Bhlhe22

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 gene expression Bhlhe22 0.28 0.15 0.0e+00 0.13 0.13 0.13 0.13 1.3e-18 2.1e-19 8.0e-19 2.1e-19
2 Brain gene expression Bhlhe22 0.08 0.05 8.6e-06 0.05 0.04 0.04 0.04 1.8e-05 1.2e-04 4.5e-05 6.2e-05

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 density1.32.32.4-1.51.5
Area under the delay curve0.80.91.21.1-0.8
BMI with tail2.79.510.23.2-3.0
BMI without tail2.36.97.02.6-2.6
Body weight2.812.313.33.6-3.4
Weight adjusted by age0.40.60.70.8-0.8
Bone surface0.00.00.0-0.10.2
Bone volume0.00.00.1-0.20.3
Breakpoint value in progressive ratio session0.40.50.60.7-0.7
Number of licking bursts2.03.33.41.8-1.8
Context. condit. distance diff. score0.60.70.80.9-0.8
Locomotion velocity, session 10.30.30.30.5-0.6
Locomotion distance, session 10.00.00.00.2-0.2
Locomotion velocity, session 22.73.23.21.8-1.8
Locomotion distance, session 20.00.00.10.1-0.3
Locomotion velocity, session 31.11.21.41.0-1.2
Locomotion distance, session 30.70.81.00.8-1.0
Stereotopy head waving bouts, day 30.20.20.3-0.40.6
Stereotopy head waving duration, day 30.40.50.7-0.60.8
Locomotion velocity, session 72.02.22.2-1.51.5
Locomotion distance, session 72.02.62.9-1.71.5
Stereotopy head waving bouts, day 71.31.51.71.3-1.1
Stereotopy head waving duration, day 70.60.70.90.9-0.7
Locomotion velocity, session 81.92.32.31.5-1.5
Locomotion distance, session 82.03.03.01.7-1.7
Degree of sensitization distance4.64.84.8-2.22.2
Degree of sensitization stereotypy4.04.44.72.2-2.0
Conditioned locomotion1.71.92.2-1.31.5
Cocaine response after cond. corrected0.20.30.3-0.60.4
Cocaine response after cond. not corrected0.20.30.3-0.60.5
Cocaine response before conditioning0.20.20.3-0.40.5
Saline control response0.30.40.50.7-0.6
Bone: connectivity density1.93.03.1-1.71.8
Bone: cortical apparent density0.81.01.11.0-1.0
Bone: cortical area0.81.21.31.2-1.0
Bone: cortical porosity0.60.60.8-0.90.7
Bone: cortical porosity0.20.20.2-0.50.3
Bone: cortical thickness0.00.00.00.10.1
Bone: cortical thickness1.11.31.41.1-1.2
Bone: cortical tissue density0.91.21.31.1-1.1
Condit. Reinf. active minus inactive responses0.10.10.10.3-0.3
Condit. Reinf. active-inactive response ratio0.00.00.00.00.0
Condit. Reinf. active responses0.20.20.30.4-0.5
Condit. Reinf. inactive responses0.40.50.70.6-0.8
Incentive salience index mean0.30.30.40.5-0.6
Condit. Reinf. lever presses0.30.40.60.5-0.8
Condit. Reinf. active minus inactive responses0.50.60.70.8-0.7
Condit. Reinf. active-inactive response ratio0.20.30.30.5-0.5
Condit. Reinf. active responses0.20.30.40.6-0.5
Condit. Reinf. inactive responses0.10.20.20.4-0.4
Condit. Reinf. lever presses0.30.50.5-0.70.7
Condit. Reinf. lever reinforcers received0.20.20.20.5-0.4
Conditioned reinforcement - actives0.10.20.4-0.10.6
Conditioned reinforcement - inactives0.00.00.00.1-0.1
Conditioned locomotion0.40.60.70.8-0.7
Patch foraging indifference point 0 sec0.10.20.30.3-0.5
Patch foraging indifference point AUC0.40.60.8-0.90.7
Delay disc. indifference point, 0s delay0.60.70.80.7-0.9
Delay disc. indifference point, 16s delay0.20.20.50.00.7
Delay disc. indifference point, 2s delay0.80.91.51.2-0.6
Delay disc. indifference point, 24s delay0.91.01.5-0.71.2
Delay disc. indifference point, 4s delay2.72.93.81.4-1.9
Delay disc. indifference point, 8s delay0.70.80.80.9-0.9
Indifference point function ln k0.71.11.31.0-1.1
Indifference point function log k0.71.11.31.0-1.1
Patch foraging total patch changes 0 sec0.20.50.70.5-0.8
