Asdurf

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 intron excision ratio chr9_55618940_55620534 0.03 0.03 1.7e-03 -0 0 -0 -0 4.6e-01 1.6e-01 3.9e-01 5.0e-01
2 Liver intron excision ratio chr9_55618945_55620534 0.03 0.03 1.3e-03 -0 0 -0 -0 4.0e-01 1.4e-01 3.8e-01 4.2e-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 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 density1.73.23.2-1.81.8
Area under the delay curve0.00.00.0-0.10.1
BMI with tail0.51.81.91.4-1.3
BMI without tail0.20.90.9-0.91.0
Body weight0.00.00.0-0.10.1
Weight adjusted by age0.61.81.81.3-1.4
Bone surface0.10.10.10.4-0.4
Bone volume0.20.40.5-0.70.6
Breakpoint value in progressive ratio session0.91.61.6-1.31.3
Number of licking bursts0.82.62.6-1.61.6
Context. condit. distance diff. score1.51.91.9-1.31.4
Locomotion velocity, session 10.10.10.1-0.40.4
Locomotion distance, session 10.40.50.50.7-0.7
Locomotion velocity, session 21.51.81.81.4-1.3
Locomotion distance, session 21.52.22.21.5-1.5
Locomotion velocity, session 30.00.00.00.1-0.1
Locomotion distance, session 30.20.20.2-0.50.5
Stereotopy head waving bouts, day 30.30.40.40.6-0.6
Stereotopy head waving duration, day 30.00.00.0-0.00.0
Locomotion velocity, session 72.62.82.81.7-1.7
Locomotion distance, session 71.51.91.91.4-1.4
Stereotopy head waving bouts, day 70.40.50.5-0.70.7
Stereotopy head waving duration, day 70.40.40.4-0.70.7
Locomotion velocity, session 80.10.10.1-0.30.3
Locomotion distance, session 80.00.00.00.1-0.0
Degree of sensitization distance1.61.81.81.3-1.3
Degree of sensitization stereotypy0.60.60.6-0.80.8
Conditioned locomotion0.00.00.00.0-0.0
Cocaine response after cond. corrected1.31.91.91.4-1.4
Cocaine response after cond. not corrected1.82.62.71.6-1.6
Cocaine response before conditioning0.30.30.30.5-0.6
Saline control response0.30.40.4-0.60.6
Bone: connectivity density0.10.20.2-0.40.4
Bone: cortical apparent density2.64.14.22.1-2.0
Bone: cortical area0.91.51.51.2-1.2
Bone: cortical porosity1.11.21.2-1.11.1
Bone: cortical porosity0.60.70.7-0.80.8
Bone: cortical thickness0.61.11.11.0-1.0
Bone: cortical thickness0.40.50.60.7-0.7
Bone: cortical tissue density2.54.04.12.0-2.0
Condit. Reinf. active minus inactive responses2.32.62.7-1.61.6
Condit. Reinf. active-inactive response ratio1.61.71.7-1.31.3
Condit. Reinf. active responses0.70.91.0-1.00.9
Condit. Reinf. inactive responses0.20.30.30.5-0.5
Incentive salience index mean2.33.03.1-1.81.7
Condit. Reinf. lever presses1.52.32.3-1.51.5
Condit. Reinf. active minus inactive responses0.20.30.3-0.60.5
Condit. Reinf. active-inactive response ratio0.81.21.3-1.11.1
Condit. Reinf. active responses0.00.00.00.2-0.2
Condit. Reinf. inactive responses0.81.21.21.1-1.1
Condit. Reinf. lever presses0.00.00.0-0.0-0.0
Condit. Reinf. lever reinforcers received0.10.20.20.4-0.5
Conditioned reinforcement - actives0.00.00.10.2-0.2
Conditioned reinforcement - inactives0.10.30.30.6-0.6
Conditioned locomotion3.55.25.32.3-2.3
Patch foraging indifference point 0 sec0.41.11.11.0-1.0
Patch foraging indifference point AUC0.51.21.21.1-1.1
Delay disc. indifference point, 0s delay0.00.00.00.1-0.1
Delay disc. indifference point, 16s delay0.50.70.7-0.80.8
Delay disc. indifference point, 2s delay0.10.10.10.3-0.3
Delay disc. indifference point, 24s delay0.40.60.7-0.80.8
Delay disc. indifference point, 4s delay0.20.20.20.5-0.5
Delay disc. indifference point, 8s delay0.00.10.1-0.20.2
Indifference point function ln k0.30.80.9-0.90.9
Indifference point function log k0.30.80.9-0.90.9
