Slc46a1

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 mRNA stability Slc46a1 0.03 0.03 1.1e-03 0.01 0.02 0 0.01 3.6e-02 1.9e-03 2.2e-01 4.7e-02
2 NAcc gene expression Slc46a1 0.02 0.01 2.5e-03 0.02 0.01 0.01 0.01 1.0e-03 3.0e-03 2.8e-03 2.6e-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 density2.33.94.01.9-2.0
Area under the delay curve2.02.33.2-1.21.8
BMI with tail1.75.96.72.6-2.3
BMI without tail1.95.86.22.5-2.3
Body weight2.310.212.53.5-2.8
Weight adjusted by age0.20.30.50.3-0.7
Bone surface1.73.03.01.7-1.7
Bone volume1.42.52.61.6-1.6
Breakpoint value in progressive ratio session0.50.60.80.6-0.9
Number of licking bursts0.20.40.5-0.70.6
Context. condit. distance diff. score0.60.80.80.8-0.9
Locomotion velocity, session 12.02.22.61.6-1.4
Locomotion distance, session 10.10.20.30.6-0.2
Locomotion velocity, session 20.00.00.00.2-0.2
Locomotion distance, session 21.21.61.71.3-1.3
Locomotion velocity, session 33.13.54.0-2.01.7
Locomotion distance, session 30.50.50.6-0.60.8
Stereotopy head waving bouts, day 30.00.00.10.1-0.3
Stereotopy head waving duration, day 30.40.50.8-0.90.4
Locomotion velocity, session 70.30.30.40.4-0.7
Locomotion distance, session 70.40.50.50.7-0.7
Stereotopy head waving bouts, day 70.70.70.90.8-1.0
Stereotopy head waving duration, day 70.30.40.50.4-0.7
Locomotion velocity, session 80.00.00.10.2-0.0
Locomotion distance, session 80.81.21.21.1-1.1
Degree of sensitization distance3.23.23.41.8-1.8
Degree of sensitization stereotypy0.70.80.90.8-1.0
Conditioned locomotion1.51.72.1-1.51.1
Cocaine response after cond. corrected1.82.12.21.4-1.5
Cocaine response after cond. not corrected2.32.82.81.6-1.7
Cocaine response before conditioning0.20.20.20.5-0.4
Saline control response0.00.00.0-0.1-0.2
Bone: connectivity density4.26.57.12.4-2.7
Bone: cortical apparent density0.50.60.8-0.90.7
Bone: cortical area1.72.63.1-1.41.8
Bone: cortical porosity0.30.30.40.5-0.6
Bone: cortical porosity0.10.10.20.3-0.4
Bone: cortical thickness3.04.95.0-2.22.2
Bone: cortical thickness0.00.00.1-0.20.1
Bone: cortical tissue density0.30.40.4-0.70.5
Condit. Reinf. active minus inactive responses0.70.70.9-0.90.8
Condit. Reinf. active-inactive response ratio0.20.20.2-0.40.4
Condit. Reinf. active responses0.00.00.0-0.10.0
Condit. Reinf. inactive responses0.30.40.50.6-0.7
Incentive salience index mean0.20.20.3-0.60.4
Condit. Reinf. lever presses0.10.20.20.4-0.5
Condit. Reinf. active minus inactive responses0.30.40.7-0.90.4
Condit. Reinf. active-inactive response ratio0.50.60.8-0.90.6
Condit. Reinf. active responses0.20.30.5-0.70.3
Condit. Reinf. inactive responses0.00.00.10.1-0.2
Condit. Reinf. lever presses2.43.33.6-1.91.7
Condit. Reinf. lever reinforcers received0.40.60.8-0.90.6
Conditioned reinforcement - actives0.30.50.60.7-0.8
Conditioned reinforcement - inactives0.10.10.30.5-0.1
Conditioned locomotion0.50.70.70.8-0.8
Patch foraging indifference point 0 sec0.40.70.8-0.90.8
Patch foraging indifference point AUC1.72.53.1-1.81.3
Delay disc. indifference point, 0s delay1.21.31.8-0.91.4
Delay disc. indifference point, 16s delay1.61.82.8-0.91.7
Delay disc. indifference point, 2s delay2.73.03.3-1.71.8
Delay disc. indifference point, 24s delay0.70.80.80.9-0.9
Delay disc. indifference point, 4s delay0.40.40.6-0.40.8
Delay disc. indifference point, 8s delay0.60.70.8-0.80.9
Indifference point function ln k0.30.50.80.9-0.5
Indifference point function log k0.30.50.80.9-0.5
Patch foraging total patch changes 0 sec0.30.60.7-0.80.7
