Olr1108

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 ENSRNOG00000070632 0.14 0.09 6.3e-12 0.13 0.1 0.1 0.1 1.1e-11 1.9e-09 2.8e-09 5.9e-10
2 OFC gene expression ENSRNOG00000070632 0.14 0.1 3.2e-03 0.01 0.03 0 -0 1.6e-01 7.3e-02 2.5e-01 3.6e-01

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 tail5.016.217.5-4.2-3.9
BMI without tail0.10.10.2-0.4-0.3
Body weight6.929.430.0-5.5-5.4
Epididymis fat weight0.20.40.4-0.6-0.6
Glucose0.20.20.2-0.5-0.5
Heart weight0.00.00.0-0.2-0.0
Left kidney weight0.30.80.9-1.0-0.8
Right kidney weight2.88.08.3-2.8-2.9
Tail length0.10.20.20.50.3
Length with tail2.07.27.5-2.6-2.7
Length without tail7.616.617.3-4.2-4.0
Liver weight, left2.03.33.4-1.8-1.8
Liver weight, right1.72.82.8-1.7-1.7
Parametrial fat weight1.93.83.91.92.0
Retroperitoneal fat weight0.31.01.20.91.1
Intraocular pressure7.510.710.73.33.3
Extensor digitorum longus weight4.919.519.5-4.4-4.4
Soleus weight0.61.92.0-1.3-1.4
Tibialis anterior weight1.65.45.4-2.3-2.3
Tibia length8.223.123.7-4.9-4.7
Number of licking bursts0.10.10.10.20.2
Food consumed during 24 hour testing period1.41.71.9-1.4-1.3
Times rat made contact with spout0.00.00.00.00.2
Mean time between licks in bursts0.20.30.30.50.5
Mean num. licks in bursts0.00.10.10.20.3
Std. dev. time between licks in bursts0.80.90.91.01.0
Water consumed over 24 hours0.00.00.00.1-0.0
Indifference point 0 sec2.13.43.61.91.8
Indifference point AUC0.10.10.20.30.4
Indifference point function ln k3.44.85.1-2.1-2.3
Indifference point function log k3.44.85.1-2.1-2.3
Delay discounting total patch changes 0 sec2.03.33.51.91.7
Delay discounting total patch changes 12 sec1.52.02.01.41.4
Delay discounting total patch changes 18 sec3.95.15.42.32.2
Delay discounting total patch changes 24 sec1.72.12.51.61.3
Delay discounting total patch changes 6 sec2.23.43.41.81.9
Delay discounting time to switch 0 sec2.53.83.91.92.0
Delay discounting water rate 0 sec3.45.35.7-2.2-2.4
Delay discounting water rate 12 sec3.55.35.9-2.2-2.4
Delay discounting water rate 18 sec0.30.40.5-0.6-0.7
Delay discounting water rate 24 sec3.24.34.8-2.0-2.2
Delay discounting water rate 6 sec3.75.45.9-2.2-2.4
Locomotor activity0.81.31.41.21.1
Locomotor testing distance2.74.54.82.22.0
Locomotor testing rearing2.03.23.41.81.7
Light reinforcement 12.85.15.92.42.1
Light reinforcement 20.91.21.41.21.0
Reaction time number correct0.91.21.4-1.1-1.2
Reaction time mean minus median8.410.911.93.13.5
Reaction time mean minus median AUC6.48.18.72.73.0
Reaction time num false alarms1.92.72.71.61.6
Reaction time num false alarms AUC2.94.14.22.02.1
Reaction time trials correct on left0.91.21.4-1.1-1.2
Reaction time trials on left0.60.91.0-0.9-1.0
Reaction time mean0.50.60.80.70.9
Reaction time mean AUC0.20.30.40.50.6
Median of all reaction times0.00.10.1-0.3-0.2
Reaction time omissions10.614.314.53.83.8
Reaction time false alarm rate2.73.84.01.92.0
Reaction time premature initiation rate5.16.87.02.62.6
Reaction time premature initiations2.63.73.71.91.9
Std. dev. reaction times6.28.59.12.83.0
Reaction time trials completed0.60.91.0-0.9-1.0
Reaction time trials AUC1.11.61.8-1.2-1.3
Social response proportion0.10.10.10.20.4
Social responses7.09.19.72.93.1
Social time0.00.00.10.10.3
Conditioned locomotion0.00.10.1-0.2-0.3
Cocaine response after cond. corrected0.00.00.10.00.2
Cocaine response after cond. not corrected0.80.81.00.81.0
Cocaine response before conditioning4.04.85.02.22.2
Saline control response0.00.10.1-0.3-0.2
