Ap2s1

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 Ap2s1 0.04 0.04 1.1e-04 0.03 0.03 0.02 0.02 6.6e-04 7.0e-04 2.7e-03 1.3e-03
2 Brain mRNA stability Ap2s1 0.05 0.04 9.5e-05 0.04 0.04 0.04 0.03 3.1e-04 1.8e-04 5.7e-05 3.4e-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 density0.00.00.0-0.2-0.1
Area under the delay curve0.81.21.61.30.9
BMI with tail1.24.24.4-2.0-2.1
BMI without tail1.15.86.1-2.3-2.5
Body weight2.19.39.6-3.0-3.1
Weight adjusted by age0.10.20.2-0.5-0.4
Bone surface0.50.90.9-0.9-0.9
Bone volume0.20.40.5-0.7-0.6
Breakpoint value in progressive ratio session1.73.03.01.71.7
Number of licking bursts1.44.34.3-2.1-2.1
Context. condit. distance diff. score0.00.00.00.2-0.1
Locomotion velocity, session 10.20.20.40.30.6
Locomotion distance, session 10.00.00.0-0.10.2
Locomotion velocity, session 21.92.32.4-1.5-1.5
Locomotion distance, session 20.50.71.0-1.0-0.7
Locomotion velocity, session 30.10.20.2-0.4-0.4
Locomotion distance, session 31.01.21.21.11.1
Stereotopy head waving bouts, day 30.60.70.9-0.8-0.9
Stereotopy head waving duration, day 30.40.50.7-0.6-0.8
Locomotion velocity, session 71.11.21.61.30.9
Locomotion distance, session 70.00.00.00.00.0
Stereotopy head waving bouts, day 70.40.40.6-0.6-0.7
Stereotopy head waving duration, day 70.50.60.6-0.7-0.7
Locomotion velocity, session 80.10.10.10.40.2
Locomotion distance, session 80.00.00.0-0.0-0.0
Degree of sensitization distance0.80.80.9-0.9-0.9
Degree of sensitization stereotypy0.50.60.7-0.7-0.8
Conditioned locomotion0.10.10.10.40.3
Cocaine response after cond. corrected0.30.40.5-0.7-0.6
Cocaine response after cond. not corrected1.01.51.7-1.3-1.1
Cocaine response before conditioning2.22.72.8-1.7-1.6
Saline control response1.31.81.9-1.4-1.3
Bone: connectivity density0.00.00.1-0.2-0.2
Bone: cortical apparent density0.00.10.10.10.3
Bone: cortical area1.82.93.1-1.7-1.7
Bone: cortical porosity0.10.20.30.50.2
Bone: cortical porosity0.00.00.00.1-0.2
Bone: cortical thickness0.61.01.3-1.1-0.9
Bone: cortical thickness0.91.11.3-1.1-0.9
Bone: cortical tissue density0.10.10.20.20.4
Condit. Reinf. active minus inactive responses0.80.91.1-0.9-1.0
Condit. Reinf. active-inactive response ratio0.80.91.0-0.9-1.0
Condit. Reinf. active responses0.50.60.6-0.7-0.8
Condit. Reinf. inactive responses0.10.10.10.30.4
Incentive salience index mean0.70.91.0-0.9-1.0
Condit. Reinf. lever presses0.30.40.4-0.7-0.6
Condit. Reinf. active minus inactive responses0.00.00.0-0.1-0.0
Condit. Reinf. active-inactive response ratio0.00.00.0-0.2-0.1
Condit. Reinf. active responses0.10.10.10.20.4
Condit. Reinf. inactive responses0.30.40.50.50.7
Condit. Reinf. lever presses0.10.20.2-0.5-0.4
Condit. Reinf. lever reinforcers received0.10.10.10.30.4
Conditioned reinforcement - actives1.04.14.3-2.1-2.0
Conditioned reinforcement - inactives1.13.03.0-1.7-1.7
Conditioned locomotion1.72.52.9-1.7-1.5
Patch foraging indifference point 0 sec0.20.60.6-0.8-0.7
Patch foraging indifference point AUC2.45.86.1-2.3-2.5
Delay disc. indifference point, 0s delay0.60.60.90.90.6
Delay disc. indifference point, 16s delay0.40.61.01.00.5
Delay disc. indifference point, 2s delay1.71.92.01.31.4
Delay disc. indifference point, 24s delay0.00.00.0-0.1-0.2
Delay disc. indifference point, 4s delay0.10.10.1-0.2-0.3
Delay disc. indifference point, 8s delay1.32.12.81.71.2
Indifference point function ln k1.13.33.51.71.9
Indifference point function log k1.13.33.51.71.9
Patch foraging total patch changes 0 sec0.30.80.9-0.9-0.8