Patch foraging total patch changes 12 sec0.20.20.2-0.40.5
Patch foraging total patch changes 18 sec1.62.52.7-1.61.5
Patch foraging total patch changes 24 sec1.62.73.4-1.81.4
Patch foraging total patch changes 6 sec3.04.65.0-2.22.1
Patch foraging time to switch 0 sec1.22.52.81.7-1.5
Patch foraging water rate 0 sec1.53.23.2-1.81.8
Patch foraging water rate 12 sec0.10.20.20.4-0.3
Patch foraging water rate 18 sec0.30.50.70.8-0.6
Patch foraging water rate 24 sec0.30.50.7-0.40.9
Patch foraging water rate 6 sec1.31.92.0-1.31.4
Seeking ratio, delayed vs. immediate footshock1.72.12.1-1.51.4
Distance traveled before self-admin3.24.24.8-2.21.9
Distance traveled after self-admin0.00.10.1-0.30.2
Extensor digitorum longus weight0.72.93.21.8-1.6
Bone: elastic displacement3.03.53.5-1.91.9
Bone: elastic work9.212.012.6-3.43.6
Bone: endosteal estimation0.00.10.10.10.3
Bone: endosteal perimeter0.00.10.10.30.2
Epididymis fat weight7.525.529.15.4-4.7
Delta time in closed arm before/after self-admin3.02.83.1-1.81.6
Delta time in open arm before/after self-admin6.86.77.02.6-2.5
Diff in mean of infusions in LGA sessions0.50.60.70.9-0.7
Delay discount exponential model param1.41.52.11.0-1.4
Extinction: sum of active levers before priming1.11.21.41.0-1.2
Active lever presses in extinction session 60.30.30.40.3-0.7
Bone: final force0.40.60.8-0.60.9
Bone: final moment0.40.70.9-0.71.0
Food consumed during 24 hour testing period0.20.30.4-0.60.5
Glucose1.21.92.3-1.51.2
Heart weight1.32.02.21.5-1.3
Delay discount hyperbolic model param1.92.12.71.2-1.6
Intermittent access intake day 1-15 change0.10.30.50.1-0.7
Intermittent access intake escalation0.20.40.60.3-0.8
Intermittent access intake escalation 20.10.10.2-0.4-0.0
Intermitt. access day 1 inactive lever presses0.00.20.2-0.40.5
Intermitt. access day 15 inactive lever presses0.30.70.7-0.80.8
Intermitt. access escalation Index0.71.01.31.2-0.8
Intermittent access day 1 total infusions0.10.20.40.6-0.3
Intermittent access day 15 total infusions1.11.71.91.2-1.4
Intermittent access terminal intake (last 3 days)1.41.81.91.3-1.4
Intermittent access total infusions0.70.81.00.8-1.0
Intermittent access day 1 locomotion0.10.10.10.3-0.2
Intermittent access day 15 total locomotion0.50.81.00.8-1.0
Intermittent access total locomotion0.91.01.20.9-1.1
Intermittent access standard deviation0.00.00.00.1-0.2
Left kidney weight0.00.10.20.5-0.0
Right kidney weight0.10.50.80.9-0.5
Cocaine induced anxiety0.20.30.4-0.40.7
Post-drug Anxiety0.20.20.30.3-0.6
Baseline Anxiety0.60.71.20.4-1.1
Tail length0.31.41.61.3-1.0
Length with tail0.41.92.71.6-1.1
Length without tail0.30.91.41.2-0.7
Times rat made contact with spout0.00.10.1-0.30.1
Lifetime Intake0.81.01.01.0-1.0
Liver weight, left5.18.48.62.9-2.9
Liver weight, right3.66.47.12.7-2.4
Locomotor activity0.00.00.0-0.20.2
Locomotor testing distance0.00.10.1-0.30.2
Locomotor testing rearing0.00.10.1-0.4-0.0
Locomotion in novel chamber1.82.43.0-1.71.3
Locomotion in novel chamber post-restriction0.20.30.50.0-0.7
Fecal boli incidents, locomotor time 11.72.53.11.4-1.7
Change in fecal boli incidents, locomotor task0.20.20.4-0.20.7
Time >=10cm from walls, locomotor time 10.10.10.10.2-0.3
Bouts of movement, locomotor time 10.60.70.8-0.70.9
Total resting periods, locomotor time 10.20.20.2-0.40.5
Rest time, locomotor task time 10.30.40.60.3-0.8
Distance moved, locomotor task time 10.30.50.8-0.50.9
Vertical activity count, locomotor time 10.10.20.4-0.20.6
