Pnoc

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 ENSRNOG00000014231 0.04 0.03 3.1e-04 0.02 0.03 0.02 0.02 2.7e-03 1.3e-03 4.6e-03 3.4e-03
2 Liver gene expression ENSRNOG00000014231 0.05 0.03 3.6e-05 0.01 0.03 0.02 0.02 3.0e-02 8.5e-04 1.4e-03 3.8e-03

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 tail0.10.50.8-0.3-0.9
BMI without tail0.81.72.01.41.2
Body weight0.83.43.4-1.8-1.8
Epididymis fat weight0.20.50.60.70.8
Glucose0.30.50.90.90.3
Heart weight0.10.10.1-0.4-0.2
Left kidney weight1.23.53.6-1.9-1.8
Right kidney weight1.54.25.7-2.4-1.6
Tail length0.10.30.60.20.8
Length with tail0.72.43.4-1.9-1.2
Length without tail4.08.79.0-3.0-2.9
Liver weight, left2.23.64.5-1.6-2.1
Liver weight, right1.22.02.8-1.1-1.7
Parametrial fat weight3.05.86.02.42.5
Retroperitoneal fat weight0.82.52.81.71.5
Intraocular pressure0.71.01.50.71.2
Extensor digitorum longus weight5.722.728.8-4.1-5.4
Soleus weight0.10.20.4-0.1-0.6
Tibialis anterior weight5.719.523.5-3.9-4.8
Tibia length1.64.46.7-2.6-1.5
Number of licking bursts0.20.20.30.60.3
Food consumed during 24 hour testing period0.70.90.9-1.0-0.9
Times rat made contact with spout0.20.20.20.50.3
Mean time between licks in bursts2.23.14.61.32.1
Mean num. licks in bursts0.00.00.0-0.1-0.0
Std. dev. time between licks in bursts0.30.30.6-0.20.8
Water consumed over 24 hours1.31.51.7-1.2-1.3
Indifference point 0 sec1.21.93.1-1.8-0.9
Indifference point AUC0.40.51.01.00.1
Indifference point function ln k1.11.52.2-1.5-0.9
Indifference point function log k1.11.52.2-1.5-0.9
Delay discounting total patch changes 0 sec1.62.63.8-2.0-1.2
Delay discounting total patch changes 12 sec0.20.30.3-0.6-0.6
Delay discounting total patch changes 18 sec0.10.10.10.40.2
Delay discounting total patch changes 24 sec1.01.31.5-1.2-1.0
Delay discounting total patch changes 6 sec0.00.00.0-0.1-0.1
Delay discounting time to switch 0 sec0.20.40.60.40.7
Delay discounting water rate 0 sec0.91.51.6-1.2-1.3
Delay discounting water rate 12 sec0.81.31.4-1.2-1.1
Delay discounting water rate 18 sec3.14.15.0-1.8-2.2
Delay discounting water rate 24 sec0.00.00.10.3-0.0
Delay discounting water rate 6 sec2.63.84.0-1.9-2.0
Locomotor activity6.310.111.8-3.4-2.9
Locomotor testing distance2.13.55.3-2.3-1.3
Locomotor testing rearing2.13.35.8-2.4-0.9
Light reinforcement 10.50.91.00.91.0
Light reinforcement 22.02.73.21.81.4
Reaction time number correct0.30.40.50.60.7
Reaction time mean minus median0.81.01.4-1.2-0.8
Reaction time mean minus median AUC0.30.40.6-0.8-0.4
Reaction time num false alarms0.50.71.0-1.0-0.7
Reaction time num false alarms AUC0.60.91.0-1.0-0.9
Reaction time trials correct on left0.30.40.50.60.7
Reaction time trials on left0.40.60.60.70.8
Reaction time mean0.10.10.2-0.4-0.1
Reaction time mean AUC0.30.40.6-0.8-0.4
Median of all reaction times0.00.00.0-0.10.2
Reaction time omissions1.21.72.50.91.6
Reaction time false alarm rate0.60.90.9-1.0-0.9
Reaction time premature initiation rate0.20.20.3-0.3-0.6
Reaction time premature initiations0.00.00.00.1-0.2
Std. dev. reaction times0.10.10.2-0.4-0.2
Reaction time trials completed0.40.60.60.70.8
Reaction time trials AUC0.40.60.70.70.8
Social response proportion3.13.43.41.91.8
Social responses2.73.54.61.62.1
Social time0.30.40.7-0.8-0.1
Conditioned locomotion0.91.11.21.11.0
Cocaine response after cond. corrected1.41.62.31.50.9
Cocaine response after cond. not corrected0.91.01.51.20.7
Cocaine response before conditioning0.60.81.2-1.1-0.6
Saline control response0.30.30.5-0.7-0.5
