Psmb3

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 Liver gene expression ENSRNOG00000052730 0.15 0.09 3.3e-03 0.02 0 0.02 0.01 3.4e-03 1.1e-01 3.7e-03 1.4e-02
2 NAcc isoform ratio ENSRNOT00000112080 0.09 0.07 2.1e-03 0.03 0.04 0.04 0.04 3.5e-03 8.4e-04 2.6e-04 5.3e-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 tail2.68.416.34.0-0.7
BMI without tail0.00.10.10.20.3
Body weight3.012.919.8-2.44.4
Epididymis fat weight0.30.80.8-0.90.9
Glucose0.10.20.3-0.5-0.4
Heart weight0.50.61.30.11.1
Left kidney weight3.810.911.6-3.23.4
Right kidney weight1.13.13.2-1.71.8
Tail length12.537.850.4-7.15.0
Length with tail14.151.958.1-7.66.8
Length without tail3.37.29.4-2.23.1
Liver weight, left0.81.41.7-1.31.0
Liver weight, right2.64.47.0-2.61.3
Parametrial fat weight0.20.30.60.2-0.8
Retroperitoneal fat weight0.41.41.6-1.31.1
Intraocular pressure1.82.62.7-1.61.6
Extensor digitorum longus weight3.012.021.3-1.74.6
Soleus weight0.20.70.90.7-1.0
Tibialis anterior weight1.13.85.4-1.52.3
Tibia length0.61.82.7-1.01.6
Number of licking bursts0.20.20.30.2-0.6
Food consumed during 24 hour testing period1.01.21.6-0.91.3
Times rat made contact with spout0.20.30.40.3-0.7
Mean time between licks in bursts0.20.30.60.10.8
Mean num. licks in bursts0.00.00.0-0.20.1
Std. dev. time between licks in bursts0.40.51.01.0-0.1
Water consumed over 24 hours0.00.00.00.10.1
Indifference point 0 sec0.60.91.40.6-1.2
Indifference point AUC0.00.00.10.10.3
Indifference point function ln k0.10.10.1-0.40.1
Indifference point function log k0.10.10.1-0.40.1
Delay discounting total patch changes 0 sec0.30.50.80.4-0.9
Delay discounting total patch changes 12 sec1.52.03.20.8-1.8
Delay discounting total patch changes 18 sec1.41.82.41.5-1.1
Delay discounting total patch changes 24 sec1.11.31.71.0-1.3
Delay discounting total patch changes 6 sec0.91.41.61.1-1.3
Delay discounting time to switch 0 sec0.20.20.30.6-0.4
Delay discounting water rate 0 sec0.10.20.2-0.50.4
Delay discounting water rate 12 sec1.01.41.7-1.31.1
Delay discounting water rate 18 sec0.70.91.8-1.40.1
Delay discounting water rate 24 sec0.10.10.20.1-0.4
Delay discounting water rate 6 sec0.20.30.60.1-0.8
Locomotor activity1.52.32.51.6-1.5
Locomotor testing distance4.98.29.22.7-3.0
Locomotor testing rearing3.96.18.71.9-2.9
Light reinforcement 12.54.65.22.0-2.3
Light reinforcement 20.30.40.60.4-0.8
Reaction time number correct0.30.40.7-0.40.8
Reaction time mean minus median0.10.10.20.4-0.1
Reaction time mean minus median AUC0.60.80.80.9-0.9
Reaction time num false alarms0.40.61.00.3-1.0
Reaction time num false alarms AUC0.20.30.70.1-0.8
Reaction time trials correct on left0.30.40.7-0.40.8
Reaction time trials on left0.30.40.7-0.40.8
Reaction time mean0.71.01.61.3-0.6
Reaction time mean AUC0.60.81.31.1-0.5
Median of all reaction times1.31.82.51.6-1.0
Reaction time omissions0.30.40.60.4-0.8
Reaction time false alarm rate0.60.81.40.4-1.2
Reaction time premature initiation rate0.10.20.3-0.6-0.2
Reaction time premature initiations0.30.40.7-0.80.4
Std. dev. reaction times0.10.20.20.5-0.3
Reaction time trials completed0.30.40.7-0.40.8
Reaction time trials AUC0.20.30.5-0.30.7
Social response proportion0.91.01.8-1.30.5
Social responses0.00.00.1-0.1-0.2
Social time0.60.71.11.1-0.6
Conditioned locomotion0.10.10.20.3-0.5
Cocaine response after cond. corrected1.71.92.11.3-1.5
Cocaine response after cond. not corrected1.21.32.20.6-1.5
Cocaine response before conditioning0.60.81.5-1.2-0.3
Saline control response0.20.20.40.2-0.7
