Glis1

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 pVTA gene expression Glis1 0.04 0.03 5.1e-03 0.01 0.01 0.02 0.02 6.0e-02 4.4e-02 6.1e-03 6.3e-03
2 NAcc gene expression Glis1 0.02 0.02 3.1e-03 0.01 0.01 0.01 0.02 7.8e-03 3.2e-03 5.1e-03 1.5e-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 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 density0.20.40.5-0.50.7
Area under the delay curve0.10.10.2-0.40.2
BMI with tail1.13.93.92.0-2.0
BMI without tail0.21.21.80.8-1.3
Body weight0.83.43.61.9-1.8
Weight adjusted by age0.20.71.21.1-0.5
Bone surface0.00.00.1-0.30.1
Bone volume0.10.20.20.5-0.4
Breakpoint value in progressive ratio session0.00.00.10.30.1
Number of licking bursts0.10.40.80.90.0
Context. condit. distance diff. score0.20.20.40.20.6
Locomotion velocity, session 11.01.11.5-0.91.2
Locomotion distance, session 10.00.10.1-0.1-0.3
Locomotion velocity, session 21.01.21.5-0.91.2
Locomotion distance, session 20.50.71.30.3-1.1
Locomotion velocity, session 30.10.10.2-0.10.4
Locomotion distance, session 30.10.10.10.3-0.3
Stereotopy head waving bouts, day 30.10.10.10.3-0.3
Stereotopy head waving duration, day 30.00.00.00.1-0.1
Locomotion velocity, session 70.00.10.10.1-0.3
Locomotion distance, session 70.10.20.3-0.6-0.1
Stereotopy head waving bouts, day 70.80.91.3-0.71.1
Stereotopy head waving duration, day 70.60.71.2-0.41.1
Locomotion velocity, session 80.91.12.1-0.51.4
Locomotion distance, session 80.00.10.10.3-0.2
Degree of sensitization distance0.10.10.2-0.1-0.5
Degree of sensitization stereotypy0.50.50.8-0.60.9
Conditioned locomotion0.30.30.40.5-0.6
Cocaine response after cond. corrected0.81.21.51.0-1.2
Cocaine response after cond. not corrected1.62.32.51.6-1.4
Cocaine response before conditioning0.30.40.70.9-0.2
Saline control response0.40.60.9-1.00.4
Bone: connectivity density0.91.41.6-1.21.1
Bone: cortical apparent density1.32.02.9-1.11.7
Bone: cortical area1.62.53.41.3-1.8
Bone: cortical porosity0.30.30.60.80.1
Bone: cortical porosity0.30.30.40.60.4
Bone: cortical thickness3.86.37.12.3-2.7
Bone: cortical thickness3.23.94.92.2-1.7
Bone: cortical tissue density1.52.33.2-1.21.8
Condit. Reinf. active minus inactive responses0.50.60.80.9-0.6
Condit. Reinf. active-inactive response ratio1.11.21.61.3-0.8
Condit. Reinf. active responses0.70.91.01.0-1.0
Condit. Reinf. inactive responses0.10.20.3-0.5-0.1
Incentive salience index mean1.72.22.51.6-1.4
Condit. Reinf. lever presses1.52.22.71.3-1.6
Condit. Reinf. active minus inactive responses0.10.10.2-0.1-0.4
Condit. Reinf. active-inactive response ratio0.10.20.4-0.60.1
Condit. Reinf. active responses0.20.30.40.3-0.7
Condit. Reinf. inactive responses0.60.91.11.0-0.9
Condit. Reinf. lever presses0.40.61.1-1.00.4
Condit. Reinf. lever reinforcers received0.10.20.30.2-0.5
Conditioned reinforcement - actives0.31.21.41.0-1.2
Conditioned reinforcement - inactives0.30.81.61.3-0.1
Conditioned locomotion0.10.10.2-0.2-0.5
Patch foraging indifference point 0 sec0.20.40.5-0.6-0.7
Patch foraging indifference point AUC0.20.50.9-0.90.3
Delay disc. indifference point, 0s delay0.20.20.3-0.30.5
Delay disc. indifference point, 16s delay0.50.71.10.5-1.1
Delay disc. indifference point, 2s delay0.10.10.20.40.3
Delay disc. indifference point, 24s delay0.30.40.8-0.90.2
Delay disc. indifference point, 4s delay0.10.10.1-0.30.1
Delay disc. indifference point, 8s delay0.20.30.5-0.70.1
Indifference point function ln k0.20.50.60.6-0.8
Indifference point function log k0.20.50.60.6-0.8
