Sult1b1

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 gene expression Sult1b1 0.23 0.1 0.0e+00 0.15 0.14 0.14 0.1 4.2e-16 5.7e-15 7.1e-15 4.5e-11
2 Liver isoform ratio XM_039092392.1 0.07 0.04 3.4e-06 0.04 0.04 0.03 0.03 6.6e-05 2.8e-05 1.0e-04 2.8e-04
3 Liver isoform ratio XM_008770056.3 0.08 0.05 1.8e-05 0.03 0.04 0.03 0.03 5.3e-04 1.9e-05 6.7e-04 1.3e-04

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 3
Bone: apparent density0.10.20.5-0.70.1-0.0
Area under the delay curve0.40.40.6-0.10.8-0.7
BMI with tail1.75.67.0-2.12.7-2.4
BMI without tail1.42.94.6-0.12.0-2.1
Body weight0.72.73.9-0.62.0-2.0
Weight adjusted by age0.70.81.9-1.4-0.50.6
Bone surface0.40.81.2-0.3-1.01.1
Bone volume0.10.20.30.2-0.50.5
Breakpoint value in progressive ratio session0.20.20.20.40.4-0.5
Number of licking bursts0.10.10.1-0.30.2-0.2
Context. condit. distance diff. score4.04.87.30.2-2.72.7
Locomotion velocity, session 12.22.43.6-0.61.9-1.8
Locomotion distance, session 10.20.30.40.6-0.50.5
Locomotion velocity, session 20.20.20.30.3-0.50.6
Locomotion distance, session 20.10.10.20.4-0.20.2
Locomotion velocity, session 30.30.40.70.8-0.50.4
Locomotion distance, session 30.10.10.20.1-0.40.4
Stereotopy head waving bouts, day 30.81.01.1-0.91.0-1.0
Stereotopy head waving duration, day 30.20.20.3-0.30.6-0.6
Locomotion velocity, session 70.90.92.71.60.2-0.4
Locomotion distance, session 70.70.81.71.3-0.70.6
Stereotopy head waving bouts, day 70.20.20.5-0.7-0.10.1
Stereotopy head waving duration, day 70.70.81.1-0.61.1-1.0
Locomotion velocity, session 80.81.01.6-0.0-1.11.3
Locomotion distance, session 83.34.87.00.8-2.62.6
Degree of sensitization distance0.60.61.11.1-0.60.5
Degree of sensitization stereotypy0.10.10.1-0.3-0.30.4
Conditioned locomotion0.50.61.0-1.0-0.40.7
Cocaine response after cond. corrected0.40.41.11.1-0.30.3
Cocaine response after cond. not corrected0.70.70.91.0-0.80.8
Cocaine response before conditioning0.30.30.3-0.5-0.60.6
Saline control response0.40.61.01.0-0.60.5
Bone: connectivity density0.30.50.8-0.90.6-0.5
Bone: cortical apparent density3.34.36.50.22.5-2.6
Bone: cortical area0.20.30.30.60.4-0.6
Bone: cortical porosity0.80.92.2-1.5-0.30.6
Bone: cortical porosity1.11.23.4-1.90.3-0.0
Bone: cortical thickness0.30.50.7-0.80.7-0.7
Bone: cortical thickness0.70.91.40.1-1.21.1
Bone: cortical tissue density3.34.36.60.12.5-2.6
Condit. Reinf. active minus inactive responses0.60.70.8-0.80.9-0.9
Condit. Reinf. active-inactive response ratio1.11.23.5-1.90.4-0.3
Condit. Reinf. active responses0.10.20.20.30.5-0.5
Condit. Reinf. inactive responses0.91.13.21.8-0.30.1
Incentive salience index mean0.20.20.3-0.20.5-0.5
Condit. Reinf. lever presses0.00.00.00.1-0.10.2
Condit. Reinf. active minus inactive responses0.00.10.10.30.2-0.2