Time >=10cm from walls, locomotor time 20.81.21.41.2-1.0
Bouts of movement, locomotor time 20.40.60.8-0.70.9
Total resting periods, locomotor time 20.10.20.2-0.40.5
Rest time, locomotor task time 20.20.20.4-0.3-0.6
Distance moved, locomotor task time 20.30.40.7-0.30.8
Vertical activity count, locomotor time 20.50.81.4-0.31.2
Light reinforcement 10.00.00.0-0.10.1
Light reinforcement 20.40.60.6-0.70.8
Bone: marrow area0.00.10.10.10.4
Bone: maximum diameter0.50.91.2-0.71.1
Bone: maximum force0.61.11.4-0.91.2
Bone: maximum moment0.71.21.6-1.01.3
Mean time between licks in bursts0.40.91.01.0-0.9
Mean num. licks in bursts0.30.40.40.6-0.6
Cd content in liver0.90.91.2-0.81.1
Co content in liver0.30.30.5-0.70.5
Cu content in liver1.82.12.2-1.51.5
Fe content in liver2.32.72.91.7-1.6
K content in liver0.10.10.10.3-0.3
Mg content in liver0.70.70.7-0.80.8
Mn content in liver0.20.20.3-0.60.4
Na content in liver0.10.10.20.4-0.1
Rb content in liver0.10.10.10.3-0.3
Se content in liver0.60.70.7-0.80.8
Sr content in liver0.40.40.40.5-0.7
Zn content in liver0.30.40.50.7-0.5
Bone: minimum diameter0.10.20.3-0.30.6
Time in familiar zone, hab. session 10.40.40.4-0.60.7
Time in novel zone, hab. session 10.20.20.30.4-0.5
Total zone transitions, hab. session 10.10.10.1-0.10.4
Total locomotion distance, hab. session 10.10.10.1-0.40.4
Locomotion velocity, hab. session 10.30.50.5-0.70.7
Time in familiar zone, hab. session 20.10.10.2-0.50.2
Time in novel zone, hab. session 20.20.20.3-0.30.5
Total zone transitions, hab. session 20.20.30.40.6-0.5
Total locomotion distance, hab. session 20.10.10.1-0.30.2
Locomotion velocity, hab. session 20.10.10.1-0.40.3
Novel to familiar place preference ratio0.80.91.01.0-0.9
Novelty place preference1.11.21.31.1-1.0
Time in novel zone, NPP test1.21.31.41.2-1.1
Total zone transitions, NPP test0.00.00.00.1-0.0
Total locomotion distance, NPP test0.91.21.3-1.11.1
Locomotion velocity, NPP test1.01.51.5-1.21.2
Intraocular pressure1.01.51.7-1.31.1
Delta distance traveled before/after self-admin3.03.13.41.8-1.7
Delta ambulatory time before/after self-admin2.12.62.81.7-1.5
Parametrial fat weight5.913.914.53.8-3.6
Pavlov. Cond. lever latency0.00.00.00.1-0.0
Pavlov. Cond. magazine entry latency0.00.00.00.2-0.1
Pavlov. Cond. change in total contacts0.20.30.3-0.60.4
Pavlov. Cond. index score0.00.00.0-0.10.1
Pavlov. Cond. latency score0.00.00.00.0-0.1
Pavlov. Cond. lever contacts0.00.00.00.0-0.1
Pavlov. Cond. magazine entry number0.10.10.20.4-0.4
Pavlov. Cond. intertrial magazine entries0.20.30.3-0.60.5
Pavlov. Cond. lever-magazine prob. diff.0.00.00.0-0.20.2
Pavlov. Cond. response bias0.00.00.0-0.00.1
Pavlov. Cond. lever latency2.53.43.61.9-1.8
Pavlov. Cond. magazine entry latency0.20.20.2-0.50.4
Pavlov. Cond. change in total contacts1.32.12.2-1.51.4
Pavlov. Cond. index score2.23.03.2-1.81.7
Pavlov. Cond. latency score2.63.43.7-1.91.8
Pavlov. Cond. lever contacts1.41.92.1-1.41.3
Pavlov. Cond. magazine entry number0.00.00.00.1-0.1
Pavlov. Cond. intertrial magazine entries0.40.60.60.8-0.8
Pavlov. Cond. lever-magazine prob. diff.1.62.22.4-1.51.4
Pavlov. Cond. response bias1.21.61.7-1.31.2
Time in closed arm before self-admin1.62.02.21.5-1.4
Time in closed arm after self-admin0.80.91.1-0.71.1
Time in open arm before self-admin2.12.22.6-1.61.4
Time in open arm after self-admin1.01.11.11.0-1.1
Bone: periosteal estimation0.51.11.5-0.81.2
Bone: periosteal perimeter0.40.71.2-0.51.1
Bone: post-yield work0.30.40.40.7-0.6
Progressive ratio test 1 active lever presses0.20.30.4-0.60.4