Condit. Reinf. active minus inactive responses0.20.30.40.5-0.6
Condit. Reinf. active-inactive response ratio1.01.01.41.2-0.8
Condit. Reinf. active responses0.30.40.70.4-0.8
Condit. Reinf. inactive responses0.50.61.20.1-1.1
Condit. Reinf. lever presses0.10.20.3-0.50.1
Condit. Reinf. lever reinforcers received0.20.30.60.3-0.7
Pavlov. Cond. lever latency0.50.60.7-0.80.7
Pavlov. Cond. magazine entry latency0.70.81.1-1.10.7
Pavlov. Cond. change in total contacts0.30.40.50.6-0.7
Pavlov. Cond. index score0.00.00.10.1-0.2
Pavlov. Cond. latency score0.00.00.1-0.30.0
Pavlov. Cond. lever contacts0.71.01.30.9-1.1
Pavlov. Cond. magazine entry number0.20.20.40.6-0.2
Pavlov. Cond. intertrial magazine entries0.81.01.5-0.71.2
Pavlov. Cond. lever-magazine prob. diff.0.00.00.00.0-0.1
Pavlov. Cond. response bias0.50.71.00.6-1.0
Conditioned reinforcement - actives2.22.22.51.4-1.6
Conditioned reinforcement - inactives0.50.61.00.4-1.0
Conditioned locomotion2.83.33.61.9-1.8
Intermittent access intake day 1-15 change0.70.70.70.8-0.8
Intermittent access intake escalation0.80.81.01.0-0.8
Intermittent access intake escalation 20.30.30.50.7-0.3
Intermitt. access day 1 inactive lever presses0.30.40.60.3-0.8
Intermitt. access day 15 inactive lever presses3.23.53.61.8-1.9
Intermitt. access escalation Index0.10.10.20.20.4
Intermittent access day 1 total infusions0.00.00.0-0.0-0.2
Intermittent access day 15 total infusions0.30.30.40.5-0.6
Intermittent access terminal intake (last 3 days)0.50.60.70.7-0.8
Intermittent access total infusions0.00.00.0-0.0-0.2
Intermittent access day 1 locomotion0.10.10.1-0.0-0.4
Intermittent access day 15 total locomotion0.80.91.00.9-1.0
Intermittent access total locomotion0.80.91.10.9-1.1
Intermittent access standard deviation0.60.60.60.8-0.7
Cocaine induced anxiety0.50.61.1-0.31.0
Post-drug Anxiety0.10.10.20.4-0.2
Baseline Anxiety3.03.13.71.6-1.9
Lifetime Intake0.00.00.00.0-0.1
Incentive Sensitization - Responses0.40.40.60.5-0.7
Incentive Sensitization - Breakpoint0.40.40.50.5-0.7
Progressive ratio test 1 active lever presses0.10.10.2-0.2-0.4
Progressive ratio test 1 breakpoint0.10.10.2-0.4-0.4
Progressive ratio test 1 inactive lever presses0.40.40.60.4-0.8
Progressive ratio test 2 active lever presses0.40.40.60.5-0.8
Progressive ratio test 2 breakpoint0.30.40.60.4-0.8
Progressive ratio test 2 inactive lever presses0.10.10.20.5-0.2
Total sessions with >9 infusions0.40.50.70.5-0.8
Short access day 1 total inactive lever presses0.20.30.3-0.4-0.6
Short access day 10 total inactive lever presses0.10.10.2-0.00.5
Short access day 1 total infusions0.10.10.20.3-0.4
Short access day 10 total infusions0.10.20.20.4-0.4
Short access total infusions0.00.00.0-0.10.0
Short access day 1 locomotion0.80.81.40.5-1.2
Short access day 10 total locomotion1.31.42.10.8-1.5
Short access total locomotion0.50.50.70.5-0.8
Compulsive drug intake3.23.24.8-2.21.2
One hour access (0.3 mA shock)0.00.00.0-0.1-0.2
One hour access (shock baseline)1.71.92.41.5-1.2
Number of responses in last shaping day0.30.30.60.8-0.1
Context. condit. distance diff. score0.00.00.10.10.3
Locomotion velocity, session 10.20.20.20.40.4
Locomotion distance, session 13.95.15.9-2.02.4
Locomotion velocity, session 22.63.03.4-1.81.6
Locomotion distance, session 23.55.05.5-2.32.1
Locomotion velocity, session 30.20.30.3-0.60.5
Locomotion distance, session 33.53.84.7-2.21.7
Stereotopy head waving bouts, day 34.75.66.62.1-2.6
Stereotopy head waving duration, day 31.82.22.21.5-1.5
