.4
Time >=10cm from walls, locomotor time 20.40.50.5-0.70.7
Bouts of movement, locomotor time 20.20.20.20.5-0.3
Total resting periods, locomotor time 20.20.20.30.5-0.3
Rest time, locomotor task time 20.60.71.1-0.61.1
Distance moved, locomotor task time 20.10.10.1-0.20.3
Vertical activity count, locomotor time 20.00.00.10.2-0.2
Light reinforcement 10.30.51.0-0.1-1.0
Light reinforcement 20.10.20.3-0.5-0.3
Bone: marrow area0.10.10.20.2-0.4
Bone: maximum diameter0.30.50.60.7-0.7
Bone: maximum force0.50.81.21.1-0.7
Bone: maximum moment0.50.91.31.2-0.7
Mean time between licks in bursts0.40.61.11.1-0.3
Mean num. licks in bursts0.00.00.1-0.10.2
Cd content in liver0.30.30.7-0.10.8
Co content in liver0.10.10.20.5-0.0
Cu content in liver3.13.85.1-2.31.6
Fe content in liver1.21.52.1-0.91.5
K content in liver0.10.10.10.0-0.3
Mg content in liver0.60.70.8-0.70.9
Mn content in liver3.54.06.0-2.41.4
Na content in liver0.60.71.3-0.1-1.2
Rb content in liver0.00.00.10.00.2
Se content in liver0.30.40.60.8-0.4
Sr content in liver1.61.51.6-1.21.2
Zn content in liver0.10.10.10.2-0.3
Bone: minimum diameter0.00.10.10.40.0
Time in familiar zone, hab. session 10.30.30.3-0.50.6
Time in novel zone, hab. session 12.92.83.01.6-1.7
Total zone transitions, hab. session 15.88.29.5-2.63.1
Total locomotion distance, hab. session 12.94.14.1-2.02.0
Locomotion velocity, hab. session 13.75.35.5-2.32.3
Time in familiar zone, hab. session 20.70.70.91.0-0.7
Time in novel zone, hab. session 20.10.10.1-0.30.3
Total zone transitions, hab. session 22.43.14.1-2.01.5
Total locomotion distance, hab. session 20.20.20.4-0.70.1
Locomotion velocity, hab. session 20.30.30.6-0.80.3
Novel to familiar place preference ratio0.70.71.3-0.31.2
Novelty place preference0.80.81.5-0.31.2
Time in novel zone, NPP test0.60.61.2-0.21.1
Total zone transitions, NPP test4.15.87.0-2.62.2
Total locomotion distance, NPP test1.01.41.8-1.41.0
Locomotion velocity, NPP test1.72.32.8-1.71.4
Intraocular pressure1.92.63.3-1.81.4
Delta distance traveled before/after self-admin2.32.52.51.6-1.6
Delta ambulatory time before/after self-admin3.23.54.22.1-1.7
Parametrial fat weight0.00.10.2-0.4-0.2
Pavlov. Cond. lever latency1.11.41.61.3-1.1
Pavlov. Cond. magazine entry latency0.30.30.7-0.8-0.1
Pavlov. Cond. change in total contacts2.72.93.9-2.01.4
Pavlov. Cond. index score0.70.91.6-1.30.5
Pavlov. Cond. latency score0.70.91.4-1.20.6
Pavlov. Cond. lever contacts1.92.22.8-1.71.3
Pavlov. Cond. magazine entry number0.60.81.51.2-0.2
Pavlov. Cond. intertrial magazine entries0.40.50.9-0.40.9
Pavlov. Cond. lever-magazine prob. diff.0.70.91.6-1.30.4
Pavlov. Cond. response bias0.91.11.8-1.40.6
Pavlov. Cond. lever latency0.50.70.9-0.80.9
Pavlov. Cond. magazine entry latency0.40.40.4-0.60.7
Pavlov. Cond. change in total contacts0.10.20.4-0.1-0.6
Pavlov. Cond. index score0.20.20.40.3-0.6
Pavlov. Cond. latency score0.10.10.20.0-0.4
Pavlov. Cond. lever contacts0.40.60.80.6-0.9
Pavlov. Cond. magazine entry number0.00.00.00.00.1
Pavlov. Cond. intertrial magazine entries1.72.22.9-1.21.7
Pavlov. Cond. lever-magazine prob. diff.0.20.30.50.3-0.7
Pavlov. Cond. response bias0.40.50.80.6-0.9
Time in closed arm before self-admin1.82.02.91.7-1.1
Time in closed arm after self-admin2.62.74.92.2-0.7
Time in open arm before self-admin0.40.40.6-0.80.5
Time in open arm after self-admin0.50.50.7-0.80.6
Bone: periosteal estimation0.30.60.70.9-0.6
Bone: periosteal perimeter0.61.11.81.3-0.6
Bone: post-yield work0.30.50.90.9-0.1