Condit. Reinf. active minus inactive responses0.00.00.10.30.2
Condit. Reinf. active-inactive response ratio0.30.30.30.60.6
Condit. Reinf. active responses0.20.30.40.60.5
Condit. Reinf. inactive responses0.70.91.01.00.9
Condit. Reinf. lever presses0.00.00.00.10.1
Condit. Reinf. lever reinforcers received0.60.91.01.00.9
Pavlov. Cond. lever latency0.00.00.0-0.0-0.0
Pavlov. Cond. magazine entry latency1.01.11.1-1.1-1.0
Pavlov. Cond. change in total contacts1.82.52.8-1.7-1.5
Pavlov. Cond. index score0.60.70.8-0.9-0.8
Pavlov. Cond. latency score0.60.80.8-0.9-0.9
Pavlov. Cond. lever contacts0.10.10.10.30.3
Pavlov. Cond. magazine entry number2.42.92.91.71.7
Pavlov. Cond. intertrial magazine entries5.06.46.52.62.5
Pavlov. Cond. lever-magazine prob. diff.1.01.31.4-1.2-1.1
Pavlov. Cond. response bias0.00.00.0-0.00.0
Conditioned reinforcement - actives1.41.41.41.21.2
Conditioned reinforcement - inactives1.61.81.81.31.4
Conditioned locomotion0.30.30.40.70.5
Intermittent access intake day 1-15 change1.11.11.30.91.1
Intermittent access intake escalation0.70.70.90.81.0
Intermittent access intake escalation 21.21.21.41.01.2
Intermitt. access day 1 inactive lever presses3.53.74.22.11.8
Intermitt. access day 15 inactive lever presses1.21.31.41.21.1
Intermitt. access escalation Index0.20.20.20.40.5
Intermittent access day 1 total infusions1.21.31.41.11.2
Intermittent access day 15 total infusions2.22.42.61.51.6
Intermittent access terminal intake (last 3 days)2.52.72.81.61.7
Intermittent access total infusions2.22.42.61.51.6
Intermittent access day 1 locomotion0.90.91.11.00.9
Intermittent access day 15 total locomotion1.11.21.41.21.0
Intermittent access total locomotion2.83.23.61.91.7
Intermittent access standard deviation0.40.40.50.60.7
Cocaine induced anxiety1.31.51.5-1.2-1.2
Post-drug Anxiety5.25.86.1-2.5-2.3
Baseline Anxiety1.21.31.4-1.2-1.1
Lifetime Intake1.82.02.11.31.5
Incentive Sensitization - Responses0.10.10.1-0.2-0.3
Incentive Sensitization - Breakpoint0.00.00.0-0.1-0.1
Progressive ratio test 1 active lever presses3.83.94.12.01.9
Progressive ratio test 1 breakpoint3.43.53.71.91.8
Progressive ratio test 1 inactive lever presses3.53.74.12.01.8
Progressive ratio test 2 active lever presses1.81.92.01.41.3
Progressive ratio test 2 breakpoint2.42.72.81.71.6
Progressive ratio test 2 inactive lever presses2.52.82.91.71.7
Total sessions with >9 infusions0.40.40.40.70.6
Short access day 1 total inactive lever presses1.01.11.21.01.1
Short access day 10 total inactive lever presses0.40.40.50.70.6
Short access day 1 total infusions0.00.00.0-0.0-0.0
Short access day 10 total infusions0.50.60.70.70.8
Short access total infusions0.10.20.20.40.4
Short access day 1 locomotion0.00.00.00.2-0.0
Short access day 10 total locomotion0.20.20.30.60.2
Short access total locomotion0.20.20.40.60.4
Compulsive drug intake0.70.70.8-0.9-0.8
One hour access (0.3 mA shock)0.10.10.20.20.4
One hour access (shock baseline)0.00.00.00.10.2
Number of responses in last shaping day0.20.20.2-0.5-0.5
Context. condit. distance diff. score0.30.40.4-0.6-0.6
Locomotion velocity, session 11.11.11.21.11.0
Locomotion distance, session 13.44.34.52.12.1
Locomotion velocity, session 20.30.40.40.60.6
Locomotion distance, session 22.63.73.91.92.0
Locomotion velocity, session 34.04.74.72.22.2
Locomotion distance, session 35.55.95.92.42.4
Stereotopy head waving bouts, day 31.21.41.6-1.1-1.2
Stereotopy head waving duration, day 30.40.50.6-0.7-0.8
Locomotion velocity, session 70.20.20.30.50.3