Patch foraging total patch changes 0 sec0.41.21.21.1-1.1
Patch foraging total patch changes 12 sec0.50.70.70.9-0.9
Patch foraging total patch changes 18 sec0.30.70.80.9-0.8
Patch foraging total patch changes 24 sec0.30.90.91.0-0.9
Patch foraging total patch changes 6 sec1.01.71.81.3-1.3
Patch foraging time to switch 0 sec0.20.80.8-0.90.9
Patch foraging water rate 0 sec0.10.40.40.7-0.6
Patch foraging water rate 12 sec0.00.20.2-0.40.4
Patch foraging water rate 18 sec0.51.11.1-1.01.0
Patch foraging water rate 24 sec0.00.00.00.1-0.1
Patch foraging water rate 6 sec0.10.10.2-0.40.4
Seeking ratio, delayed vs. immediate footshock0.10.10.1-0.40.3
Distance traveled before self-admin0.20.40.5-0.70.6
Distance traveled after self-admin0.10.20.2-0.40.4
Extensor digitorum longus weight8.734.634.95.9-5.9
Bone: elastic displacement2.63.33.3-1.81.8
Bone: elastic work0.40.50.6-0.70.7
Bone: endosteal estimation0.10.20.20.4-0.5
Bone: endosteal perimeter0.00.00.00.1-0.2
Epididymis fat weight0.41.92.01.4-1.4
Delta time in closed arm before/after self-admin0.40.30.40.6-0.6
Delta time in open arm before/after self-admin0.60.70.7-0.90.8
Diff in mean of infusions in LGA sessions0.40.70.7-0.80.8
Delay discount exponential model param0.00.00.00.1-0.1
Extinction: sum of active levers before priming0.71.11.1-1.11.1
Active lever presses in extinction session 60.60.60.6-0.80.8
Bone: final force1.01.61.61.2-1.3
Bone: final moment0.91.41.41.2-1.2
Food consumed during 24 hour testing period0.30.60.60.8-0.8
Glucose1.42.22.2-1.51.5
Heart weight0.00.00.0-0.0-0.0
Delay discount hyperbolic model param0.00.00.00.1-0.1
Intermittent access intake day 1-15 change0.00.00.0-0.00.0
Intermittent access intake escalation0.00.00.0-0.10.1
Intermittent access intake escalation 20.30.50.5-0.70.7
Intermitt. access day 1 inactive lever presses0.00.00.0-0.10.2
Intermitt. access day 15 inactive lever presses0.00.10.10.3-0.2
Intermitt. access escalation Index0.20.60.6-0.80.8
Intermittent access day 1 total infusions0.41.31.3-1.11.1
Intermittent access day 15 total infusions0.30.60.7-0.80.8
Intermittent access terminal intake (last 3 days)0.20.30.3-0.50.6
Intermittent access total infusions0.50.60.6-0.70.8
Intermittent access day 1 locomotion0.00.00.0-0.10.1
Intermittent access day 15 total locomotion0.20.80.80.9-0.9
Intermittent access total locomotion0.00.00.00.2-0.2
Intermittent access standard deviation0.00.20.20.5-0.5
Left kidney weight0.00.30.3-0.60.5
Right kidney weight0.10.90.90.9-0.9
Cocaine induced anxiety0.41.11.11.1-1.0
Post-drug Anxiety1.31.41.51.2-1.2
Baseline Anxiety0.10.20.3-0.50.5
Tail length1.16.06.2-2.52.4
Length with tail0.52.02.2-1.51.4
Length without tail0.10.70.70.8-0.9
Times rat made contact with spout2.42.72.8-1.61.7
Lifetime Intake0.00.00.0-0.20.2
Liver weight, left0.10.10.10.3-0.4
Liver weight, right0.00.00.0-0.10.1
Locomotor activity0.10.10.10.3-0.3
Locomotor testing distance0.30.70.7-0.90.9
Locomotor testing rearing0.51.71.7-1.31.3
Locomotion in novel chamber4.35.75.72.4-2.4
Locomotion in novel chamber post-restriction2.05.95.92.4-2.4
Fecal boli incidents, locomotor time 10.10.20.2-0.50.5
Change in fecal boli incidents, locomotor task0.00.00.0-0.20.2
Time >=10cm from walls, locomotor time 11.31.61.61.3-1.3
Bouts of movement, locomotor time 10.40.50.50.7-0.7
Total resting periods, locomotor time 11.01.11.21.1-1.0
Rest time, locomotor task time 10.10.20.2-0.40.4
Distance moved, locomotor task time 10.10.20.2-0.50.5
Vertical activity count, locomotor time 10.00.00.00.1-0.1