Condit. Reinf. active-inactive response ratio0.20.20.20.50.3-0.4
Condit. Reinf. active responses0.10.10.10.3-0.30.3
Condit. Reinf. inactive responses0.80.91.40.5-1.11.2
Condit. Reinf. lever presses1.11.42.10.6-1.51.4
Condit. Reinf. lever reinforcers received0.30.50.70.3-0.80.8
Conditioned reinforcement - actives0.70.70.9-0.5-0.91.0
Conditioned reinforcement - inactives1.11.21.71.3-1.00.9
Conditioned locomotion0.30.30.5-0.0-0.70.7
Patch foraging indifference point 0 sec0.10.20.50.7-0.00.0
Patch foraging indifference point AUC1.31.53.61.90.5-0.7
Delay disc. indifference point, 0s delay0.50.60.9-0.31.0-0.9
Delay disc. indifference point, 16s delay1.91.92.7-0.81.6-1.6
Delay disc. indifference point, 2s delay1.01.13.21.8-0.10.1
Delay disc. indifference point, 24s delay0.10.10.3-0.5-0.00.1
Delay disc. indifference point, 4s delay1.01.01.40.61.1-1.2
Delay disc. indifference point, 8s delay1.31.31.5-1.21.2-1.0
Indifference point function ln k0.50.71.4-1.2-0.60.6
Indifference point function log k0.50.71.4-1.2-0.60.6
Patch foraging total patch changes 0 sec0.10.20.50.70.0-0.1
Patch foraging total patch changes 12 sec0.70.91.20.51.0-1.1
Patch foraging total patch changes 18 sec0.30.40.40.50.6-0.7
Patch foraging total patch changes 24 sec0.40.51.41.2-0.30.3
Patch foraging total patch changes 6 sec0.40.61.61.30.3-0.5
Patch foraging time to switch 0 sec1.82.75.7-2.41.2-0.9
Patch foraging water rate 0 sec0.50.72.01.4-0.40.2
Patch foraging water rate 12 sec0.81.21.80.6-1.31.3
Patch foraging water rate 18 sec1.62.22.51.4-1.61.4
Patch foraging water rate 24 sec2.43.34.90.8-2.22.1
Patch foraging water rate 6 sec0.20.40.90.9-0.40.2
Seeking ratio, delayed vs. immediate footshock1.11.21.71.3-1.10.9
Distance traveled before self-admin0.30.30.60.8-0.40.3
Distance traveled after self-admin3.43.84.51.7-2.12.0
Extensor digitorum longus weight4.316.946.1-6.81.9-1.0
Bone: elastic displacement1.41.62.4-0.8-1.41.5
Bone: elastic work1.21.52.4-0.5-1.41.6
Bone: endosteal estimation1.12.43.81.9-1.41.2
Bone: endosteal perimeter0.40.80.90.9-0.90.7
Epididymis fat weight0.61.52.3-0.21.5-1.5
Delta time in closed arm before/after self-admin0.70.70.9-0.90.8-0.7
Delta time in open arm before/after self-admin0.50.51.41.20.2-0.3
Diff in mean of infusions in LGA sessions0.20.20.3-0.3-0.50.5
Delay discount exponential model param0.30.30.4-0.1-0.70.6
Extinction: sum of active levers before priming0.70.70.80.8-0.90.8
Active lever presses in extinction session 60.30.20.70.9-0.1-0.0
Bone: final force0.10.10.20.20.3-0.5
Bone: final moment0.10.10.20.20.3-0.5
Food consumed during 24 hour testing period2.73.33.51.7-1.91.9
Glucose0.50.81.61.3-0.70.5
Heart weight0.30.41.0-1.00.2-0.2
Delay discount hyperbolic model param0.30.30.4-0.4-0.60.6
Intermittent access intake day 1-15 change1.41.42.2-1.5-0.91.1
