LOC108352150

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 NAcc isoform ratio XR_001840306.3 0.03 0.02 7.2e-06 0.03 0.04 0.03 0.03 8.7e-06 2.6e-06 8.4e-06 8.4e-06
2 pVTA gene expression LOC108352150 0.12 0.08 1.5e-06 0.07 0.07 0.07 0.04 1.2e-06 3.3e-06 1.2e-06 3.8e-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 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 density0.30.50.6-0.60.7
Area under the delay curve0.10.20.40.6-0.1
BMI with tail0.00.20.3-0.50.2
BMI without tail0.42.22.2-1.51.5
Body weight1.67.07.3-2.72.6
Weight adjusted by age1.13.33.51.9-1.7
Bone surface4.28.39.3-2.73.1
Bone volume2.65.26.1-2.12.5
Breakpoint value in progressive ratio session0.91.62.31.5-1.0
Number of licking bursts0.00.10.1-0.30.3
Context. condit. distance diff. score0.10.10.10.3-0.1
Locomotion velocity, session 10.30.30.4-0.50.6
Locomotion distance, session 10.00.00.1-0.00.3
Locomotion velocity, session 20.60.80.8-0.90.9
Locomotion distance, session 20.00.00.0-0.10.1
Locomotion velocity, session 31.92.22.21.5-1.5
Locomotion distance, session 30.10.10.30.5-0.2
Stereotopy head waving bouts, day 32.52.93.41.8-1.6
Stereotopy head waving duration, day 32.12.62.91.7-1.5
Locomotion velocity, session 70.50.50.60.7-0.8
Locomotion distance, session 70.00.10.1-0.30.2
Stereotopy head waving bouts, day 72.93.33.71.7-1.9
Stereotopy head waving duration, day 74.15.15.82.1-2.4
Locomotion velocity, session 80.10.10.2-0.30.4
Locomotion distance, session 80.10.10.2-0.40.4
Degree of sensitization distance0.40.40.5-0.70.6
Degree of sensitization stereotypy2.22.43.01.3-1.7
Conditioned locomotion0.00.00.0-0.1-0.1
Cocaine response after cond. corrected0.10.10.20.4-0.3
Cocaine response after cond. not corrected0.20.20.30.5-0.4
Cocaine response before conditioning0.00.00.10.3-0.1
Saline control response0.20.30.5-0.70.4
Bone: connectivity density0.81.21.4-1.01.2
Bone: cortical apparent density3.96.26.62.6-2.4
Bone: cortical area0.71.21.4-1.21.0
Bone: cortical porosity4.24.65.3-2.32.0
Bone: cortical porosity3.33.64.0-2.01.8
Bone: cortical thickness5.59.210.12.9-3.2
Bone: cortical thickness1.61.92.61.1-1.6
Bone: cortical tissue density3.86.16.42.5-2.4
Condit. Reinf. active minus inactive responses3.94.54.9-2.02.2
Condit. Reinf. active-inactive response ratio1.31.41.7-1.11.3
Condit. Reinf. active responses3.95.05.3-2.22.3
Condit. Reinf. inactive responses0.91.21.2-1.11.1
Incentive salience index mean2.12.72.8-1.61.7
Condit. Reinf. lever presses0.00.00.0-0.2-0.1
Condit. Reinf. active minus inactive responses5.58.58.7-2.92.9
Condit. Reinf. active-inactive response ratio2.74.34.8-2.21.9
Condit. Reinf. active responses8.111.611.7-3.43.4
Condit. Reinf. inactive responses2.74.04.5-1.92.1
Condit. Reinf. lever presses4.86.98.3-2.92.4
Condit. Reinf. lever reinforcers received7.810.911.3-3.43.2
Conditioned reinforcement - actives0.41.61.9-1.41.1
Conditioned reinforcement - inactives0.30.70.9-1.00.7
Conditioned locomotion3.04.54.7-2.12.2
Patch foraging indifference point 0 sec3.911.011.1-3.33.3
Patch foraging indifference point AUC0.40.91.2-0.81.1
Delay disc. indifference point, 0s delay1.31.41.51.2-1.2
Delay disc. indifference point, 16s delay0.00.00.00.10.1
Delay disc. indifference point, 2s delay0.50.61.1-0.21.1
Delay disc. indifference point, 24s delay0.50.81.1-0.81.0
Delay disc. indifference point, 4s delay0.91.01.11.0-0.9
Delay disc. indifference point, 8s delay0.81.41.91.4-0.9
Indifference point function ln k0.20.60.70.7-0.8
Indifference point function log k0.20.60.70.7-0.8