Time >=10cm from walls, locomotor time 20.41.21.2-1.11.1
Bouts of movement, locomotor time 20.62.02.01.4-1.4
Total resting periods, locomotor time 20.41.81.91.4-1.3
Rest time, locomotor task time 20.00.00.0-0.00.1
Distance moved, locomotor task time 20.00.10.1-0.30.2
Vertical activity count, locomotor time 20.00.00.0-0.10.1
Light reinforcement 11.67.47.62.7-2.7
Light reinforcement 20.51.21.31.1-1.1
Bone: marrow area0.10.20.30.4-0.5
Bone: maximum diameter0.10.20.20.5-0.5
Bone: maximum force1.02.02.11.4-1.4
Bone: maximum moment0.91.81.81.3-1.3
Mean time between licks in bursts0.74.04.12.0-2.0
Mean num. licks in bursts0.20.40.40.6-0.7
Cd content in liver3.84.34.3-2.12.1
Co content in liver3.44.04.0-2.02.0
Cu content in liver1.61.91.9-1.41.4
Fe content in liver3.94.94.9-2.22.2
K content in liver3.13.13.11.8-1.7
Mg content in liver0.30.30.30.6-0.5
Mn content in liver0.00.00.00.1-0.1
Na content in liver0.00.00.00.1-0.1
Rb content in liver5.26.16.12.5-2.5
Se content in liver0.20.20.20.4-0.4
Sr content in liver0.00.00.0-0.00.1
Zn content in liver0.00.00.0-0.00.0
Bone: minimum diameter0.81.51.61.2-1.3
Time in familiar zone, hab. session 10.30.30.3-0.50.6
Time in novel zone, hab. session 12.02.22.2-1.51.5
Total zone transitions, hab. session 11.11.61.61.2-1.3
Total locomotion distance, hab. session 12.23.13.21.7-1.8
Locomotion velocity, hab. session 13.44.84.92.2-2.2
Time in familiar zone, hab. session 20.20.20.2-0.50.5
Time in novel zone, hab. session 20.30.40.4-0.60.6
Total zone transitions, hab. session 20.00.00.0-0.20.2
Total locomotion distance, hab. session 20.20.30.30.5-0.5
Locomotion velocity, hab. session 20.50.70.70.8-0.8
Novel to familiar place preference ratio0.60.80.8-0.90.9
Novelty place preference0.91.21.2-1.11.1
Time in novel zone, NPP test1.31.61.6-1.31.3
Total zone transitions, NPP test0.20.30.30.6-0.5
Total locomotion distance, NPP test0.40.60.60.8-0.8
Locomotion velocity, NPP test0.81.21.21.1-1.1
Intraocular pressure0.10.20.2-0.40.4
Delta distance traveled before/after self-admin0.00.00.00.2-0.2
Delta ambulatory time before/after self-admin0.10.20.20.5-0.4
Parametrial fat weight0.00.00.0-0.00.0
Pavlov. Cond. lever latency3.03.83.81.9-1.9
Pavlov. Cond. magazine entry latency2.02.62.6-1.61.6
Pavlov. Cond. change in total contacts2.02.22.2-1.51.5
Pavlov. Cond. index score3.74.74.8-2.22.2
Pavlov. Cond. latency score3.44.34.4-2.12.1
Pavlov. Cond. lever contacts3.23.93.9-2.02.0
Pavlov. Cond. magazine entry number3.44.34.42.1-2.1
Pavlov. Cond. intertrial magazine entries0.10.10.10.3-0.3
Pavlov. Cond. lever-magazine prob. diff.3.03.73.8-1.91.9
Pavlov. Cond. response bias3.74.64.6-2.12.1
Pavlov. Cond. lever latency0.00.00.00.1-0.0
Pavlov. Cond. magazine entry latency0.10.10.1-0.30.3
Pavlov. Cond. change in total contacts0.20.40.4-0.70.6
Pavlov. Cond. index score0.00.00.0-0.10.1
Pavlov. Cond. latency score0.00.00.00.1-0.1
Pavlov. Cond. lever contacts0.10.20.2-0.50.4
Pavlov. Cond. magazine entry number0.20.20.30.5-0.5
Pavlov. Cond. intertrial magazine entries0.10.20.30.5-0.5
Pavlov. Cond. lever-magazine prob. diff.0.00.00.00.0-0.0
Pavlov. Cond. response bias0.10.10.1-0.30.3
Time in closed arm before self-admin0.51.01.0-1.01.0
Time in closed arm after self-admin0.00.00.0-0.10.1
Time in open arm before self-admin0.50.70.70.8-0.8
Time in open arm after self-admin0.20.20.2-0.50.4
Bone: periosteal estimation0.30.60.70.8-0.8
Bone: periosteal perimeter0.00.00.0-0.00.0
Bone: post-yield work0.20.30.30.5-0.5