Patch foraging total patch changes 12 sec0.00.00.0-0.20.1
Patch foraging total patch changes 18 sec0.00.00.1-0.2-0.1
Patch foraging total patch changes 24 sec0.30.40.4-0.70.6
Patch foraging total patch changes 6 sec0.10.10.10.4-0.4
Patch foraging time to switch 0 sec0.20.40.60.8-0.4
Patch foraging water rate 0 sec0.00.10.1-0.3-0.2
Patch foraging water rate 12 sec1.12.33.1-1.81.2
Patch foraging water rate 18 sec0.71.12.0-1.40.5
Patch foraging water rate 24 sec0.40.50.9-0.90.4
Patch foraging water rate 6 sec0.20.30.6-0.1-0.8
Seeking ratio, delayed vs. immediate footshock2.02.43.5-1.11.9
Distance traveled before self-admin6.48.49.42.7-3.1
Distance traveled after self-admin7.28.88.93.0-3.0
Extensor digitorum longus weight6.726.527.65.0-5.3
Bone: elastic displacement3.44.04.8-2.21.8
Bone: elastic work1.01.41.6-1.31.1
Bone: endosteal estimation1.43.03.11.7-1.8
Bone: endosteal perimeter2.24.65.22.3-2.0
Epididymis fat weight3.311.111.53.3-3.4
Delta time in closed arm before/after self-admin0.60.61.0-0.41.0
Delta time in open arm before/after self-admin0.60.60.60.8-0.8
Diff in mean of infusions in LGA sessions0.50.61.2-1.10.3
Delay discount exponential model param0.70.71.0-1.00.7
Extinction: sum of active levers before priming0.70.81.41.2-0.4
Active lever presses in extinction session 61.11.11.21.0-1.1
Bone: final force1.72.72.91.7-1.6
Bone: final moment1.52.42.51.6-1.5
Food consumed during 24 hour testing period3.85.25.82.2-2.4
Glucose0.40.60.60.7-0.8
Heart weight1.11.71.81.3-1.3
Delay discount hyperbolic model param1.01.11.3-1.20.9
Intermittent access intake day 1-15 change0.00.00.0-0.10.0
Intermittent access intake escalation0.00.00.0-0.10.1
Intermittent access intake escalation 20.20.20.3-0.50.3
Intermitt. access day 1 inactive lever presses0.10.30.40.7-0.4
Intermitt. access day 15 inactive lever presses0.00.10.1-0.30.2
Intermitt. access escalation Index0.40.50.6-0.70.8
Intermittent access day 1 total infusions0.00.00.1-0.30.1
Intermittent access day 15 total infusions0.50.71.2-1.10.6
Intermittent access terminal intake (last 3 days)0.10.20.3-0.60.0
Intermittent access total infusions0.30.40.6-0.80.4
Intermittent access day 1 locomotion0.50.70.90.9-0.7
Intermittent access day 15 total locomotion0.20.40.60.4-0.8
Intermittent access total locomotion0.40.40.50.6-0.7
Intermittent access standard deviation0.10.20.5-0.2-0.7
Left kidney weight0.31.31.81.4-0.9
Right kidney weight0.83.94.42.1-1.8
Cocaine induced anxiety0.10.10.2-0.40.1
Post-drug Anxiety0.20.20.2-0.40.4
Baseline Anxiety0.10.10.20.4-0.2
Tail length0.10.50.60.7-0.8
Length with tail0.83.64.32.1-1.7
Length without tail1.03.13.71.9-1.6
Times rat made contact with spout4.65.25.32.3-2.3
Lifetime Intake0.20.20.4-0.60.4
Liver weight, left1.82.93.41.6-1.9
Liver weight, right5.19.09.63.1-2.9
Locomotor activity0.91.41.91.4-0.9
Locomotor testing distance1.12.12.71.6-1.2
Locomotor testing rearing0.00.00.10.10.3
Locomotion in novel chamber0.10.10.10.2-0.3
Locomotion in novel chamber post-restriction0.20.30.5-0.10.7
Fecal boli incidents, locomotor time 10.30.50.91.0-0.3
Change in fecal boli incidents, locomotor task0.30.30.4-0.70.3
Time >=10cm from walls, locomotor time 10.00.00.0-0.10.1
Bouts of movement, locomotor time 10.20.20.5-0.00.7
Total resting periods, locomotor time 10.30.30.6-0.10.8
Rest time, locomotor task time 10.00.10.10.30.2
Distance moved, locomotor task time 10.10.20.30.3-0.5
Vertical activity count, locomotor time 10.10.20.40.3-0.6
