Neu3

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 intron excision ratio chr1_154139670_154144024 0.14 0.09 4.3e-04 0.03 0.05 0.05 0.05 2.2e-02 2.6e-03 3.6e-03 3.5e-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
Bone: apparent density0.20.40.40.6
Area under the delay curve0.30.30.3-0.5
BMI with tail0.20.50.5-0.7
BMI without tail2.65.35.3-2.3
Body weight1.97.97.9-2.8
Weight adjusted by age0.91.01.0-1.0
Bone surface0.10.10.10.3
Bone volume0.10.10.10.3
Breakpoint value in progressive ratio session0.20.20.20.4
Number of licking bursts2.22.62.6-1.6
Context. condit. distance diff. score1.82.22.21.5
Locomotion velocity, session 10.91.01.01.0
Locomotion distance, session 11.21.51.51.2
Locomotion velocity, session 20.00.00.0-0.0
Locomotion distance, session 20.40.50.50.7
Locomotion velocity, session 31.51.81.81.3
Locomotion distance, session 32.62.92.91.7
Stereotopy head waving bouts, day 30.91.11.1-1.0
Stereotopy head waving duration, day 30.20.20.20.4
Locomotion velocity, session 70.10.10.10.3
Locomotion distance, session 70.10.10.1-0.3
Stereotopy head waving bouts, day 71.51.61.61.3
Stereotopy head waving duration, day 70.91.11.11.1
Locomotion velocity, session 80.40.40.40.7
Locomotion distance, session 81.11.61.61.3
Degree of sensitization distance4.84.84.8-2.2
Degree of sensitization stereotypy2.83.03.01.7
Conditioned locomotion0.20.30.30.5
Cocaine response after cond. corrected2.02.22.2-1.5
Cocaine response after cond. not corrected0.50.50.5-0.7
Cocaine response before conditioning2.42.92.91.7
Saline control response0.10.10.1-0.3
Bone: connectivity density0.71.21.21.1
Bone: cortical apparent density1.41.91.9-1.4
Bone: cortical area0.10.20.2-0.4
Bone: cortical porosity1.51.61.61.3
Bone: cortical porosity1.51.61.61.3
Bone: cortical thickness0.00.00.00.1
Bone: cortical thickness0.40.40.40.6
Bone: cortical tissue density1.31.71.7-1.3
Condit. Reinf. active minus inactive responses0.40.50.5-0.7
Condit. Reinf. active-inactive response ratio0.60.60.6-0.8
Condit. Reinf. active responses0.20.20.2-0.5
Condit. Reinf. inactive responses0.00.10.10.2
Incentive salience index mean0.20.30.3-0.5
Condit. Reinf. lever presses0.00.00.0-0.1
Condit. Reinf. active minus inactive responses0.00.00.0-0.1
Condit. Reinf. active-inactive response ratio0.10.10.10.3
Condit. Reinf. active responses0.20.20.2-0.5
Condit. Reinf. inactive responses0.40.50.5-0.7
Condit. Reinf. lever presses0.50.70.70.9
Condit. Reinf. lever reinforcers received0.00.10.1-0.2
Conditioned reinforcement - actives2.52.52.51.6
Conditioned reinforcement - inactives0.20.30.3-0.5
Conditioned locomotion4.14.94.92.2
Patch foraging indifference point 0 sec0.40.70.70.8
Patch foraging indifference point AUC1.11.31.3-1.1
Delay disc. indifference point, 0s delay0.00.00.0-0.0
Delay disc. indifference point, 16s delay0.00.00.00.1
Delay disc. indifference point, 2s delay0.60.60.6-0.8
Delay disc. indifference point, 24s delay0.00.00.0-0.2
Delay disc. indifference point, 4s delay0.80.90.9-0.9
Delay disc. indifference point, 8s delay0.10.10.1-0.2
Indifference point function ln k2.94.04.02.0
Indifference point function log k2.94.04.02.0
Patch foraging total patch changes 0 sec0.20.40.40.6
Patch foraging total patch changes 12 sec0.60.70.7-0.9