Intermittent access intake escalation1.31.31.7-1.0-1.11.3
Intermittent access intake escalation 20.40.40.7-0.1-0.80.8
Intermitt. access day 1 inactive lever presses1.11.21.61.3-1.01.0
Intermitt. access day 15 inactive lever presses1.11.22.31.5-0.90.8
Intermitt. access escalation Index0.40.30.9-1.0-0.10.2
Intermittent access day 1 total infusions0.10.10.20.1-0.40.4
Intermittent access day 15 total infusions1.01.11.6-0.1-1.31.3
Intermittent access terminal intake (last 3 days)1.01.11.70.3-1.31.2
Intermittent access total infusions0.30.30.50.0-0.70.6
Intermittent access day 1 locomotion0.10.10.10.1-0.30.3
Intermittent access day 15 total locomotion0.30.30.5-0.2-0.70.6
Intermittent access total locomotion0.10.10.2-0.40.0-0.0
Intermittent access standard deviation0.50.50.80.2-0.90.9
Left kidney weight0.20.61.00.6-1.00.7
Right kidney weight0.20.61.01.00.4-0.7
Cocaine induced anxiety0.10.20.2-0.30.4-0.4
Post-drug Anxiety1.01.11.80.21.2-1.3
Baseline Anxiety0.40.40.60.3-0.80.7
Tail length0.00.10.20.4-0.40.2
Length with tail0.31.12.71.6-0.70.4
Length without tail0.20.41.21.1-0.20.1
Times rat made contact with spout0.30.30.40.60.6-0.6
Lifetime Intake0.20.20.3-0.1-0.50.5
Liver weight, left1.01.53.21.80.8-0.9
Liver weight, right1.21.95.62.40.2-0.3
Locomotor activity1.11.72.30.8-1.51.5
Locomotor testing distance2.23.65.40.1-2.32.3
Locomotor testing rearing1.62.53.7-0.4-1.91.9
Locomotion in novel chamber0.10.20.30.20.4-0.5
Locomotion in novel chamber post-restriction0.81.01.21.10.8-1.1
Fecal boli incidents, locomotor time 10.70.81.9-1.4-0.50.5
Change in fecal boli incidents, locomotor task0.00.00.0-0.2-0.00.1
Time >=10cm from walls, locomotor time 10.60.61.9-1.40.00.1
Bouts of movement, locomotor time 10.70.81.0-1.00.8-0.9
Total resting periods, locomotor time 10.60.70.8-0.80.8-0.9
Rest time, locomotor task time 11.61.72.70.8-1.61.4
Distance moved, locomotor task time 10.20.20.3-0.40.6-0.3
Vertical activity count, locomotor time 12.82.94.50.42.1-2.0
Time >=10cm from walls, locomotor time 20.70.71.1-0.5-0.91.1
Bouts of movement, locomotor time 20.10.10.20.5-0.10.1
Total resting periods, locomotor time 20.00.00.10.40.0-0.1
Rest time, locomotor task time 22.32.74.10.7-2.01.9
Distance moved, locomotor task time 21.21.41.6-1.21.3-1.0
Vertical activity count, locomotor time 22.12.33.4-0.11.9-1.8
Light reinforcement 10.20.30.91.0-0.1-0.0
Light reinforcement 20.00.10.1-0.10.3-0.3
Bone: marrow area1.12.43.51.9-1.51.2
Bone: maximum diameter0.50.91.60.01.1-1.2
Bone: maximum force0.10.10.30.6-0.30.1
Bone: maximum moment0.10.20.40.7-0.30.0
Mean time between licks in bursts2.73.86.9-2.61.5-1.4
Mean num. licks in bursts0.30.30.91.00.1-0.3
Cd content in liver0.91.01.8-1.30.8-0.8
Co content in liver0.10.10.30.50.2-0.3
Cu content in liver0.30.41.01.00.2-0.3