Locomotion distance, session 71.41.82.01.41.3
Stereotopy head waving bouts, day 71.01.21.4-1.0-1.2
Stereotopy head waving duration, day 71.31.61.8-1.2-1.3
Locomotion velocity, session 80.00.00.0-0.0-0.1
Locomotion distance, session 81.31.92.11.31.4
Degree of sensitization distance0.60.60.7-0.7-0.9
Degree of sensitization stereotypy0.30.30.4-0.5-0.6
Condit. Reinf. active minus inactive responses0.10.10.10.30.4
Condit. Reinf. active-inactive response ratio0.10.10.1-0.3-0.3
Condit. Reinf. active responses0.60.70.80.80.9
Condit. Reinf. inactive responses2.63.03.11.71.7
Incentive salience index mean0.00.00.1-0.2-0.2
Condit. Reinf. lever presses0.30.40.5-0.7-0.6
Time in familiar zone, hab. session 10.40.40.40.60.7
Time in novel zone, hab. session 10.40.40.5-0.5-0.7
Total zone transitions, hab. session 10.30.50.60.80.6
Total locomotion distance, hab. session 10.00.00.00.10.1
Locomotion velocity, hab. session 10.00.00.00.0-0.0
Time in familiar zone, hab. session 20.10.10.2-0.4-0.4
Time in novel zone, hab. session 20.20.20.20.50.3
Total zone transitions, hab. session 20.30.40.40.70.6
Total locomotion distance, hab. session 20.20.20.20.50.5
Locomotion velocity, hab. session 20.10.10.10.30.3
Novel to familiar place preference ratio1.92.02.1-1.4-1.4
Novelty place preference1.41.41.5-1.1-1.2
Time in novel zone, NPP test1.11.11.3-1.0-1.1
Total zone transitions, NPP test1.21.71.81.31.4
Total locomotion distance, NPP test2.02.72.71.61.7
Locomotion velocity, NPP test1.01.51.51.21.2
Pavlov. Cond. lever latency0.00.00.00.20.0
Pavlov. Cond. magazine entry latency0.00.00.0-0.00.1
Pavlov. Cond. change in total contacts0.20.20.3-0.5-0.3
Pavlov. Cond. index score0.20.20.3-0.5-0.4
Pavlov. Cond. latency score0.10.20.2-0.5-0.3
Pavlov. Cond. lever contacts0.10.10.20.30.4
Pavlov. Cond. magazine entry number0.00.00.00.1-0.1
Pavlov. Cond. intertrial magazine entries0.40.50.50.70.7
Pavlov. Cond. lever-magazine prob. diff.0.50.60.7-0.8-0.7
Pavlov. Cond. response bias0.00.00.00.00.2
Bone: apparent density9.616.016.1-4.0-4.0
Bone surface11.520.220.3-4.5-4.5
Bone volume8.514.314.4-3.8-3.8
Bone: connectivity density6.810.611.0-3.3-3.2
Bone: cortical apparent density0.30.40.40.60.6
Bone: cortical area10.415.816.0-4.0-4.0
Bone: cortical porosity1.31.41.51.21.1
Bone: cortical porosity1.81.92.11.41.3
Bone: cortical thickness4.47.37.5-2.7-2.7
Bone: cortical thickness0.30.30.3-0.6-0.5
Bone: cortical tissue density0.40.60.60.80.7
Bone: elastic displacement5.36.06.42.52.4
Bone: elastic work0.10.10.10.40.2
Bone: endosteal estimation7.215.516.3-3.8-4.0
Bone: endosteal perimeter7.114.714.9-3.8-3.9
Bone: final force9.916.216.2-4.0-4.0
Bone: final moment9.916.316.3-4.0-4.0
Bone: marrow area7.115.216.0-3.8-4.0
Bone: maximum diameter4.58.28.4-2.8-2.9
Bone: maximum force13.323.123.6-4.8-4.9
Bone: maximum moment13.223.023.5-4.7-4.8
Bone: minimum diameter9.317.217.6-4.1-4.2
Bone: periosteal estimation12.224.925.6-4.9-5.1
Bone: periosteal perimeter10.717.717.7-4.2-4.2
Bone: post-yield work7.710.410.9-3.2-3.3
Bone: stiffness16.425.926.2-5.1-5.1
Bone: tissue strength0.70.60.7-0.8-0.8
Bone: trabecular number5.28.18.4-2.9-2.8
Bone: trabecular spacing1.72.22.41.51.4
Bone: trabecular thickness0.10.20.20.40.4
Bone: trabecular tissue density0.10.10.20.40.2
Breakpoint value in progressive ratio session0.20.20.2-0.5-0.4
Distance traveled before self-admin1.01.01.11.01.0
Distance traveled after self-admin0.20.20.20.40.4
Delta time in closed arm before/after self-admin0.10.10.1-0.4-0.3