Time >=10cm from walls, locomotor time 20.00.00.0-0.10.1
Bouts of movement, locomotor time 20.20.40.4-0.60.6
Total resting periods, locomotor time 20.10.20.2-0.50.4
Rest time, locomotor task time 20.00.00.0-0.10.1
Distance moved, locomotor task time 20.10.20.2-0.30.5
Vertical activity count, locomotor time 20.10.20.20.4-0.5
Light reinforcement 11.02.53.21.8-1.4
Light reinforcement 23.65.66.32.5-2.2
Bone: marrow area1.32.93.01.7-1.7
Bone: maximum diameter1.52.83.11.8-1.6
Bone: maximum force1.42.52.81.7-1.5
Bone: maximum moment1.22.02.31.5-1.3
Mean time between licks in bursts0.00.00.0-0.10.1
Mean num. licks in bursts0.20.30.3-0.50.5
Cd content in liver1.01.11.30.9-1.1
Co content in liver0.80.91.01.0-1.0
Cu content in liver0.30.30.4-0.40.6
Fe content in liver0.10.10.10.30.2
K content in liver0.60.50.7-0.60.9
Mg content in liver0.50.50.5-0.60.7
Mn content in liver0.00.00.1-0.00.3
Na content in liver0.80.91.21.1-0.8
Rb content in liver0.81.01.0-1.01.0
Se content in liver0.10.10.10.20.4
Sr content in liver1.51.31.4-1.11.2
Zn content in liver0.10.20.2-0.50.3
Bone: minimum diameter0.30.50.50.7-0.6
Time in familiar zone, hab. session 10.00.00.1-0.20.2
Time in novel zone, hab. session 10.30.30.30.5-0.6
Total zone transitions, hab. session 10.10.10.20.3-0.4
Total locomotion distance, hab. session 10.10.20.20.5-0.4
Locomotion velocity, hab. session 10.20.30.30.6-0.5
Time in familiar zone, hab. session 20.60.70.7-0.80.8
Time in novel zone, hab. session 20.10.10.1-0.40.3
Total zone transitions, hab. session 20.81.01.01.0-1.0
Total locomotion distance, hab. session 20.10.20.20.4-0.5
Locomotion velocity, hab. session 20.30.30.40.6-0.6
Novel to familiar place preference ratio1.92.12.2-1.41.5
Novelty place preference1.81.92.0-1.31.4
Time in novel zone, NPP test1.41.41.6-1.11.3
Total zone transitions, NPP test0.10.10.20.3-0.4
Total locomotion distance, NPP test0.20.20.20.4-0.5
Locomotion velocity, NPP test0.00.00.0-0.10.0
Intraocular pressure1.42.02.91.7-1.0
Delta distance traveled before/after self-admin0.20.30.3-0.60.4
Delta ambulatory time before/after self-admin1.01.21.4-1.21.1
Parametrial fat weight2.15.05.72.1-2.4
Pavlov. Cond. lever latency0.10.10.1-0.20.3
Pavlov. Cond. magazine entry latency0.00.00.1-0.0-0.2
Pavlov. Cond. change in total contacts1.61.71.81.3-1.3
Pavlov. Cond. index score0.60.70.90.7-0.9
Pavlov. Cond. latency score0.40.50.60.6-0.8
Pavlov. Cond. lever contacts0.10.10.20.3-0.4
Pavlov. Cond. magazine entry number0.50.60.7-0.60.9
Pavlov. Cond. intertrial magazine entries0.30.30.4-0.60.6
Pavlov. Cond. lever-magazine prob. diff.0.91.11.30.9-1.1
Pavlov. Cond. response bias0.50.60.70.6-0.9
Pavlov. Cond. lever latency0.00.00.00.0-0.2
Pavlov. Cond. magazine entry latency0.00.00.00.2-0.2
Pavlov. Cond. change in total contacts0.00.00.00.00.2
Pavlov. Cond. index score0.00.00.10.2-0.1
Pavlov. Cond. latency score0.00.00.00.2-0.1
Pavlov. Cond. lever contacts0.00.00.0-0.00.2
Pavlov. Cond. magazine entry number0.00.00.0-0.20.0
Pavlov. Cond. intertrial magazine entries0.20.30.4-0.70.5
Pavlov. Cond. lever-magazine prob. diff.0.10.10.10.3-0.2
Pavlov. Cond. response bias0.00.00.00.20.0
Time in closed arm before self-admin0.40.51.0-1.00.3
Time in closed arm after self-admin0.70.80.9-0.80.9
Time in open arm before self-admin0.00.00.0-0.10.2
Time in open arm after self-admin2.72.93.81.9-1.4
Bone: periosteal estimation1.42.93.01.7-1.7
Bone: periosteal perimeter1.93.33.92.0-1.6
Bone: post-yield work0.81.21.31.1-1.0
Progressive ratio test 1 active lever presses0.30.40.40.6-0.6