Fe content in liver1.61.92.9-0.51.7-1.6
K content in liver2.12.12.41.61.3-1.4
Mg content in liver2.62.73.31.41.7-1.8
Mn content in liver0.00.00.1-0.20.00.0
Na content in liver1.81.92.21.21.4-1.5
Rb content in liver1.11.31.5-1.11.2-1.2
Se content in liver0.10.10.20.20.4-0.4
Sr content in liver1.41.21.6-0.8-1.21.2
Zn content in liver0.50.51.11.1-0.40.5
Bone: minimum diameter2.24.211.63.4-0.90.4
Time in familiar zone, hab. session 11.11.11.60.6-1.11.3
Time in novel zone, hab. session 13.33.24.7-0.82.0-2.2
Total zone transitions, hab. session 10.10.20.50.7-0.10.1
Total locomotion distance, hab. session 11.92.62.91.7-1.61.5
Locomotion velocity, hab. session 12.13.03.41.5-1.91.8
Time in familiar zone, hab. session 20.00.00.10.1-0.20.3
Time in novel zone, hab. session 21.81.82.8-0.41.5-1.7
Total zone transitions, hab. session 20.30.40.70.2-0.80.7
Total locomotion distance, hab. session 20.91.21.70.9-1.31.1
Locomotion velocity, hab. session 21.21.62.10.9-1.51.3
Novel to familiar place preference ratio1.91.93.00.31.6-1.7
Novelty place preference2.82.84.50.12.0-2.1
Time in novel zone, NPP test3.13.25.10.32.1-2.2
Total zone transitions, NPP test0.00.10.10.30.2-0.2
Total locomotion distance, NPP test0.71.01.40.5-1.21.2
Locomotion velocity, NPP test0.71.01.50.2-1.21.2
Intraocular pressure0.70.91.0-0.91.0-1.0
Delta distance traveled before/after self-admin0.60.70.90.5-0.90.9
Delta ambulatory time before/after self-admin0.40.50.70.2-0.80.8
Parametrial fat weight1.02.04.02.00.9-1.1
Pavlov. Cond. lever latency0.30.40.9-0.9-0.40.4
Pavlov. Cond. magazine entry latency0.40.50.90.2-0.80.9
Pavlov. Cond. change in total contacts0.10.10.10.20.3-0.4
Pavlov. Cond. index score0.10.10.30.50.2-0.2
Pavlov. Cond. latency score0.10.10.40.60.1-0.1
Pavlov. Cond. lever contacts0.30.41.01.00.2-0.3
Pavlov. Cond. magazine entry number0.00.00.10.3-0.10.1
Pavlov. Cond. intertrial magazine entries0.91.11.70.61.2-1.3
Pavlov. Cond. lever-magazine prob. diff.0.10.10.40.60.1-0.1
Pavlov. Cond. response bias0.10.10.40.60.1-0.0
Pavlov. Cond. lever latency0.91.21.70.41.3-1.3
Pavlov. Cond. magazine entry latency0.70.81.0-1.0-0.80.9
Pavlov. Cond. change in total contacts1.21.62.2-0.8-1.41.5
Pavlov. Cond. index score1.52.02.7-0.9-1.51.6
Pavlov. Cond. latency score1.82.33.0-1.1-1.61.7
Pavlov. Cond. lever contacts1.31.82.8-0.2-1.61.7
Pavlov. Cond. magazine entry number1.41.72.21.51.1-1.2
Pavlov. Cond. intertrial magazine entries1.21.52.81.70.9-1.0
Pavlov. Cond. lever-magazine prob. diff.1.51.92.7-0.8-1.51.6
Pavlov. Cond. response bias1.42.02.8-0.8-1.61.7
Time in closed arm before self-admin0.40.40.80.9-0.50.4
Time in closed arm after self-admin0.50.50.7-0.4-0.80.8
Time in open arm before self-admin1.21.31.7-1.3-0.91.1
Time in open arm after self-admin0.70.81.31.10.8-0.8
Bone: periosteal estimation0.30.71.71.3-0.50.3