Locomotion velocity, session 71.71.92.2-1.51.2
Locomotion distance, session 73.44.36.5-2.51.4
Stereotopy head waving bouts, day 71.61.81.91.3-1.4
Stereotopy head waving duration, day 71.01.31.51.2-1.0
Locomotion velocity, session 81.72.03.7-0.51.9
Locomotion distance, session 81.82.63.1-1.51.8
Degree of sensitization distance0.10.10.1-0.20.3
Degree of sensitization stereotypy1.41.51.91.0-1.4
Condit. Reinf. active minus inactive responses0.00.00.1-0.0-0.3
Condit. Reinf. active-inactive response ratio0.50.50.70.6-0.9
Condit. Reinf. active responses0.10.20.30.3-0.5
Condit. Reinf. inactive responses0.10.10.30.2-0.5
Incentive salience index mean0.20.20.5-0.0-0.7
Condit. Reinf. lever presses0.20.20.40.0-0.6
Time in familiar zone, hab. session 10.70.70.90.7-0.9
Time in novel zone, hab. session 11.21.21.21.1-1.1
Total zone transitions, hab. session 14.15.85.9-2.42.4
Total locomotion distance, hab. session 10.70.91.4-1.20.6
Locomotion velocity, hab. session 12.13.03.8-1.91.5
Time in familiar zone, hab. session 21.41.51.61.3-1.2
Time in novel zone, hab. session 20.30.30.5-0.70.2
Total zone transitions, hab. session 20.70.91.0-0.91.0
Total locomotion distance, hab. session 20.00.00.0-0.10.0
Locomotion velocity, hab. session 20.20.20.2-0.50.4
Novel to familiar place preference ratio2.32.42.5-1.61.5
Novelty place preference2.12.22.6-1.61.4
Time in novel zone, NPP test1.21.21.6-1.30.9
Total zone transitions, NPP test1.42.02.5-1.61.2
Total locomotion distance, NPP test0.20.20.4-0.60.3
Locomotion velocity, NPP test1.01.41.7-1.31.1
Pavlov. Cond. lever latency0.50.71.3-0.01.2
Pavlov. Cond. magazine entry latency3.44.37.61.0-2.8
Pavlov. Cond. change in total contacts1.61.73.40.2-1.8
Pavlov. Cond. index score2.53.25.70.8-2.4
Pavlov. Cond. latency score1.72.24.10.5-2.0
Pavlov. Cond. lever contacts0.40.50.9-0.0-1.0
Pavlov. Cond. magazine entry number4.96.110.0-1.53.2
Pavlov. Cond. intertrial magazine entries1.21.51.9-1.01.4
Pavlov. Cond. lever-magazine prob. diff.2.83.56.40.8-2.5
Pavlov. Cond. response bias3.13.86.61.0-2.6
Bone: apparent density0.91.51.91.1-1.4
Bone surface0.10.20.4-0.30.6
Bone volume0.00.00.10.30.1
Bone: connectivity density0.81.32.10.7-1.4
Bone: cortical apparent density0.81.01.8-0.4-1.3
Bone: cortical area0.10.10.2-0.50.2
Bone: cortical porosity0.50.60.80.6-0.9
Bone: cortical porosity0.40.50.80.4-0.9
Bone: cortical thickness0.20.40.6-0.8-0.4
Bone: cortical thickness1.01.11.7-1.3-0.7
Bone: cortical tissue density0.81.01.8-0.5-1.4
Bone: elastic displacement0.00.00.00.2-0.1
Bone: elastic work0.30.40.5-0.70.5
Bone: endosteal estimation0.91.93.1-0.81.8
Bone: endosteal perimeter0.51.12.1-0.31.4
Bone: final force0.20.30.60.0-0.7
Bone: final moment0.10.20.4-0.1-0.6
Bone: marrow area0.81.83.0-0.81.7
Bone: maximum diameter0.00.00.00.10.1
Bone: maximum force0.10.10.1-0.40.2
Bone: maximum moment0.10.20.3-0.60.4
Bone: minimum diameter0.71.31.5-1.11.2
Bone: periosteal estimation0.20.40.6-0.50.8
Bone: periosteal perimeter0.30.60.9-0.50.9
Bone: post-yield work0.40.50.8-0.40.9
Bone: stiffness0.10.10.2-0.50.1
Bone: tissue strength0.10.10.10.30.3
Bone: trabecular number2.23.54.91.4-2.2
Bone: trabecular spacing0.10.10.20.40.1
Bone: trabecular thickness0.00.00.1-0.10.3
Bone: trabecular tissue density0.00.00.0-0.2-0.0
Breakpoint value in progressive ratio session2.83.13.8-1.91.6
Distance traveled before self-admin0.40.40.5-0.70.5
Distance traveled after self-admin0.20.20.30.40.5
Delta time in closed arm before/after self-admin0.90.91.7-0.31.3