Patch foraging total patch changes 0 sec3.610.510.6-3.33.2
Patch foraging total patch changes 12 sec7.39.810.6-3.03.3
Patch foraging total patch changes 18 sec1.22.83.0-1.61.7
Patch foraging total patch changes 24 sec1.44.95.4-2.12.3
Patch foraging total patch changes 6 sec5.49.29.3-3.03.0
Patch foraging time to switch 0 sec0.20.70.90.7-1.0
Patch foraging water rate 0 sec1.03.94.1-1.92.0
Patch foraging water rate 12 sec0.00.10.10.2-0.3
Patch foraging water rate 18 sec0.00.00.1-0.00.3
Patch foraging water rate 24 sec0.20.30.50.70.0
Patch foraging water rate 6 sec0.20.20.30.5-0.4
Seeking ratio, delayed vs. immediate footshock0.10.10.10.4-0.3
Distance traveled before self-admin0.40.81.11.1-0.7
Distance traveled after self-admin0.10.20.3-0.30.5
Extensor digitorum longus weight1.76.87.22.5-2.7
Bone: elastic displacement1.31.71.71.3-1.3
Bone: elastic work0.00.00.00.0-0.1
Bone: endosteal estimation18.044.044.3-6.76.6
Bone: endosteal perimeter14.936.638.5-5.96.2
Epididymis fat weight0.00.10.2-0.50.2
Delta time in closed arm before/after self-admin0.20.20.20.4-0.4
Delta time in open arm before/after self-admin0.60.70.70.8-0.9
Diff in mean of infusions in LGA sessions1.22.12.21.5-1.4
Delay discount exponential model param0.00.10.1-0.3-0.2
Extinction: sum of active levers before priming0.40.60.90.9-0.6
Active lever presses in extinction session 61.81.82.5-1.01.6
Bone: final force1.32.12.1-1.51.5
Bone: final moment1.52.32.4-1.51.5
Food consumed during 24 hour testing period0.40.91.3-1.10.7
Glucose1.93.03.61.9-1.5
Heart weight0.30.50.70.6-0.8
Delay discount hyperbolic model param0.10.10.2-0.4-0.1
Intermittent access intake day 1-15 change0.00.30.5-0.70.2
Intermittent access intake escalation0.10.50.7-0.80.5
Intermittent access intake escalation 20.81.31.7-1.31.0
Intermitt. access day 1 inactive lever presses0.00.60.8-0.90.6
Intermitt. access day 15 inactive lever presses0.10.30.4-0.70.5
Intermitt. access escalation Index0.20.61.00.6-1.0
Intermittent access day 1 total infusions0.41.11.4-0.91.2
Intermittent access day 15 total infusions1.02.52.7-1.61.5
Intermittent access terminal intake (last 3 days)3.25.56.0-2.42.2
Intermittent access total infusions3.84.54.7-2.12.2
Intermittent access day 1 locomotion2.24.14.4-2.02.1
Intermittent access day 15 total locomotion2.07.98.0-2.82.8
Intermittent access total locomotion9.711.712.0-3.43.5
Intermittent access standard deviation0.21.11.4-1.01.2
Left kidney weight0.00.00.00.00.1
Right kidney weight0.00.00.10.1-0.2
Cocaine induced anxiety0.00.00.00.10.1
Post-drug Anxiety0.60.61.11.1-0.3
Baseline Anxiety0.50.81.01.0-0.7
Tail length1.910.210.9-3.13.3
Length with tail1.98.48.9-2.83.0
Length without tail0.00.20.3-0.60.3
Times rat made contact with spout0.80.91.1-1.10.8
Lifetime Intake3.24.04.5-1.92.1
Liver weight, left2.44.24.4-2.12.0
Liver weight, right0.30.50.70.5-0.8
Locomotor activity2.13.23.5-1.91.7
Locomotor testing distance0.71.71.9-1.41.3
Locomotor testing rearing0.20.71.1-1.00.6
Locomotion in novel chamber0.60.81.21.1-0.6
Locomotion in novel chamber post-restriction0.31.01.5-0.71.2
Fecal boli incidents, locomotor time 10.10.20.30.5-0.3
Change in fecal boli incidents, locomotor task0.60.70.7-0.80.8
Time >=10cm from walls, locomotor time 10.81.01.21.1-0.9
Bouts of movement, locomotor time 10.20.30.30.6-0.6
Total resting periods, locomotor time 10.30.40.40.6-0.6
Rest time, locomotor task time 10.91.41.61.3-1.1
Distance moved, locomotor task time 10.00.10.2-0.30.4
Vertical activity count, locomotor time 10.00.00.1-0.30.1