Delta time in open arm before/after self-admin4.24.04.22.11.9
Diff in mean of infusions in LGA sessions1.21.41.4-1.2-1.2
Extinction: sum of active levers before priming0.40.40.4-0.6-0.6
Active lever presses in extinction session 60.50.50.6-0.8-0.6
Delta distance traveled before/after self-admin0.00.00.0-0.2-0.2
Delta ambulatory time before/after self-admin0.00.00.0-0.1-0.1
Time in closed arm before self-admin1.61.81.8-1.3-1.4
Time in closed arm after self-admin0.50.50.6-0.7-0.8
Time in open arm before self-admin0.90.91.0-1.0-0.9
Time in open arm after self-admin0.20.30.30.50.5
Sum of active levers in priming session hrs 5-60.10.10.10.20.3
Time to tail flick, vehicle, before self-admin1.41.41.41.21.2
Time to tail flick, vehicle, after self-admin0.20.20.3-0.5-0.5
Time to tail flick, test, before self-admin0.50.50.50.70.7
Time to tail flick, test, after self-admin0.10.10.2-0.4-0.4
Delta time to tail flick, vehicle, before/after SA0.60.60.6-0.8-0.8
Delta time to tail flick, test, before/after SA0.30.20.2-0.5-0.5
Ambulatory time before self-admin3.83.94.12.01.9
Ambulatory time after self-admin1.51.61.61.31.3
Total heroin consumption2.22.72.9-1.6-1.7
Area under the delay curve1.21.31.4-1.2-1.1
Delay disc. indifference point, 0s delay1.41.51.6-1.2-1.3
Delay disc. indifference point, 16s delay1.31.31.3-1.1-1.2
Delay disc. indifference point, 2s delay1.31.41.5-1.2-1.2
Delay disc. indifference point, 24s delay1.81.71.8-1.4-1.2
Delay disc. indifference point, 4s delay0.20.20.2-0.5-0.4
Delay disc. indifference point, 8s delay3.13.23.5-1.9-1.7
Delay discount exponential model param1.01.11.21.11.0
Delay discount hyperbolic model param0.91.01.11.01.0
Fecal boli incidents, locomotor time 11.92.02.21.41.5
Change in fecal boli incidents, locomotor task1.11.11.2-1.0-1.1
Time >=10cm from walls, locomotor time 10.20.20.2-0.4-0.5
Bouts of movement, locomotor time 10.00.00.00.1-0.1
Total resting periods, locomotor time 10.20.20.30.60.4
Rest time, locomotor task time 10.30.30.40.60.5
Distance moved, locomotor task time 10.00.00.0-0.10.0
Vertical activity count, locomotor time 11.41.51.7-1.3-1.1
Time >=10cm from walls, locomotor time 20.40.50.50.70.6
Bouts of movement, locomotor time 22.93.13.3-1.7-1.8
Total resting periods, locomotor time 23.23.53.7-1.8-1.9
Rest time, locomotor task time 20.10.10.1-0.3-0.3
Distance moved, locomotor task time 20.20.20.20.40.4
Vertical activity count, locomotor time 20.10.10.1-0.2-0.3
Weight adjusted by age2.83.13.2-1.7-1.8
Seeking ratio, delayed vs. immediate footshock0.30.40.5-0.7-0.5
Locomotion in novel chamber0.70.80.9-0.9-0.9
Locomotion in novel chamber post-restriction0.10.10.1-0.1-0.3
Progressive ratio0.00.00.00.20.2
Food seeking constrained by brief footshock0.20.20.20.40.4
Seeking ratio, punishment vs. effort0.00.00.0-0.0-0.0
Run reversals in cocaine runway, females0.00.00.00.10.1
Run reversals in cocaine runway, males1.51.41.51.21.2
Latency to leave start box in cocaine runway0.00.00.00.10.1
Latency to leave start box in cocaine runway, F1.82.02.11.51.4
Latency to leave start box in cocaine runway, M2.12.02.1-1.4-1.4
Cd content in liver0.40.40.40.60.7
Co content in liver0.10.10.10.30.3
Cu content in liver1.01.21.4-1.2-1.0
Fe content in liver0.10.10.20.20.4
K content in liver0.50.50.5-0.7-0.6
Mg content in liver0.00.00.0-0.1-0.0
Mn content in liver0.00.00.00.1-0.2
Na content in liver0.00.00.00.10.1
Rb content in liver0.10.10.10.30.3
Se content in liver0.50.60.60.70.8
Sr content in liver0.80.70.7-0.8-0.8
Zn content in liver1.11.21.21.11.1