Patch foraging total patch changes 18 sec0.00.00.0-0.2
Patch foraging total patch changes 24 sec0.40.50.5-0.7
Patch foraging total patch changes 6 sec0.20.30.30.5
Patch foraging time to switch 0 sec0.00.10.1-0.2
Patch foraging water rate 0 sec0.50.70.70.9
Patch foraging water rate 12 sec1.11.71.71.3
Patch foraging water rate 18 sec0.00.10.10.2
Patch foraging water rate 24 sec2.53.53.51.9
Patch foraging water rate 6 sec1.11.61.61.3
Seeking ratio, delayed vs. immediate footshock0.20.20.20.4
Distance traveled before self-admin0.30.40.4-0.6
Distance traveled after self-admin1.61.81.81.3
Extensor digitorum longus weight0.83.13.1-1.8
Bone: elastic displacement0.10.10.10.3
Bone: elastic work0.30.40.40.6
Bone: endosteal estimation0.61.31.3-1.1
Bone: endosteal perimeter0.30.70.7-0.8
Epididymis fat weight2.76.36.3-2.5
Delta time in closed arm before/after self-admin6.26.06.0-2.4
Delta time in open arm before/after self-admin0.20.20.20.5
Diff in mean of infusions in LGA sessions1.01.11.1-1.0
Delay discount exponential model param0.30.30.30.5
Extinction: sum of active levers before priming0.20.20.2-0.4
Active lever presses in extinction session 65.35.15.12.3
Bone: final force0.00.00.0-0.1
Bone: final moment0.00.00.0-0.1
Food consumed during 24 hour testing period1.92.32.31.5
Glucose0.10.20.20.4
Heart weight0.30.50.50.7
Delay discount hyperbolic model param0.40.50.50.7
Intermittent access intake day 1-15 change0.60.60.60.8
Intermittent access intake escalation0.80.80.80.9
Intermittent access intake escalation 20.00.00.0-0.1
Intermitt. access day 1 inactive lever presses0.40.50.5-0.7
Intermitt. access day 15 inactive lever presses0.50.50.50.7
Intermitt. access escalation Index0.10.10.10.3
Intermittent access day 1 total infusions0.00.00.00.2
Intermittent access day 15 total infusions0.80.90.91.0
Intermittent access terminal intake (last 3 days)0.30.40.40.6
Intermittent access total infusions0.10.10.10.4
Intermittent access day 1 locomotion0.40.40.40.7
Intermittent access day 15 total locomotion1.41.51.51.2
Intermittent access total locomotion0.30.30.30.5
Intermittent access standard deviation0.10.10.1-0.3
Left kidney weight1.13.03.0-1.7
Right kidney weight0.72.02.0-1.4
Cocaine induced anxiety0.20.30.3-0.5
Post-drug Anxiety0.60.60.6-0.8
Baseline Anxiety0.00.00.0-0.0
Tail length4.112.312.3-3.5
Length with tail2.910.510.5-3.2
Length without tail0.00.00.0-0.1
Times rat made contact with spout1.41.61.6-1.3
Lifetime Intake0.20.20.20.4
Liver weight, left2.64.24.2-2.1
Liver weight, right5.59.19.1-3.0
Locomotor activity0.30.50.50.7
Locomotor testing distance0.00.10.10.3
Locomotor testing rearing0.61.01.0-1.0
Locomotion in novel chamber2.43.03.01.7
Locomotion in novel chamber post-restriction2.22.62.61.6
Fecal boli incidents, locomotor time 11.71.91.91.4
Change in fecal boli incidents, locomotor task0.30.30.3-0.6
Time >=10cm from walls, locomotor time 11.51.51.51.2
Bouts of movement, locomotor time 10.20.20.20.4
Total resting periods, locomotor time 10.80.90.90.9
Rest time, locomotor task time 10.40.40.40.7
Distance moved, locomotor task time 11.21.31.3-1.1
Vertical activity count, locomotor time 10.60.70.7-0.8
Time >=10cm from walls, locomotor time 20.10.10.10.2