Condit. Reinf. active minus inactive responses0.00.10.10.20.3
Condit. Reinf. active-inactive response ratio0.10.10.10.40.2
Condit. Reinf. active responses0.10.20.20.30.5
Condit. Reinf. inactive responses0.60.81.10.71.0
Condit. Reinf. lever presses0.81.11.5-1.2-0.8
Condit. Reinf. lever reinforcers received0.00.00.00.00.1
Pavlov. Cond. lever latency2.63.64.12.01.8
Pavlov. Cond. magazine entry latency1.61.92.0-1.4-1.3
Pavlov. Cond. change in total contacts4.86.76.9-2.6-2.5
Pavlov. Cond. index score3.54.65.1-2.2-2.0
Pavlov. Cond. latency score3.44.35.0-2.2-1.9
Pavlov. Cond. lever contacts3.04.24.9-2.2-1.9
Pavlov. Cond. magazine entry number0.81.01.01.00.9
Pavlov. Cond. intertrial magazine entries6.07.79.62.43.1
Pavlov. Cond. lever-magazine prob. diff.3.34.34.6-2.1-2.0
Pavlov. Cond. response bias3.64.95.3-2.3-2.1
Conditioned reinforcement - actives5.25.15.12.32.3
Conditioned reinforcement - inactives1.11.31.90.81.4
Conditioned locomotion2.12.53.01.71.4
Intermittent access intake day 1-15 change0.10.10.20.30.5
Intermittent access intake escalation0.10.10.10.30.4
Intermittent access intake escalation 20.00.00.0-0.00.2
Intermitt. access day 1 inactive lever presses1.51.62.21.11.5
Intermitt. access day 15 inactive lever presses0.10.10.2-0.5-0.1
Intermitt. access escalation Index0.50.50.60.80.6
Intermittent access day 1 total infusions0.50.61.01.00.4
Intermittent access day 15 total infusions1.31.51.81.41.0
Intermittent access terminal intake (last 3 days)0.70.81.21.10.6
Intermittent access total infusions2.42.63.51.91.3
Intermittent access day 1 locomotion0.20.20.20.50.3
Intermittent access day 15 total locomotion0.50.50.70.80.6
Intermittent access total locomotion0.20.20.30.50.4
Intermittent access standard deviation0.10.10.1-0.2-0.3
Cocaine induced anxiety1.21.41.7-1.3-1.0
Post-drug Anxiety0.20.20.3-0.60.2
Baseline Anxiety0.40.50.70.50.8
Lifetime Intake1.92.12.71.61.3
Incentive Sensitization - Responses0.10.10.20.20.4
Incentive Sensitization - Breakpoint0.10.10.20.20.5
Progressive ratio test 1 active lever presses1.21.22.11.40.6
Progressive ratio test 1 breakpoint1.41.42.31.50.7
Progressive ratio test 1 inactive lever presses1.11.21.31.01.2
Progressive ratio test 2 active lever presses2.12.22.81.71.2
Progressive ratio test 2 breakpoint1.31.41.91.41.0
Progressive ratio test 2 inactive lever presses1.11.21.21.11.1
Total sessions with >9 infusions1.51.61.81.21.4
Short access day 1 total inactive lever presses0.91.01.41.20.7
Short access day 10 total inactive lever presses1.21.41.51.11.2
Short access day 1 total infusions2.83.03.41.81.6
Short access day 10 total infusions0.10.10.20.1-0.5
Short access total infusions0.40.40.60.80.5
Short access day 1 locomotion0.10.10.2-0.4-0.2
Short access day 10 total locomotion0.00.10.1-0.3-0.0
Short access total locomotion0.00.00.1-0.30.1
Compulsive drug intake0.00.00.00.20.2
One hour access (0.3 mA shock)0.60.71.01.00.5
One hour access (shock baseline)0.60.71.01.00.6
Number of responses in last shaping day1.11.11.2-1.1-1.0
Context. condit. distance diff. score6.47.89.63.12.5
Locomotion velocity, session 10.10.20.2-0.4-0.4
Locomotion distance, session 10.60.81.0-1.0-0.8
Locomotion velocity, session 20.60.70.7-0.8-0.8
Locomotion distance, session 20.71.01.4-1.2-0.7
Locomotion velocity, session 30.30.30.4-0.5-0.6
Locomotion distance, session 30.00.00.00.1-0.1
Stereotopy head waving bouts, day 30.20.20.4-0.6-0.3
Stereotopy head waving duration, day 31.82.22.4-1.6-1.4
Locomotion velocity, session 78.59.310.63.32.8