Progressive ratio test 1 active lever presses0.00.00.0-0.00.0
Progressive ratio test 1 breakpoint0.00.00.00.00.0
Progressive ratio test 1 inactive lever presses0.30.70.70.8-0.8
Progressive ratio test 2 active lever presses0.00.00.0-0.10.1
Progressive ratio test 2 breakpoint0.10.10.1-0.20.3
Progressive ratio test 2 inactive lever presses0.00.00.0-0.10.1
Incentive Sensitization - Responses0.10.40.4-0.60.6
Incentive Sensitization - Breakpoint0.10.30.3-0.60.6
Sum of active levers in priming session hrs 5-60.80.80.8-0.90.9
Progressive ratio0.41.21.21.1-1.1
Food seeking constrained by brief footshock0.91.11.11.0-1.1
Seeking ratio, punishment vs. effort0.10.20.20.4-0.4
Retroperitoneal fat weight0.52.42.41.5-1.5
Reaction time number correct0.31.01.01.0-1.0
Reaction time mean minus median0.21.21.2-1.11.1
Reaction time mean minus median AUC0.21.21.3-1.11.1
Reaction time num false alarms2.23.73.81.9-1.9
Reaction time num false alarms AUC2.35.35.42.3-2.3
Reaction time trials correct on left0.31.01.01.0-1.0
Reaction time trials on left0.31.01.01.0-1.0
Reaction time mean1.73.83.9-2.01.9
Reaction time mean AUC1.53.63.7-1.91.9
Median of all reaction times2.64.14.3-2.12.0
Reaction time omissions1.11.71.7-1.31.3
Reaction time false alarm rate1.52.12.11.5-1.4
Reaction time premature initiation rate0.10.10.1-0.40.4
Reaction time premature initiations0.00.00.00.1-0.1
Std. dev. reaction times1.03.33.4-1.81.8
Reaction time trials completed0.31.01.01.0-1.0
Reaction time trials AUC0.20.80.80.9-0.9
Run reversals in cocaine runway, females1.21.41.41.2-1.2
Run reversals in cocaine runway, males1.01.11.11.0-1.0
Latency to leave start box in cocaine runway2.12.92.91.7-1.7
Latency to leave start box in cocaine runway, F0.60.80.80.9-0.8
Latency to leave start box in cocaine runway, M4.03.83.92.0-2.0
Std. dev. time between licks in bursts1.22.32.41.6-1.5
Total sessions with >9 infusions2.43.03.01.7-1.7
Short access day 1 total inactive lever presses2.04.04.02.0-2.0
Short access day 10 total inactive lever presses0.00.10.10.3-0.3
Short access day 1 total infusions2.04.04.02.0-2.0
Short access day 10 total infusions0.40.70.7-0.80.9
Short access total infusions0.10.10.10.3-0.3
Short access day 1 locomotion2.74.44.42.1-2.1
Short access day 10 total locomotion0.10.30.30.5-0.5
Short access total locomotion1.92.93.01.7-1.7
One hour access (0.3 mA shock)0.40.40.4-0.70.7
Compulsive drug intake0.81.11.11.1-1.1
One hour access (shock baseline)0.40.90.9-1.01.0
Social response proportion0.30.30.3-0.60.6
Social responses0.00.00.00.2-0.2
Social time1.62.52.5-1.61.6
Soleus weight1.75.15.12.3-2.3
Bone: stiffness1.73.03.11.7-1.8
Tibialis anterior weight3.311.511.73.4-3.4
Time to tail flick, vehicle, before self-admin0.10.10.1-0.40.4
Time to tail flick, vehicle, after self-admin0.61.31.3-1.11.1
Time to tail flick, test, before self-admin2.52.92.91.7-1.7
Time to tail flick, test, after self-admin3.63.83.81.9-1.9
Delta time to tail flick, vehicle, before/after SA0.30.30.3-0.60.6
Delta time to tail flick, test, before/after SA0.10.10.1-0.30.3
Tibia length0.10.20.30.4-0.5
Ambulatory time before self-admin0.30.80.9-0.90.9
Ambulatory time after self-admin0.20.30.3-0.50.5
Bone: tissue strength0.00.00.0-0.10.1
Total heroin consumption1.92.32.3-1.51.5
Bone: trabecular number0.61.11.2-1.11.1
Bone: trabecular spacing1.11.61.61.3-1.3
Bone: trabecular thickness5.47.47.5-2.72.7
Bone: trabecular tissue density0.10.10.10.3-0.4
Water consumed over 24 hours0.00.10.1-0.30.3
Number of responses in last shaping day0.00.00.0-0.20.2