Time >=10cm from walls, locomotor time 20.51.41.71.0-1.3
Bouts of movement, locomotor time 20.51.61.81.2-1.4
Total resting periods, locomotor time 20.52.02.21.3-1.5
Rest time, locomotor task time 24.57.58.73.0-2.5
Distance moved, locomotor task time 20.10.20.3-0.50.2
Vertical activity count, locomotor time 21.02.43.4-1.81.2
Light reinforcement 10.10.50.50.7-0.7
Light reinforcement 20.51.11.71.3-0.6
Bone: marrow area17.342.442.8-6.56.5
Bone: maximum diameter5.310.611.5-3.13.4
Bone: maximum force2.14.14.6-1.92.1
Bone: maximum moment2.44.54.9-2.02.2
Mean time between licks in bursts0.00.20.3-0.10.5
Mean num. licks in bursts0.00.00.0-0.10.1
Cd content in liver1.21.31.31.2-1.2
Co content in liver1.92.22.41.5-1.4
Cu content in liver0.10.20.2-0.40.4
Fe content in liver0.40.50.5-0.70.7
K content in liver0.10.10.10.10.3
Mg content in liver0.20.20.30.5-0.4
Mn content in liver0.20.20.3-0.30.6
Na content in liver0.10.20.30.5-0.2
Rb content in liver0.20.30.40.6-0.4
Se content in liver1.51.82.51.6-1.0
Sr content in liver0.00.00.0-0.10.1
Zn content in liver0.50.60.80.9-0.7
Bone: minimum diameter13.125.125.7-5.15.0
Time in familiar zone, hab. session 11.21.41.5-1.21.1
Time in novel zone, hab. session 10.60.60.80.7-0.9
Total zone transitions, hab. session 10.20.30.3-0.50.5
Total locomotion distance, hab. session 10.81.21.3-1.11.0
Locomotion velocity, hab. session 10.71.01.0-1.01.0
Time in familiar zone, hab. session 21.11.31.3-1.21.1
Time in novel zone, hab. session 20.40.50.60.7-0.6
Total zone transitions, hab. session 20.00.00.00.1-0.2
Total locomotion distance, hab. session 20.20.20.2-0.40.5
Locomotion velocity, hab. session 20.00.00.1-0.20.2
Novel to familiar place preference ratio2.12.72.9-1.61.7
Novelty place preference1.41.71.9-1.31.4
Time in novel zone, NPP test1.31.61.7-1.21.3
Total zone transitions, NPP test0.00.00.00.1-0.1
Total locomotion distance, NPP test0.50.70.8-0.90.8
Locomotion velocity, NPP test0.10.10.1-0.30.3
Intraocular pressure0.00.00.1-0.20.0
Delta distance traveled before/after self-admin0.70.71.1-1.10.6
Delta ambulatory time before/after self-admin1.22.12.8-1.71.2
Parametrial fat weight0.10.20.3-0.40.5
Pavlov. Cond. lever latency0.20.20.40.6-0.2
Pavlov. Cond. magazine entry latency2.22.82.9-1.61.7
Pavlov. Cond. change in total contacts1.41.51.9-1.41.1
Pavlov. Cond. index score1.11.51.7-1.31.1
Pavlov. Cond. latency score0.60.81.1-1.00.8
Pavlov. Cond. lever contacts0.10.10.3-0.50.1
Pavlov. Cond. magazine entry number1.41.81.81.3-1.4
Pavlov. Cond. intertrial magazine entries2.22.63.2-1.41.8
Pavlov. Cond. lever-magazine prob. diff.1.11.41.6-1.21.1
Pavlov. Cond. response bias2.02.52.5-1.61.6
Pavlov. Cond. lever latency1.01.41.91.4-1.0
Pavlov. Cond. magazine entry latency1.72.32.51.5-1.6
Pavlov. Cond. change in total contacts0.20.50.7-0.90.6
Pavlov. Cond. index score0.10.20.4-0.60.2
Pavlov. Cond. latency score0.00.10.1-0.40.0
Pavlov. Cond. lever contacts0.71.11.4-1.20.8
Pavlov. Cond. magazine entry number2.73.43.7-1.81.9
Pavlov. Cond. intertrial magazine entries5.011.011.2-3.33.4
Pavlov. Cond. lever-magazine prob. diff.0.10.10.2-0.40.1
Pavlov. Cond. response bias0.30.40.6-0.80.5
Time in closed arm before self-admin0.40.71.0-1.00.7
Time in closed arm after self-admin0.00.00.0-0.1-0.0
Time in open arm before self-admin1.51.82.11.3-1.4
Time in open arm after self-admin0.91.01.01.0-1.0
Bone: periosteal estimation11.126.427.2-5.25.1
Bone: periosteal perimeter4.18.18.7-2.73.0
Bone: post-yield work1.83.23.5-1.71.9