Bouts of movement, locomotor time 20.60.70.7-0.8
Total resting periods, locomotor time 20.80.80.8-0.9
Rest time, locomotor task time 20.20.20.2-0.5
Distance moved, locomotor task time 20.00.00.0-0.0
Vertical activity count, locomotor time 20.40.50.5-0.7
Light reinforcement 10.71.21.2-1.1
Light reinforcement 20.10.20.20.4
Bone: marrow area0.71.51.5-1.2
Bone: maximum diameter0.10.20.2-0.4
Bone: maximum force0.00.00.0-0.1
Bone: maximum moment0.00.00.0-0.0
Mean time between licks in bursts1.62.32.3-1.5
Mean num. licks in bursts1.31.61.61.3
Cd content in liver1.31.41.4-1.2
Co content in liver0.40.40.4-0.7
Cu content in liver0.70.90.9-0.9
Fe content in liver0.10.10.1-0.4
K content in liver0.60.60.6-0.8
Mg content in liver0.00.00.0-0.1
Mn content in liver0.60.70.70.9
Na content in liver0.20.20.20.5
Rb content in liver0.00.00.0-0.0
Se content in liver0.00.10.1-0.2
Sr content in liver0.60.50.50.7
Zn content in liver0.30.40.40.6
Bone: minimum diameter1.93.63.6-1.9
Time in familiar zone, hab. session 10.40.30.3-0.6
Time in novel zone, hab. session 10.10.10.1-0.3
Total zone transitions, hab. session 10.91.21.21.1
Total locomotion distance, hab. session 12.43.33.3-1.8
Locomotion velocity, hab. session 11.31.91.9-1.4
Time in familiar zone, hab. session 20.00.00.0-0.0
Time in novel zone, hab. session 20.10.10.10.3
Total zone transitions, hab. session 21.62.12.11.5
Total locomotion distance, hab. session 21.82.32.3-1.5
Locomotion velocity, hab. session 22.43.23.2-1.8
Novel to familiar place preference ratio0.00.00.00.2
Novelty place preference0.00.00.00.2
Time in novel zone, NPP test0.10.10.10.3
Total zone transitions, NPP test0.71.01.01.0
Total locomotion distance, NPP test1.72.32.3-1.5
Locomotion velocity, NPP test1.82.62.6-1.6
Intraocular pressure1.11.51.51.2
Delta distance traveled before/after self-admin2.12.22.21.5
Delta ambulatory time before/after self-admin2.93.13.11.8
Parametrial fat weight2.34.54.5-2.1
Pavlov. Cond. lever latency0.00.00.0-0.2
Pavlov. Cond. magazine entry latency0.00.00.00.1
Pavlov. Cond. change in total contacts0.00.00.00.1
Pavlov. Cond. index score0.00.00.00.1
Pavlov. Cond. latency score0.00.00.00.1
Pavlov. Cond. lever contacts0.00.00.0-0.2
Pavlov. Cond. magazine entry number0.10.20.2-0.4
Pavlov. Cond. intertrial magazine entries0.00.00.0-0.0
Pavlov. Cond. lever-magazine prob. diff.0.00.00.00.1
Pavlov. Cond. response bias0.00.00.0-0.1
Pavlov. Cond. lever latency1.11.51.5-1.2
Pavlov. Cond. magazine entry latency1.41.61.61.3
Pavlov. Cond. change in total contacts1.62.22.21.5
Pavlov. Cond. index score1.31.61.61.3
Pavlov. Cond. latency score1.41.71.71.3
Pavlov. Cond. lever contacts1.21.61.61.3
Pavlov. Cond. magazine entry number2.22.72.7-1.6
Pavlov. Cond. intertrial magazine entries2.02.62.6-1.6
Pavlov. Cond. lever-magazine prob. diff.0.91.21.21.1
Pavlov. Cond. response bias1.72.32.31.5
Time in closed arm before self-admin6.77.57.52.7
Time in closed arm after self-admin0.90.90.91.0
Time in open arm before self-admin2.73.03.0-1.7
Time in open arm after self-admin1.92.12.1-1.4
Bone: periosteal estimation0.40.90.9-0.9
Bone: periosteal perimeter0.20.30.3-0.6
Bone: post-yield work0.00.00.00.1
Progressive ratio test 1 active lever presses0.00.00.0-0.0