Patch foraging total patch changes 0 sec0.20.50.5-0.6-0.7
Patch foraging total patch changes 12 sec1.52.12.9-1.71.1
Patch foraging total patch changes 18 sec0.10.10.10.3-0.4
Patch foraging total patch changes 24 sec0.30.91.30.7-1.1
Patch foraging total patch changes 6 sec0.20.40.4-0.6-0.6
Patch foraging time to switch 0 sec0.41.52.9-0.41.7
Patch foraging water rate 0 sec0.82.94.21.2-2.1
Patch foraging water rate 12 sec1.03.95.41.5-2.3
Patch foraging water rate 18 sec0.00.00.0-0.2-0.2
Patch foraging water rate 24 sec0.20.20.30.5-0.5
Patch foraging water rate 6 sec0.81.22.10.6-1.4
Seeking ratio, delayed vs. immediate footshock3.24.55.52.3-1.9
Distance traveled before self-admin0.40.91.50.6-1.2
Distance traveled after self-admin0.81.42.8-0.1-1.7
Extensor digitorum longus weight1.35.36.62.6-2.0
Bone: elastic displacement0.00.10.10.3-0.2
Bone: elastic work0.10.20.3-0.2-0.5
Bone: endosteal estimation0.10.20.3-0.40.6
Bone: endosteal perimeter0.30.71.0-1.00.7
Epididymis fat weight0.10.60.8-0.90.7
Delta time in closed arm before/after self-admin0.00.00.0-0.0-0.0
Delta time in open arm before/after self-admin0.60.71.4-1.20.0
Diff in mean of infusions in LGA sessions0.10.20.30.5-0.3
Delay discount exponential model param0.10.10.20.5-0.3
Extinction: sum of active levers before priming0.20.30.60.8-0.2
Active lever presses in extinction session 63.13.13.41.8-1.7
Bone: final force0.00.00.0-0.2-0.1
Bone: final moment0.00.00.1-0.0-0.2
Food consumed during 24 hour testing period0.10.30.4-0.6-0.4
Glucose0.20.30.40.4-0.6
Heart weight2.64.25.72.4-1.6
Delay discount hyperbolic model param0.10.10.20.4-0.3
Intermittent access intake day 1-15 change0.00.20.30.2-0.5
Intermittent access intake escalation0.00.20.30.2-0.6
Intermittent access intake escalation 20.10.10.2-0.4-0.1
Intermitt. access day 1 inactive lever presses0.22.52.91.7-1.4
Intermitt. access day 15 inactive lever presses0.10.50.50.7-0.7
Intermitt. access escalation Index0.00.00.1-0.3-0.1
Intermittent access day 1 total infusions0.10.40.70.90.1
Intermittent access day 15 total infusions0.20.40.60.8-0.4
Intermittent access terminal intake (last 3 days)0.00.10.10.3-0.1
Intermittent access total infusions0.10.20.30.60.2
Intermittent access day 1 locomotion0.20.40.70.90.4
Intermittent access day 15 total locomotion0.00.00.00.00.2
Intermittent access total locomotion0.10.10.10.20.3
Intermittent access standard deviation0.84.15.72.4-1.6
Left kidney weight3.125.227.94.7-5.3
Right kidney weight2.114.817.53.5-4.2
Cocaine induced anxiety0.00.00.10.1-0.3
Post-drug Anxiety0.70.81.11.0-0.8
Baseline Anxiety1.83.05.12.3-1.0
Tail length0.00.00.0-0.00.0
Length with tail0.10.60.70.7-0.8
Length without tail0.73.84.81.7-2.2
Times rat made contact with spout0.10.10.1-0.4-0.1
Lifetime Intake0.20.20.30.60.3
Liver weight, left0.00.10.1-0.30.1
Liver weight, right0.40.70.8-0.80.9
Locomotor activity0.10.10.2-0.5-0.1
Locomotor testing distance0.10.20.4-0.4-0.6
Locomotor testing rearing0.00.10.1-0.3-0.1
Locomotion in novel chamber3.34.45.21.9-2.3
Locomotion in novel chamber post-restriction0.41.11.71.3-0.7
Fecal boli incidents, locomotor time 10.00.00.1-0.3-0.1
Change in fecal boli incidents, locomotor task0.40.40.4-0.60.6
Time >=10cm from walls, locomotor time 10.50.60.8-0.90.7
Bouts of movement, locomotor time 10.71.01.2-1.10.9
Total resting periods, locomotor time 10.70.80.9-1.00.8
Rest time, locomotor task time 10.10.20.2-0.50.5
Distance moved, locomotor task time 10.00.10.10.3-0.1
Vertical activity count, locomotor time 10.10.40.60.4-0.8