Patch foraging total patch changes 12 sec2.23.03.2-1.6-1.8
Patch foraging total patch changes 18 sec1.33.13.1-1.8-1.8
Patch foraging total patch changes 24 sec0.62.12.1-1.5-1.4
Patch foraging total patch changes 6 sec2.23.63.7-1.9-1.9
Patch foraging time to switch 0 sec0.93.53.61.91.8
Patch foraging water rate 0 sec1.34.75.1-2.3-2.1
Patch foraging water rate 12 sec0.00.10.2-0.5-0.3
Patch foraging water rate 18 sec0.00.10.1-0.3-0.2
Patch foraging water rate 24 sec0.00.00.00.0-0.1
Patch foraging water rate 6 sec0.91.41.5-1.2-1.1
Seeking ratio, delayed vs. immediate footshock2.13.03.01.71.7
Distance traveled before self-admin0.00.00.0-0.00.0
Distance traveled after self-admin0.61.01.11.01.0
Extensor digitorum longus weight2.49.510.5-3.2-2.9
Bone: elastic displacement0.70.91.01.01.0
Bone: elastic work0.10.10.1-0.4-0.4
Bone: endosteal estimation0.00.00.00.10.0
Bone: endosteal perimeter0.00.10.2-0.3-0.4
Epididymis fat weight0.10.40.50.70.6
Delta time in closed arm before/after self-admin0.80.70.70.90.8
Delta time in open arm before/after self-admin0.30.40.5-0.7-0.5
Diff in mean of infusions in LGA sessions1.62.83.11.81.6
Delay discount exponential model param0.60.91.2-1.1-0.8
Extinction: sum of active levers before priming0.00.00.1-0.20.0
Active lever presses in extinction session 60.70.70.9-1.0-0.7
Bone: final force0.81.31.6-1.3-1.0
Bone: final moment1.21.92.2-1.5-1.2
Food consumed during 24 hour testing period3.16.36.52.52.6
Glucose0.91.51.61.31.1
Heart weight1.21.92.1-1.3-1.5
Delay discount hyperbolic model param0.60.70.9-1.0-0.7
Intermittent access intake day 1-15 change0.00.20.2-0.4-0.4
Intermittent access intake escalation0.10.40.4-0.6-0.6
Intermittent access intake escalation 20.10.10.10.30.3
Intermitt. access day 1 inactive lever presses0.00.60.6-0.8-0.7
Intermitt. access day 15 inactive lever presses0.10.50.5-0.7-0.7
Intermitt. access escalation Index0.10.30.30.50.5
Intermittent access day 1 total infusions1.44.24.7-1.9-2.2
Intermittent access day 15 total infusions0.71.61.8-1.2-1.4
Intermittent access terminal intake (last 3 days)0.81.41.5-1.1-1.2
Intermittent access total infusions2.63.13.4-1.7-1.8
Intermittent access day 1 locomotion0.61.11.2-1.1-1.0
Intermittent access day 15 total locomotion0.10.40.4-0.6-0.6
Intermittent access total locomotion2.12.52.6-1.6-1.5
Intermittent access standard deviation0.10.40.60.80.5
Left kidney weight3.427.327.4-5.2-5.2
Right kidney weight3.323.123.7-4.7-4.9
Cocaine induced anxiety0.00.00.10.20.2
Post-drug Anxiety0.10.10.10.20.3
Baseline Anxiety0.50.80.90.90.9
Tail length0.84.14.3-2.0-2.1
Length with tail0.83.33.4-1.8-1.8
Length without tail0.31.51.7-1.3-1.2
Times rat made contact with spout0.30.40.40.60.6
Lifetime Intake2.93.64.0-1.8-2.0
Liver weight, left3.05.15.6-2.4-2.2
Liver weight, right1.93.33.8-1.7-1.9
Locomotor activity2.13.33.3-1.8-1.8
Locomotor testing distance1.33.13.3-1.8-1.7
Locomotor testing rearing3.011.111.8-3.4-3.2
Locomotion in novel chamber1.01.31.41.11.2
Locomotion in novel chamber post-restriction0.51.61.71.31.3
Fecal boli incidents, locomotor time 10.10.30.5-0.7-0.4
Change in fecal boli incidents, locomotor task0.90.91.21.10.8
Time >=10cm from walls, locomotor time 10.00.00.0-0.20.1
Bouts of movement, locomotor time 13.14.04.62.11.8
Total resting periods, locomotor time 14.14.75.12.32.1
Rest time, locomotor task time 10.20.40.40.60.6
Distance moved, locomotor task time 10.41.11.2-1.1-1.0
Vertical activity count, locomotor time 10.10.40.4-0.6-0.6
Time >=10cm from walls, locomotor time 20.00.00.0-0.20.0