Progressive ratio test 1 breakpoint0.30.40.5-0.70.5
Progressive ratio test 1 inactive lever presses1.42.02.4-1.31.5
Progressive ratio test 2 active lever presses0.20.20.3-0.60.4
Progressive ratio test 2 breakpoint0.20.20.3-0.60.3
Progressive ratio test 2 inactive lever presses0.10.10.1-0.30.4
Incentive Sensitization - Responses0.00.00.00.1-0.1
Incentive Sensitization - Breakpoint0.00.00.00.1-0.2
Sum of active levers in priming session hrs 5-61.51.41.41.2-1.2
Progressive ratio0.10.10.20.0-0.5
Food seeking constrained by brief footshock0.10.10.10.3-0.2
Seeking ratio, punishment vs. effort0.10.10.3-0.10.5
Retroperitoneal fat weight0.52.02.51.6-1.2
Reaction time number correct0.61.11.31.2-1.0
Reaction time mean minus median0.20.40.50.5-0.7
Reaction time mean minus median AUC1.02.62.71.6-1.6
Reaction time num false alarms5.78.08.5-2.92.7
Reaction time num false alarms AUC5.38.38.7-2.92.8
Reaction time trials correct on left0.61.11.31.2-1.0
Reaction time trials on left0.61.21.41.2-1.0
Reaction time mean0.61.01.01.0-1.0
Reaction time mean AUC0.50.70.80.9-0.8
Median of all reaction times0.40.60.70.8-0.8
Reaction time omissions1.42.02.11.4-1.5
Reaction time false alarm rate6.08.38.9-3.02.8
Reaction time premature initiation rate0.20.20.30.6-0.4
Reaction time premature initiations0.30.50.70.8-0.6
Std. dev. reaction times0.71.31.41.1-1.2
Reaction time trials completed0.61.21.41.2-1.0
Reaction time trials AUC0.51.01.11.0-0.9
Run reversals in cocaine runway, females0.00.00.10.20.2
Run reversals in cocaine runway, males0.20.20.30.3-0.6
Latency to leave start box in cocaine runway0.40.50.8-0.90.4
Latency to leave start box in cocaine runway, F0.10.10.2-0.40.1
Latency to leave start box in cocaine runway, M0.20.20.3-0.60.2
Std. dev. time between licks in bursts0.00.00.00.20.0
Total sessions with >9 infusions0.40.40.70.8-0.4
Short access day 1 total inactive lever presses3.54.65.32.3-2.0
Short access day 10 total inactive lever presses0.00.00.0-0.00.1
Short access day 1 total infusions0.60.81.21.1-0.7
Short access day 10 total infusions0.40.40.60.8-0.5
Short access total infusions0.20.30.40.6-0.4
Short access day 1 locomotion0.00.00.00.10.2
Short access day 10 total locomotion0.30.50.6-0.80.7
Short access total locomotion0.40.50.6-0.60.8
One hour access (0.3 mA shock)0.00.00.0-0.1-0.1
Compulsive drug intake0.91.01.21.1-0.9
One hour access (shock baseline)0.00.10.1-0.40.0
Social response proportion2.22.53.11.7-1.4
Social responses2.02.52.71.6-1.5
Social time1.72.32.41.5-1.5
Soleus weight2.36.77.02.6-2.5
Bone: stiffness1.93.03.31.8-1.7
Tibialis anterior weight2.79.19.83.1-2.9
Time to tail flick, vehicle, before self-admin0.10.10.10.4-0.0
Time to tail flick, vehicle, after self-admin0.40.50.5-0.60.7
Time to tail flick, test, before self-admin0.00.00.00.0-0.2
Time to tail flick, test, after self-admin0.40.40.8-0.90.2
Delta time to tail flick, vehicle, before/after SA0.30.30.5-0.70.4
Delta time to tail flick, test, before/after SA0.50.50.6-0.80.6
Tibia length0.00.10.1-0.20.3
Ambulatory time before self-admin1.52.22.5-1.41.6
Ambulatory time after self-admin0.00.00.00.10.0
Bone: tissue strength1.81.81.9-1.31.4
Total heroin consumption3.33.94.61.8-2.1
Bone: trabecular number3.25.35.72.2-2.4
Bone: trabecular spacing0.30.40.4-0.60.6
Bone: trabecular thickness0.00.00.00.00.2
Bone: trabecular tissue density1.42.12.2-1.41.5
Water consumed over 24 hours0.00.10.1-0.20.3
Number of responses in last shaping day1.51.62.1-1.11.4