Time >=10cm from walls, locomotor time 20.00.10.10.0-0.4
Bouts of movement, locomotor time 20.00.10.20.10.5
Total resting periods, locomotor time 20.00.10.30.00.5
Rest time, locomotor task time 20.50.81.3-1.10.6
Distance moved, locomotor task time 21.11.51.51.2-1.2
Vertical activity count, locomotor time 20.82.02.41.2-1.6
Light reinforcement 10.10.30.50.7-0.3
Light reinforcement 20.71.61.81.3-1.2
Bone: marrow area0.10.20.2-0.40.5
Bone: maximum diameter0.30.60.70.8-0.8
Bone: maximum force0.10.10.1-0.4-0.3
Bone: maximum moment0.10.10.2-0.2-0.4
Mean time between licks in bursts0.52.83.6-1.41.9
Mean num. licks in bursts0.10.30.3-0.6-0.5
Cd content in liver0.60.61.2-0.31.1
Co content in liver0.00.00.1-0.10.2
Cu content in liver1.11.32.6-1.60.2
Fe content in liver0.40.50.80.5-0.9
K content in liver0.50.50.9-0.90.2
Mg content in liver0.60.61.2-0.2-1.1
Mn content in liver0.10.10.10.30.1
Na content in liver0.10.10.2-0.50.2
Rb content in liver0.00.00.0-0.20.1
Se content in liver0.10.10.1-0.20.3
Sr content in liver0.40.40.70.8-0.0
Zn content in liver0.50.60.8-0.90.7
Bone: minimum diameter0.20.40.7-0.3-0.8
Time in familiar zone, hab. session 10.10.10.2-0.40.1
Time in novel zone, hab. session 10.30.30.5-0.40.7
Total zone transitions, hab. session 10.00.00.00.2-0.0
Total locomotion distance, hab. session 10.60.91.20.8-1.1
Locomotion velocity, hab. session 10.30.40.70.5-0.8
Time in familiar zone, hab. session 20.60.61.0-1.00.5
Time in novel zone, hab. session 20.00.00.10.3-0.0
Total zone transitions, hab. session 20.10.10.2-0.0-0.4
Total locomotion distance, hab. session 20.60.71.20.5-1.1
Locomotion velocity, hab. session 20.81.11.70.7-1.3
Novel to familiar place preference ratio0.40.50.8-0.4-0.9
Novelty place preference0.30.40.5-0.6-0.7
Time in novel zone, NPP test0.20.20.3-0.4-0.5
Total zone transitions, NPP test1.01.51.61.2-1.2
Total locomotion distance, NPP test1.42.02.61.2-1.6
Locomotion velocity, NPP test2.13.03.91.5-2.0
Intraocular pressure0.10.10.20.3-0.4
Delta distance traveled before/after self-admin0.30.30.60.1-0.7
Delta ambulatory time before/after self-admin0.10.20.40.1-0.6
Parametrial fat weight0.30.81.3-1.2-0.4
Pavlov. Cond. lever latency2.12.73.4-1.41.8
Pavlov. Cond. magazine entry latency0.40.50.7-0.80.6
Pavlov. Cond. change in total contacts0.10.10.20.3-0.5
Pavlov. Cond. index score0.30.40.60.5-0.8
Pavlov. Cond. latency score0.50.60.80.6-0.9
Pavlov. Cond. lever contacts1.61.92.61.1-1.6
Pavlov. Cond. magazine entry number0.10.10.20.2-0.4
Pavlov. Cond. intertrial magazine entries0.20.20.40.0-0.6
Pavlov. Cond. lever-magazine prob. diff.0.40.60.90.5-0.9
Pavlov. Cond. response bias0.10.10.20.3-0.4
Pavlov. Cond. lever latency0.40.61.11.10.1
Pavlov. Cond. magazine entry latency1.92.84.2-2.01.2
Pavlov. Cond. change in total contacts0.30.71.4-1.20.3
Pavlov. Cond. index score1.32.13.7-1.90.7
Pavlov. Cond. latency score1.21.93.4-1.80.6
Pavlov. Cond. lever contacts0.30.50.9-1.00.0
Pavlov. Cond. magazine entry number2.83.65.12.3-1.5
Pavlov. Cond. intertrial magazine entries0.10.20.30.60.4
Pavlov. Cond. lever-magazine prob. diff.1.72.64.6-2.10.8
Pavlov. Cond. response bias0.91.22.1-1.50.6
Time in closed arm before self-admin0.50.91.1-1.00.9
Time in closed arm after self-admin0.40.50.6-0.60.8
Time in open arm before self-admin0.30.30.40.5-0.7
Time in open arm after self-admin0.60.61.2-0.3-1.1
Bone: periosteal estimation0.30.81.00.8-1.0
Bone: periosteal perimeter0.10.20.30.1-0.6
Bone: post-yield work0.10.10.2-0.20.4