Locomotion distance, session 77.810.010.53.23.1
Stereotopy head waving bouts, day 72.22.52.5-1.5-1.6
Stereotopy head waving duration, day 73.13.83.8-1.9-2.0
Locomotion velocity, session 80.10.20.30.60.2
Locomotion distance, session 81.11.61.81.41.2
Degree of sensitization distance10.010.110.23.23.2
Degree of sensitization stereotypy1.51.61.9-1.2-1.4
Condit. Reinf. active minus inactive responses0.80.91.1-1.0-0.8
Condit. Reinf. active-inactive response ratio0.00.00.0-0.2-0.2
Condit. Reinf. active responses0.91.11.4-1.2-0.9
Condit. Reinf. inactive responses0.50.50.9-0.9-0.4
Incentive salience index mean2.63.23.5-1.9-1.7
Condit. Reinf. lever presses2.94.04.4-2.1-1.9
Time in familiar zone, hab. session 10.40.40.60.70.5
Time in novel zone, hab. session 10.80.71.0-0.7-1.0
Total zone transitions, hab. session 10.71.01.2-0.9-1.1
Total locomotion distance, hab. session 10.20.30.4-0.6-0.5
Locomotion velocity, hab. session 10.50.71.0-1.0-0.7
Time in familiar zone, hab. session 20.80.81.01.00.8
Time in novel zone, hab. session 20.40.40.4-0.7-0.6
Total zone transitions, hab. session 21.72.22.2-1.5-1.5
Total locomotion distance, hab. session 20.40.50.5-0.7-0.7
Locomotion velocity, hab. session 20.91.21.2-1.1-1.1
Novel to familiar place preference ratio0.00.00.0-0.0-0.0
Novelty place preference0.00.00.0-0.10.0
Time in novel zone, NPP test0.00.00.1-0.3-0.1
Total zone transitions, NPP test0.20.20.4-0.6-0.3
Total locomotion distance, NPP test0.40.51.00.31.0
Locomotion velocity, NPP test0.40.61.00.41.0
Pavlov. Cond. lever latency1.01.31.41.21.1
Pavlov. Cond. magazine entry latency0.40.50.6-0.8-0.6
Pavlov. Cond. change in total contacts4.44.75.0-2.1-2.2
Pavlov. Cond. index score2.02.62.7-1.7-1.6
Pavlov. Cond. latency score1.62.12.3-1.5-1.4
Pavlov. Cond. lever contacts1.51.82.0-1.4-1.3
Pavlov. Cond. magazine entry number1.51.91.91.41.4
Pavlov. Cond. intertrial magazine entries0.30.30.5-0.7-0.4
Pavlov. Cond. lever-magazine prob. diff.2.53.13.2-1.8-1.8
Pavlov. Cond. response bias1.92.32.3-1.5-1.5
Bone: apparent density0.30.50.80.40.9
Bone surface0.00.00.1-0.20.2
Bone volume0.00.00.0-0.10.2
Bone: connectivity density1.52.33.71.01.9
Bone: cortical apparent density0.30.40.70.80.4
Bone: cortical area0.50.81.2-0.6-1.1
Bone: cortical porosity2.93.23.3-1.8-1.8
Bone: cortical porosity2.93.23.2-1.8-1.8
Bone: cortical thickness0.60.91.5-0.6-1.2
Bone: cortical thickness0.30.40.80.9-0.1
Bone: cortical tissue density0.30.50.70.90.4
Bone: elastic displacement0.50.50.8-0.9-0.5
Bone: elastic work2.53.23.9-2.0-1.6
Bone: endosteal estimation0.00.10.1-0.3-0.2
Bone: endosteal perimeter0.00.10.2-0.4-0.0
Bone: final force0.50.81.1-0.7-1.1
Bone: final moment0.91.51.7-1.1-1.3
Bone: marrow area0.00.00.1-0.2-0.1
Bone: maximum diameter0.20.40.8-0.3-0.9
Bone: maximum force1.11.92.5-1.1-1.6
Bone: maximum moment1.62.73.2-1.5-1.8
Bone: minimum diameter0.91.71.9-1.2-1.4
Bone: periosteal estimation0.10.30.4-0.4-0.6
Bone: periosteal perimeter0.10.10.1-0.4-0.4
Bone: post-yield work1.01.32.51.60.4
Bone: stiffness0.30.50.7-0.5-0.8
Bone: tissue strength0.10.10.1-0.3-0.1
Bone: trabecular number0.71.11.70.81.3
Bone: trabecular spacing1.21.62.3-0.9-1.5
Bone: trabecular thickness0.10.20.2-0.4-0.4
Bone: trabecular tissue density1.31.82.1-1.2-1.5
Breakpoint value in progressive ratio session0.00.00.10.20.1
Distance traveled before self-admin0.30.30.3-0.5-0.5
Distance traveled after self-admin0.20.20.3-0.3-0.5
Delta time in closed arm before/after self-admin0.30.30.40.40.7