Progressive ratio test 1 active lever presses2.84.95.3-2.32.1
Progressive ratio test 1 breakpoint3.15.45.9-2.42.2
Progressive ratio test 1 inactive lever presses2.25.66.0-2.52.3
Progressive ratio test 2 active lever presses1.92.73.1-1.51.8
Progressive ratio test 2 breakpoint2.43.13.6-1.61.9
Progressive ratio test 2 inactive lever presses0.51.72.0-1.21.4
Incentive Sensitization - Responses0.00.10.20.10.4
Incentive Sensitization - Breakpoint0.10.10.20.10.5
Sum of active levers in priming session hrs 5-60.20.20.30.6-0.3
Progressive ratio0.20.61.11.1-0.3
Food seeking constrained by brief footshock3.54.45.0-2.21.9
Seeking ratio, punishment vs. effort1.53.44.2-2.11.6
Retroperitoneal fat weight0.10.40.4-0.60.6
Reaction time number correct0.20.70.80.9-0.8
Reaction time mean minus median0.00.10.20.3-0.4
Reaction time mean minus median AUC0.00.00.0-0.00.0
Reaction time num false alarms1.72.93.4-1.61.8
Reaction time num false alarms AUC1.94.34.7-2.02.2
Reaction time trials correct on left0.20.70.80.9-0.8
Reaction time trials on left0.20.60.70.8-0.8
Reaction time mean0.00.00.00.20.2
Reaction time mean AUC0.00.00.00.20.0
Median of all reaction times0.10.10.20.10.4
Reaction time omissions0.71.21.4-1.01.2
Reaction time false alarm rate2.94.04.2-1.92.0
Reaction time premature initiation rate0.30.50.7-0.60.8
Reaction time premature initiations0.00.10.1-0.20.4
Std. dev. reaction times0.00.00.1-0.20.2
Reaction time trials completed0.20.60.70.8-0.8
Reaction time trials AUC0.20.60.60.8-0.7
Run reversals in cocaine runway, females2.62.93.01.7-1.7
Run reversals in cocaine runway, males0.30.30.50.7-0.4
Latency to leave start box in cocaine runway0.60.81.00.8-1.0
Latency to leave start box in cocaine runway, F1.62.02.11.4-1.4
Latency to leave start box in cocaine runway, M0.10.10.1-0.3-0.1
Std. dev. time between licks in bursts0.30.50.60.8-0.7
Total sessions with >9 infusions0.00.00.0-0.20.2
Short access day 1 total inactive lever presses0.40.71.0-0.71.0
Short access day 10 total inactive lever presses0.00.00.00.2-0.0
Short access day 1 total infusions0.10.10.20.20.5
Short access day 10 total infusions2.84.75.4-2.32.0
Short access total infusions1.21.82.0-1.21.4
Short access day 1 locomotion0.40.60.8-0.70.9
Short access day 10 total locomotion2.08.28.5-2.82.9
Short access total locomotion1.31.92.2-1.31.5
One hour access (0.3 mA shock)1.72.02.1-1.51.4
Compulsive drug intake0.10.20.3-0.60.1
One hour access (shock baseline)0.30.70.9-0.70.9
Social response proportion0.30.40.5-0.70.5
Social responses2.12.73.5-1.91.4
Social time0.00.10.10.2-0.3
Soleus weight0.00.10.10.30.0
Bone: stiffness1.22.12.2-1.51.4
Tibialis anterior weight0.00.00.1-0.1-0.3
Time to tail flick, vehicle, before self-admin0.20.30.5-0.10.7
Time to tail flick, vehicle, after self-admin0.00.10.1-0.10.3
Time to tail flick, test, before self-admin1.01.11.4-1.20.9
Time to tail flick, test, after self-admin1.51.62.0-1.41.1
Delta time to tail flick, vehicle, before/after SA0.90.91.3-1.10.8
Delta time to tail flick, test, before/after SA0.00.00.00.10.2
Tibia length0.00.10.1-0.20.3
Ambulatory time before self-admin0.41.11.51.2-0.8
Ambulatory time after self-admin0.10.20.3-0.40.5
Bone: tissue strength1.01.01.41.2-0.9
Total heroin consumption0.30.30.5-0.30.7
Bone: trabecular number0.40.81.0-0.71.0
Bone: trabecular spacing0.20.20.40.4-0.6
Bone: trabecular thickness0.60.80.8-0.90.9
Bone: trabecular tissue density0.71.21.31.2-1.1
Water consumed over 24 hours0.00.00.1-0.20.2
Number of responses in last shaping day0.40.50.70.9-0.5