Progressive ratio test 1 active lever presses0.30.30.6-0.70.3
Progressive ratio test 1 breakpoint0.50.50.6-0.80.6
Progressive ratio test 1 inactive lever presses0.10.10.20.4-0.2
Progressive ratio test 2 active lever presses0.40.40.7-0.90.2
Progressive ratio test 2 breakpoint0.20.20.4-0.60.1
Progressive ratio test 2 inactive lever presses0.00.00.10.00.3
Incentive Sensitization - Responses0.00.00.00.0-0.2
Incentive Sensitization - Breakpoint0.10.10.20.2-0.4
Sum of active levers in priming session hrs 5-64.44.35.7-2.41.7
Progressive ratio0.30.30.50.70.4
Food seeking constrained by brief footshock0.20.30.50.1-0.7
Seeking ratio, punishment vs. effort0.50.61.0-1.0-0.4
Retroperitoneal fat weight0.20.71.01.0-0.7
Reaction time number correct0.20.30.50.70.5
Reaction time mean minus median1.62.13.8-2.00.6
Reaction time mean minus median AUC2.22.95.2-2.30.7
Reaction time num false alarms0.50.61.1-1.10.4
Reaction time num false alarms AUC0.60.81.5-1.20.5
Reaction time trials correct on left0.20.30.50.70.5
Reaction time trials on left0.20.30.40.60.5
Reaction time mean0.60.91.7-1.3-0.2
Reaction time mean AUC0.70.91.8-1.4-0.1
Median of all reaction times0.40.50.7-0.8-0.6
Reaction time omissions0.71.02.0-1.40.1
Reaction time false alarm rate0.60.81.6-1.30.1
Reaction time premature initiation rate0.30.50.6-0.80.6
Reaction time premature initiations0.40.60.9-0.50.9
Std. dev. reaction times1.31.83.5-1.90.4
Reaction time trials completed0.20.30.40.60.5
Reaction time trials AUC0.20.30.40.60.5
Run reversals in cocaine runway, females0.30.30.3-0.50.5
Run reversals in cocaine runway, males1.51.51.81.3-1.1
Latency to leave start box in cocaine runway4.44.87.32.7-1.5
Latency to leave start box in cocaine runway, F6.26.810.13.2-1.9
Latency to leave start box in cocaine runway, M0.50.40.50.6-0.7
Std. dev. time between licks in bursts0.80.91.50.6-1.2
Total sessions with >9 infusions0.50.50.7-0.8-0.6
Short access day 1 total inactive lever presses2.42.73.3-1.51.8
Short access day 10 total inactive lever presses0.40.50.90.20.9
Short access day 1 total infusions0.40.40.8-0.90.1
Short access day 10 total infusions0.10.20.30.2-0.5
Short access total infusions0.00.00.00.1-0.1
Short access day 1 locomotion0.50.51.0-0.2-1.0
Short access day 10 total locomotion0.50.60.6-0.8-0.8
Short access total locomotion0.50.51.00.2-1.0
One hour access (0.3 mA shock)0.60.70.7-0.80.8
Compulsive drug intake6.56.67.2-2.42.7
One hour access (shock baseline)1.92.22.91.2-1.7
Social response proportion1.51.62.3-1.51.0
Social responses0.20.20.4-0.60.1
Social time0.00.00.1-0.1-0.2
Soleus weight1.44.05.52.4-1.6
Bone: stiffness0.00.00.10.30.1
Tibialis anterior weight0.20.71.1-0.51.1
Time to tail flick, vehicle, before self-admin1.41.51.7-1.11.3
Time to tail flick, vehicle, after self-admin0.20.20.30.6-0.3
Time to tail flick, test, before self-admin0.30.30.50.7-0.3
Time to tail flick, test, after self-admin0.10.10.20.5-0.2
Delta time to tail flick, vehicle, before/after SA1.81.82.21.5-1.2
Delta time to tail flick, test, before/after SA0.50.50.7-0.80.5
Tibia length0.71.93.41.8-0.6
Ambulatory time before self-admin0.80.81.4-1.20.6
Ambulatory time after self-admin0.91.01.50.7-1.2
Bone: tissue strength0.30.30.60.8-0.3
Total heroin consumption1.31.52.1-1.01.4
Bone: trabecular number0.40.60.90.4-1.0
Bone: trabecular spacing0.00.00.00.1-0.0
Bone: trabecular thickness1.72.02.61.6-1.2
Bone: trabecular tissue density0.10.10.1-0.20.3
Water consumed over 24 hours0.10.10.2-0.10.4
Number of responses in last shaping day0.70.71.31.2-0.2