Progressive ratio test 1 breakpoint0.00.00.0-0.2
Progressive ratio test 1 inactive lever presses0.00.00.0-0.2
Progressive ratio test 2 active lever presses0.00.00.0-0.1
Progressive ratio test 2 breakpoint0.00.00.0-0.1
Progressive ratio test 2 inactive lever presses0.40.50.50.7
Incentive Sensitization - Responses0.00.00.0-0.1
Incentive Sensitization - Breakpoint0.00.00.00.1
Sum of active levers in priming session hrs 5-60.10.10.10.3
Progressive ratio0.40.40.40.7
Food seeking constrained by brief footshock0.50.60.6-0.8
Seeking ratio, punishment vs. effort1.41.81.8-1.3
Retroperitoneal fat weight9.129.829.8-5.5
Reaction time number correct1.92.72.71.6
Reaction time mean minus median0.10.10.1-0.3
Reaction time mean minus median AUC0.10.20.20.4
Reaction time num false alarms1.41.91.9-1.4
Reaction time num false alarms AUC0.50.70.7-0.8
Reaction time trials correct on left1.92.72.71.6
Reaction time trials on left1.92.72.71.6
Reaction time mean1.01.41.4-1.2
Reaction time mean AUC0.71.01.0-1.0
Median of all reaction times0.91.21.2-1.1
Reaction time omissions0.50.70.7-0.8
Reaction time false alarm rate1.82.42.4-1.6
Reaction time premature initiation rate2.12.82.8-1.7
Reaction time premature initiations0.10.20.2-0.5
Std. dev. reaction times1.21.71.7-1.3
Reaction time trials completed1.92.72.71.6
Reaction time trials AUC1.42.02.01.4
Run reversals in cocaine runway, females9.49.19.1-3.0
Run reversals in cocaine runway, males0.00.00.00.0
Latency to leave start box in cocaine runway2.83.03.0-1.7
Latency to leave start box in cocaine runway, F4.55.05.0-2.2
Latency to leave start box in cocaine runway, M0.20.20.20.4
Std. dev. time between licks in bursts2.42.92.9-1.7
Total sessions with >9 infusions1.31.41.41.2
Short access day 1 total inactive lever presses0.00.00.00.1
Short access day 10 total inactive lever presses0.10.10.10.2
Short access day 1 total infusions0.10.10.10.3
Short access day 10 total infusions0.00.00.0-0.2
Short access total infusions0.00.00.0-0.1
Short access day 1 locomotion2.52.72.71.6
Short access day 10 total locomotion0.00.00.00.2
Short access total locomotion0.10.10.10.3
One hour access (0.3 mA shock)0.40.40.40.7
Compulsive drug intake0.60.60.60.8
One hour access (shock baseline)0.10.10.10.3
Social response proportion0.60.70.7-0.8
Social responses2.12.72.7-1.6
Social time0.00.00.00.0
Soleus weight2.57.27.2-2.7
Bone: stiffness0.61.01.0-1.0
Tibialis anterior weight0.31.01.0-1.0
Time to tail flick, vehicle, before self-admin0.20.20.20.4
Time to tail flick, vehicle, after self-admin1.51.61.61.3
Time to tail flick, test, before self-admin0.40.40.4-0.6
Time to tail flick, test, after self-admin1.41.41.4-1.2
Delta time to tail flick, vehicle, before/after SA0.40.40.40.7
Delta time to tail flick, test, before/after SA0.10.10.1-0.3
Tibia length1.95.35.32.3
Ambulatory time before self-admin0.00.00.0-0.2
Ambulatory time after self-admin3.23.53.51.9
Bone: tissue strength2.12.12.11.4
Total heroin consumption0.30.30.30.6
Bone: trabecular number0.30.50.50.7
Bone: trabecular spacing0.10.20.20.4
Bone: trabecular thickness0.20.20.2-0.5
Bone: trabecular tissue density3.75.25.2-2.3
Water consumed over 24 hours0.00.00.00.2
Number of responses in last shaping day0.40.40.4-0.6