Bouts of movement, locomotor time 22.27.38.62.92.4
Total resting periods, locomotor time 21.87.38.62.92.4
Rest time, locomotor task time 20.50.80.80.90.9
Distance moved, locomotor task time 21.01.41.5-1.1-1.2
Vertical activity count, locomotor time 20.10.20.2-0.3-0.5
Light reinforcement 10.10.60.9-0.9-0.6
Light reinforcement 20.61.31.4-1.2-1.1
Bone: marrow area0.00.00.0-0.0-0.1
Bone: maximum diameter2.55.05.2-2.2-2.3
Bone: maximum force0.40.80.9-1.0-0.8
Bone: maximum moment0.61.01.3-1.1-0.9
Mean time between licks in bursts0.00.00.0-0.1-0.0
Mean num. licks in bursts2.36.26.52.42.5
Cd content in liver0.40.40.40.60.7
Co content in liver0.91.11.21.01.1
Cu content in liver0.40.40.5-0.6-0.7
Fe content in liver2.93.64.2-1.7-2.1
K content in liver0.20.20.3-0.3-0.5
Mg content in liver0.70.80.8-0.9-0.9
Mn content in liver0.60.60.8-0.7-0.9
Na content in liver0.00.10.10.30.1
Rb content in liver0.00.00.0-0.1-0.1
Se content in liver5.16.16.3-2.4-2.5
Sr content in liver0.10.10.1-0.2-0.3
Zn content in liver2.12.42.5-1.6-1.5
Bone: minimum diameter0.30.50.5-0.7-0.7
Time in familiar zone, hab. session 10.10.20.2-0.4-0.4
Time in novel zone, hab. session 10.50.60.7-0.6-0.9
Total zone transitions, hab. session 10.00.00.1-0.3-0.1
Total locomotion distance, hab. session 10.40.60.60.80.8
Locomotion velocity, hab. session 11.21.71.81.31.3
Time in familiar zone, hab. session 20.50.60.7-0.9-0.7
Time in novel zone, hab. session 20.50.50.70.80.6
Total zone transitions, hab. session 20.60.71.0-1.0-0.7
Total locomotion distance, hab. session 20.40.50.60.70.8
Locomotion velocity, hab. session 20.20.30.40.50.6
Novel to familiar place preference ratio0.40.60.6-0.8-0.7
Novelty place preference0.30.40.4-0.6-0.6
Time in novel zone, NPP test0.30.40.5-0.6-0.7
Total zone transitions, NPP test0.20.20.3-0.6-0.4
Total locomotion distance, NPP test0.00.00.0-0.2-0.2
Locomotion velocity, NPP test0.00.00.1-0.2-0.2
Intraocular pressure0.10.10.10.40.4
Delta distance traveled before/after self-admin0.91.01.11.01.0
Delta ambulatory time before/after self-admin0.20.30.30.60.5
Parametrial fat weight0.00.00.0-0.1-0.1
Pavlov. Cond. lever latency0.60.80.80.90.9
Pavlov. Cond. magazine entry latency0.50.70.9-0.9-0.7
Pavlov. Cond. change in total contacts0.20.20.30.40.6
Pavlov. Cond. index score0.60.81.0-1.0-0.8
Pavlov. Cond. latency score0.30.30.4-0.6-0.5
Pavlov. Cond. lever contacts0.40.50.5-0.7-0.7
Pavlov. Cond. magazine entry number0.30.40.70.80.5
Pavlov. Cond. intertrial magazine entries0.00.00.00.10.0
Pavlov. Cond. lever-magazine prob. diff.0.70.91.0-1.0-0.8
Pavlov. Cond. response bias1.62.02.3-1.5-1.3
Pavlov. Cond. lever latency0.10.10.10.40.4
Pavlov. Cond. magazine entry latency0.00.00.00.1-0.1
Pavlov. Cond. change in total contacts0.20.50.60.80.7
Pavlov. Cond. index score0.00.00.00.10.0
Pavlov. Cond. latency score0.00.10.10.30.2
Pavlov. Cond. lever contacts0.20.30.3-0.6-0.6
Pavlov. Cond. magazine entry number0.30.30.4-0.6-0.5
Pavlov. Cond. intertrial magazine entries0.00.00.0-0.10.0
Pavlov. Cond. lever-magazine prob. diff.0.00.00.0-0.0-0.1
Pavlov. Cond. response bias0.00.00.0-0.2-0.1
Time in closed arm before self-admin0.61.01.2-1.1-0.9
Time in closed arm after self-admin1.51.61.71.31.3
Time in open arm before self-admin0.40.50.80.90.5
Time in open arm after self-admin0.00.00.0-0.1-0.1
Bone: periosteal estimation0.40.80.8-0.9-0.9
Bone: periosteal perimeter0.61.21.2-1.1-1.1
Bone: post-yield work0.30.50.60.80.6
Progressive ratio test 1 active lever presses2.54.45.2-1.9-2.3