Progressive ratio test 1 active lever presses0.81.42.41.6-0.6
Progressive ratio test 1 breakpoint0.81.32.31.5-0.6
Progressive ratio test 1 inactive lever presses0.51.42.51.6-0.6
Progressive ratio test 2 active lever presses0.40.60.80.9-0.6
Progressive ratio test 2 breakpoint0.40.60.80.9-0.6
Progressive ratio test 2 inactive lever presses0.00.10.20.5-0.2
Incentive Sensitization - Responses0.00.00.0-0.10.0
Incentive Sensitization - Breakpoint0.00.00.0-0.0-0.0
Sum of active levers in priming session hrs 5-61.11.11.71.3-0.7
Progressive ratio0.31.01.11.0-1.0
Food seeking constrained by brief footshock3.24.04.4-1.92.1
Seeking ratio, punishment vs. effort2.35.15.5-2.22.3
Retroperitoneal fat weight0.31.21.9-1.40.8
Reaction time number correct0.00.00.00.20.1
Reaction time mean minus median0.10.50.6-0.80.6
Reaction time mean minus median AUC0.00.20.2-0.40.5
Reaction time num false alarms0.61.11.70.6-1.3
Reaction time num false alarms AUC0.92.13.11.1-1.7
Reaction time trials correct on left0.00.00.00.20.1
Reaction time trials on left0.00.00.00.20.2
Reaction time mean0.51.21.6-1.30.8
Reaction time mean AUC0.51.21.6-1.30.9
Median of all reaction times0.71.11.3-1.20.9
Reaction time omissions0.10.10.2-0.40.0
Reaction time false alarm rate1.42.03.01.0-1.7
Reaction time premature initiation rate1.21.93.2-1.80.8
Reaction time premature initiations0.61.92.8-1.71.0
Std. dev. reaction times0.10.40.7-0.80.4
Reaction time trials completed0.00.00.00.20.2
Reaction time trials AUC0.00.00.10.2-0.0
Run reversals in cocaine runway, females0.30.40.6-0.70.4
Run reversals in cocaine runway, males1.82.02.21.5-1.3
Latency to leave start box in cocaine runway1.72.34.02.0-0.8
Latency to leave start box in cocaine runway, F4.05.08.12.8-1.4
Latency to leave start box in cocaine runway, M0.40.40.4-0.60.6
Std. dev. time between licks in bursts1.42.73.6-1.31.9
Total sessions with >9 infusions0.30.40.50.70.5
Short access day 1 total inactive lever presses1.63.34.12.0-1.6
Short access day 10 total inactive lever presses0.10.61.10.3-1.0
Short access day 1 total infusions0.40.71.41.2-0.1
Short access day 10 total infusions0.40.71.41.2-0.2
Short access total infusions0.20.30.50.70.4
Short access day 1 locomotion0.30.40.50.6-0.7
Short access day 10 total locomotion0.10.50.50.7-0.7
Short access total locomotion0.10.10.20.10.5
One hour access (0.3 mA shock)0.20.20.4-0.10.6
Compulsive drug intake0.60.81.2-0.71.1
One hour access (shock baseline)0.41.11.31.1-1.0
Social response proportion0.50.60.7-0.80.7
Social responses1.82.32.4-1.51.5
Social time0.00.00.10.3-0.1
Soleus weight2.57.510.42.1-3.2
Bone: stiffness0.00.00.00.2-0.0
Tibialis anterior weight4.716.119.14.4-3.6
Time to tail flick, vehicle, before self-admin2.93.64.42.1-1.6
Time to tail flick, vehicle, after self-admin1.12.23.82.0-0.7
Time to tail flick, test, before self-admin0.91.11.30.9-1.2
Time to tail flick, test, after self-admin2.22.32.91.7-1.3
Delta time to tail flick, vehicle, before/after SA0.30.30.60.8-0.3
Delta time to tail flick, test, before/after SA0.20.30.50.7-0.1
Tibia length0.20.60.80.9-0.5
Ambulatory time before self-admin0.20.71.00.7-1.0
Ambulatory time after self-admin0.40.71.20.3-1.1
Bone: tissue strength1.61.62.4-1.60.9
Total heroin consumption0.20.30.30.50.6
Bone: trabecular number0.81.51.8-1.31.1
Bone: trabecular spacing2.73.94.92.2-1.7
Bone: trabecular thickness0.71.01.6-1.20.6
Bone: trabecular tissue density0.00.00.00.2-0.1
Water consumed over 24 hours0.10.20.50.0-0.7
Number of responses in last shaping day1.62.13.01.1-1.7