Progressive ratio test 1 breakpoint0.30.40.40.6-0.6
Progressive ratio test 1 inactive lever presses0.50.81.2-0.61.1
Progressive ratio test 2 active lever presses0.20.30.3-0.50.6
Progressive ratio test 2 breakpoint0.20.30.3-0.50.5
Progressive ratio test 2 inactive lever presses0.10.10.3-0.00.5
Incentive Sensitization - Responses0.60.80.9-0.90.8
Incentive Sensitization - Breakpoint0.60.70.9-0.90.8
Sum of active levers in priming session hrs 5-61.21.11.31.1-1.0
Progressive ratio0.20.30.4-0.40.6
Food seeking constrained by brief footshock0.81.01.6-1.20.7
Seeking ratio, punishment vs. effort0.00.10.1-0.30.1
Retroperitoneal fat weight1.04.45.11.9-2.3
Reaction time number correct0.81.51.6-1.11.3
Reaction time mean minus median2.35.66.52.2-2.5
Reaction time mean minus median AUC1.84.54.92.0-2.2
Reaction time num false alarms1.72.53.4-1.31.8
Reaction time num false alarms AUC1.11.72.4-1.01.6
Reaction time trials correct on left0.81.51.6-1.11.3
Reaction time trials on left0.71.41.5-1.11.2
Reaction time mean0.81.21.41.0-1.2
Reaction time mean AUC0.50.80.90.9-0.9
Median of all reaction times0.10.20.30.3-0.5
Reaction time omissions1.01.51.61.3-1.2
Reaction time false alarm rate0.20.20.4-0.20.6
Reaction time premature initiation rate0.30.40.7-0.80.3
Reaction time premature initiations0.50.91.2-1.10.7
Std. dev. reaction times2.34.24.81.9-2.2
Reaction time trials completed0.71.41.5-1.11.2
Reaction time trials AUC0.51.01.2-0.91.1
Run reversals in cocaine runway, females2.12.13.80.7-2.0
Run reversals in cocaine runway, males0.00.00.0-0.1-0.1
Latency to leave start box in cocaine runway0.10.10.2-0.0-0.5
Latency to leave start box in cocaine runway, F0.00.00.1-0.3-0.1
Latency to leave start box in cocaine runway, M0.20.20.40.2-0.6
Std. dev. time between licks in bursts0.81.21.2-1.01.1
Total sessions with >9 infusions0.10.10.30.5-0.1
Short access day 1 total inactive lever presses0.10.10.10.40.2
Short access day 10 total inactive lever presses0.51.11.3-1.10.9
Short access day 1 total infusions0.70.91.41.2-0.6
Short access day 10 total infusions0.10.20.3-0.50.3
Short access total infusions0.00.00.0-0.00.1
Short access day 1 locomotion0.91.11.71.3-0.7
Short access day 10 total locomotion0.30.50.60.6-0.8
Short access total locomotion1.21.41.81.3-1.0
One hour access (0.3 mA shock)0.30.30.4-0.50.6
Compulsive drug intake0.10.10.20.00.4
One hour access (shock baseline)1.21.92.1-1.51.2
Social response proportion0.10.10.10.3-0.2
Social responses1.01.31.61.3-1.0
Social time0.20.20.3-0.50.5
Soleus weight0.51.41.41.2-1.2
Bone: stiffness2.23.64.42.1-1.7
Tibialis anterior weight7.726.127.35.0-5.2
Time to tail flick, vehicle, before self-admin0.20.20.40.3-0.6
Time to tail flick, vehicle, after self-admin2.22.83.0-1.61.7
Time to tail flick, test, before self-admin0.10.10.10.30.1
Time to tail flick, test, after self-admin3.13.34.1-2.01.5
Delta time to tail flick, vehicle, before/after SA5.45.15.4-2.22.3
Delta time to tail flick, test, before/after SA1.01.11.7-1.30.7
Tibia length0.20.60.60.8-0.8
Ambulatory time before self-admin5.88.79.33.0-2.9
Ambulatory time after self-admin2.73.23.21.7-1.8
Bone: tissue strength0.00.00.0-0.00.1
Total heroin consumption0.20.30.50.1-0.7
Bone: trabecular number1.32.12.4-1.41.5
Bone: trabecular spacing0.20.30.40.4-0.6
Bone: trabecular thickness1.21.51.6-1.31.2
Bone: trabecular tissue density2.63.93.92.0-2.0
Water consumed over 24 hours0.70.90.90.9-1.0
Number of responses in last shaping day0.50.50.80.9-0.5