Progressive ratio test 1 breakpoint2.34.04.7-1.8-2.2
Progressive ratio test 1 inactive lever presses1.33.54.2-1.7-2.0
Progressive ratio test 2 active lever presses3.54.95.1-2.2-2.3
Progressive ratio test 2 breakpoint4.15.35.5-2.3-2.3
Progressive ratio test 2 inactive lever presses0.82.62.6-1.6-1.6
Incentive Sensitization - Responses1.23.33.6-1.9-1.7
Incentive Sensitization - Breakpoint1.43.23.5-1.9-1.7
Sum of active levers in priming session hrs 5-60.70.70.90.70.9
Progressive ratio0.61.71.71.31.3
Food seeking constrained by brief footshock2.93.64.51.62.1
Seeking ratio, punishment vs. effort0.00.10.20.10.4
Retroperitoneal fat weight0.00.00.0-0.1-0.2
Reaction time number correct1.24.24.5-2.1-2.0
Reaction time mean minus median0.21.51.71.11.3
Reaction time mean minus median AUC0.00.20.30.40.5
Reaction time num false alarms4.27.17.9-2.5-2.8
Reaction time num false alarms AUC2.86.47.2-2.4-2.7
Reaction time trials correct on left1.24.24.5-2.1-2.0
Reaction time trials on left1.34.34.5-2.1-2.0
Reaction time mean1.43.13.21.81.7
Reaction time mean AUC1.02.52.61.61.5
Median of all reaction times1.62.62.81.71.5
Reaction time omissions0.00.10.1-0.3-0.3
Reaction time false alarm rate0.60.81.1-0.7-1.0
Reaction time premature initiation rate0.20.30.40.50.6
Reaction time premature initiations0.00.10.2-0.5-0.3
Std. dev. reaction times0.51.51.51.21.2
Reaction time trials completed1.34.34.5-2.1-2.0
Reaction time trials AUC1.65.65.8-2.4-2.3
Run reversals in cocaine runway, females0.30.30.40.50.6
Run reversals in cocaine runway, males0.20.20.2-0.4-0.5
Latency to leave start box in cocaine runway0.20.20.30.60.4
Latency to leave start box in cocaine runway, F0.00.00.00.0-0.1
Latency to leave start box in cocaine runway, M0.10.10.10.40.3
Std. dev. time between licks in bursts0.10.30.3-0.5-0.5
Total sessions with >9 infusions3.54.34.8-2.0-2.2
Short access day 1 total inactive lever presses1.93.83.9-1.9-2.0
Short access day 10 total inactive lever presses0.21.11.11.01.0
Short access day 1 total infusions1.53.03.4-1.6-1.8
Short access day 10 total infusions3.55.76.1-2.3-2.5
Short access total infusions2.63.74.3-1.8-2.1
Short access day 1 locomotion3.15.15.7-2.2-2.4
Short access day 10 total locomotion0.00.00.00.00.1
Short access total locomotion0.81.21.2-1.1-1.1
One hour access (0.3 mA shock)0.10.20.2-0.3-0.5
Compulsive drug intake0.10.10.1-0.4-0.2
One hour access (shock baseline)0.51.41.8-1.0-1.3
Social response proportion0.50.60.8-0.9-0.7
Social responses1.01.41.8-1.3-1.0
Social time2.13.33.61.71.9
Soleus weight0.41.21.4-1.2-1.0
Bone: stiffness0.81.51.5-1.2-1.2
Tibialis anterior weight4.616.017.7-4.2-3.8
Time to tail flick, vehicle, before self-admin1.31.61.9-1.4-1.2
Time to tail flick, vehicle, after self-admin0.20.50.70.80.6
Time to tail flick, test, before self-admin1.01.11.41.20.9
Time to tail flick, test, after self-admin0.00.00.00.0-0.0
Delta time to tail flick, vehicle, before/after SA0.60.60.90.90.6
Delta time to tail flick, test, before/after SA1.41.72.2-1.5-1.1
Tibia length0.51.51.6-1.2-1.3
Ambulatory time before self-admin0.00.00.10.10.3
Ambulatory time after self-admin0.81.31.51.11.2
Bone: tissue strength0.30.30.40.50.6
Total heroin consumption0.10.10.2-0.5-0.2
Bone: trabecular number0.00.00.00.10.0
Bone: trabecular spacing0.00.00.0-0.10.0
Bone: trabecular thickness1.01.41.4-1.2-1.2
Bone: trabecular tissue density0.10.20.3-0.5-0.4
Water consumed over 24 hours0.40.70.70.90.9
Number of responses in last shaping day1.72.22.3-1.5-1.5