Delta time in open arm before/after self-admin0.50.50.50.70.7
Diff in mean of infusions in LGA sessions3.13.53.9-2.0-1.8
Extinction: sum of active levers before priming0.90.91.00.91.0
Active lever presses in extinction session 60.90.91.01.00.9
Delta distance traveled before/after self-admin0.10.10.2-0.1-0.4
Delta ambulatory time before/after self-admin0.10.10.3-0.2-0.5
Time in closed arm before self-admin1.31.51.5-1.2-1.2
Time in closed arm after self-admin0.40.40.6-0.8-0.5
Time in open arm before self-admin0.10.10.10.20.3
Time in open arm after self-admin0.80.91.00.91.0
Sum of active levers in priming session hrs 5-62.02.02.21.51.3
Time to tail flick, vehicle, before self-admin0.50.50.6-0.8-0.7
Time to tail flick, vehicle, after self-admin0.50.50.8-0.5-0.9
Time to tail flick, test, before self-admin0.20.20.3-0.5-0.4
Time to tail flick, test, after self-admin6.66.87.82.42.8
Delta time to tail flick, vehicle, before/after SA0.30.30.50.70.4
Delta time to tail flick, test, before/after SA7.46.66.72.52.6
Ambulatory time before self-admin0.10.10.2-0.3-0.4
Ambulatory time after self-admin0.91.01.4-0.8-1.2
Total heroin consumption1.11.31.6-1.0-1.3
Area under the delay curve1.71.82.5-1.0-1.6
Delay disc. indifference point, 0s delay0.10.10.2-0.5-0.2
Delay disc. indifference point, 16s delay0.60.61.0-0.4-1.0
Delay disc. indifference point, 2s delay1.41.51.6-1.3-1.2
Delay disc. indifference point, 24s delay0.60.51.0-0.3-1.0
Delay disc. indifference point, 4s delay1.92.02.7-1.2-1.6
Delay disc. indifference point, 8s delay1.81.92.6-1.1-1.6
Delay discount exponential model param2.12.23.11.11.8
Delay discount hyperbolic model param2.72.93.91.42.0
Fecal boli incidents, locomotor time 11.01.11.6-0.8-1.3
Change in fecal boli incidents, locomotor task0.30.30.50.40.7
Time >=10cm from walls, locomotor time 10.20.20.3-0.60.0
Bouts of movement, locomotor time 10.00.00.10.0-0.3
Total resting periods, locomotor time 10.20.20.40.60.1
Rest time, locomotor task time 10.20.20.40.6-0.0
Distance moved, locomotor task time 10.10.10.2-0.10.4
Vertical activity count, locomotor time 11.81.92.5-1.6-1.1
Time >=10cm from walls, locomotor time 20.10.10.2-0.5-0.2
Bouts of movement, locomotor time 20.20.20.4-0.1-0.7
Total resting periods, locomotor time 20.30.30.6-0.0-0.7
Rest time, locomotor task time 20.40.50.70.4-0.9
Distance moved, locomotor task time 20.10.20.2-0.50.3
Vertical activity count, locomotor time 21.11.21.8-1.3-0.8
Weight adjusted by age3.84.25.1-2.3-1.8
Seeking ratio, delayed vs. immediate footshock0.10.10.1-0.40.2
Locomotion in novel chamber0.10.20.2-0.4-0.5
Locomotion in novel chamber post-restriction0.20.20.4-0.2-0.7
Progressive ratio1.41.61.7-1.3-1.2
Food seeking constrained by brief footshock1.61.92.61.61.1
Seeking ratio, punishment vs. effort1.31.72.11.41.1
Run reversals in cocaine runway, females0.80.80.90.90.9
Run reversals in cocaine runway, males3.83.75.0-1.5-2.2
Latency to leave start box in cocaine runway0.00.00.00.20.1
Latency to leave start box in cocaine runway, F0.30.30.4-0.5-0.6
Latency to leave start box in cocaine runway, M0.70.71.10.61.0
Cd content in liver0.00.00.1-0.00.3
Co content in liver0.20.20.30.2-0.6
Cu content in liver0.10.20.2-0.3-0.5
Fe content in liver0.70.81.20.61.1
K content in liver1.01.01.01.01.0
Mg content in liver1.01.01.01.01.0
Mn content in liver1.51.72.01.21.4
Na content in liver9.710.311.3-3.4-3.0
Rb content in liver1.11.41.51.11.2
Se content in liver0.50.61.2-1.1-0.3
Sr content in liver0.70.61.00.51.0
Zn content in liver3.43.84.5-2.1-1.8