Delta time in open arm before/after self-admin0.00.00.00.1-0.2
Diff in mean of infusions in LGA sessions0.00.00.0-0.0-0.1
Extinction: sum of active levers before priming1.11.11.4-1.20.9
Active lever presses in extinction session 60.20.20.20.3-0.5
Delta distance traveled before/after self-admin0.70.81.61.3-0.1
Delta ambulatory time before/after self-admin0.70.81.41.2-0.4
Time in closed arm before self-admin1.11.21.60.9-1.3
Time in closed arm after self-admin0.10.10.20.20.4
Time in open arm before self-admin0.70.71.5-0.21.2
Time in open arm after self-admin0.00.00.10.30.1
Sum of active levers in priming session hrs 5-60.50.51.0-1.00.1
Time to tail flick, vehicle, before self-admin0.10.10.2-0.4-0.0
Time to tail flick, vehicle, after self-admin0.20.20.30.5-0.4
Time to tail flick, test, before self-admin0.10.10.1-0.00.3
Time to tail flick, test, after self-admin0.10.10.1-0.30.2
Delta time to tail flick, vehicle, before/after SA0.60.60.60.7-0.8
Delta time to tail flick, test, before/after SA0.30.30.6-0.8-0.2
Ambulatory time before self-admin0.40.40.5-0.60.7
Ambulatory time after self-admin0.50.51.00.11.0
Total heroin consumption0.00.10.1-0.3-0.2
Area under the delay curve1.01.12.1-1.50.2
Delay disc. indifference point, 0s delay0.20.20.4-0.6-0.3
Delay disc. indifference point, 16s delay0.40.40.7-0.8-0.1
Delay disc. indifference point, 2s delay0.50.61.1-1.0-0.4
Delay disc. indifference point, 24s delay0.90.91.6-1.30.4
Delay disc. indifference point, 4s delay4.95.28.8-3.01.3
Delay disc. indifference point, 8s delay0.30.30.5-0.7-0.3
Delay discount exponential model param1.61.63.11.8-0.5
Delay discount hyperbolic model param1.71.83.51.9-0.4
Fecal boli incidents, locomotor time 11.11.22.41.5-0.4
Change in fecal boli incidents, locomotor task0.70.71.2-1.10.4
Time >=10cm from walls, locomotor time 10.80.80.90.9-0.9
Bouts of movement, locomotor time 10.20.20.3-0.40.6
Total resting periods, locomotor time 10.40.40.6-0.50.8
Rest time, locomotor task time 10.00.00.00.00.2
Distance moved, locomotor task time 10.40.40.8-0.90.0
Vertical activity count, locomotor time 10.00.00.1-0.3-0.0
Time >=10cm from walls, locomotor time 20.30.30.60.2-0.8
Bouts of movement, locomotor time 20.20.30.30.6-0.4
Total resting periods, locomotor time 20.30.30.40.7-0.3
Rest time, locomotor task time 20.30.30.60.30.8
Distance moved, locomotor task time 21.71.93.3-1.80.7
Vertical activity count, locomotor time 21.21.32.3-1.50.6
Weight adjusted by age0.20.20.4-0.30.6
Seeking ratio, delayed vs. immediate footshock0.40.40.60.8-0.4
Locomotion in novel chamber0.40.50.7-0.6-0.8
Locomotion in novel chamber post-restriction2.42.93.41.8-1.5
Progressive ratio0.10.10.1-0.30.1
Food seeking constrained by brief footshock0.40.40.50.7-0.6
Seeking ratio, punishment vs. effort0.10.10.20.4-0.4
Run reversals in cocaine runway, females1.61.62.0-1.11.4
Run reversals in cocaine runway, males3.53.44.12.0-1.6
Latency to leave start box in cocaine runway0.70.80.80.90.8
Latency to leave start box in cocaine runway, F0.60.70.80.90.7
Latency to leave start box in cocaine runway, M0.10.10.20.40.3
Cd content in liver0.10.10.1-0.1-0.4
Co content in liver0.40.50.8-0.30.9
Cu content in liver0.91.01.4-0.81.2
Fe content in liver3.13.73.9-1.92.0
K content in liver0.00.00.10.1-0.3
Mg content in liver0.00.00.0-0.2-0.0
Mn content in liver0.10.10.2-0.0-0.4
Na content in liver1.21.31.71.3-1.0
Rb content in liver0.70.90.90.9-1.0
Se content in liver0.60.71.30.4-1.2
Sr content in liver1.61.52.1-1.40.9
Zn content in liver1.41.62.21.0-1.5