Bone: periosteal perimeter0.20.30.50.7-0.50.3
Bone: post-yield work0.20.30.30.60.4-0.6
Progressive ratio test 1 active lever presses0.00.00.00.0-0.0-0.1
Progressive ratio test 1 breakpoint0.00.00.0-0.2-0.10.0
Progressive ratio test 1 inactive lever presses1.41.53.81.9-0.70.6
Progressive ratio test 2 active lever presses0.00.00.10.2-0.1-0.0
Progressive ratio test 2 breakpoint0.00.00.00.10.0-0.2
Progressive ratio test 2 inactive lever presses1.01.11.71.3-1.00.8
Incentive Sensitization - Responses0.00.00.0-0.20.0-0.0
Incentive Sensitization - Breakpoint0.00.00.0-0.1-0.20.1
Sum of active levers in priming session hrs 5-61.00.91.00.9-1.01.0
Progressive ratio0.40.51.0-1.0-0.50.6
Food seeking constrained by brief footshock0.10.10.2-0.40.1-0.1
Seeking ratio, punishment vs. effort0.50.61.01.00.6-0.6
Retroperitoneal fat weight1.34.36.50.92.4-2.5
Reaction time number correct0.10.10.2-0.5-0.30.3
Reaction time mean minus median1.41.82.6-0.61.6-1.6
Reaction time mean minus median AUC2.83.65.3-0.62.3-2.3
Reaction time num false alarms1.01.31.90.61.3-1.4
Reaction time num false alarms AUC1.11.52.30.21.5-1.5
Reaction time trials correct on left0.10.10.2-0.5-0.30.3
Reaction time trials on left0.10.20.3-0.6-0.30.3
Reaction time mean1.01.31.8-0.81.3-1.3
Reaction time mean AUC1.11.52.0-0.61.4-1.4
Median of all reaction times0.71.01.3-0.71.1-1.1
Reaction time omissions0.81.12.1-1.50.8-0.7
Reaction time false alarm rate1.11.52.10.51.5-1.5
Reaction time premature initiation rate0.10.20.20.40.3-0.5
Reaction time premature initiations0.10.20.30.30.4-0.6
Std. dev. reaction times0.91.31.8-0.61.3-1.3
Reaction time trials completed0.10.20.3-0.6-0.30.3
Reaction time trials AUC0.10.10.4-0.6-0.10.0
Run reversals in cocaine runway, females1.51.52.71.6-1.00.9
Run reversals in cocaine runway, males0.10.10.2-0.5-0.00.2
Latency to leave start box in cocaine runway1.11.23.61.9-0.1-0.2
Latency to leave start box in cocaine runway, F1.92.05.92.4-0.0-0.3
Latency to leave start box in cocaine runway, M0.10.10.2-0.4-0.20.2
Std. dev. time between licks in bursts0.40.51.1-1.1-0.20.4
Total sessions with >9 infusions0.91.02.2-1.5-0.50.7
Short access day 1 total inactive lever presses2.83.14.11.2-2.02.0
Short access day 10 total inactive lever presses2.02.32.71.2-1.61.6
Short access day 1 total infusions0.10.10.40.6-0.0-0.0
Short access day 10 total infusions0.20.20.3-0.1-0.60.6
Short access total infusions0.10.10.2-0.4-0.00.1
Short access day 1 locomotion0.00.00.0-0.20.1-0.0
Short access day 10 total locomotion0.40.40.6-0.40.7-0.8
Short access total locomotion0.20.20.5-0.70.3-0.2
One hour access (0.3 mA shock)0.30.40.60.3-0.80.6
Compulsive drug intake0.60.60.60.70.7-0.8
One hour access (shock baseline)0.10.10.2-0.2-0.50.4
Social response proportion1.01.12.21.50.7-0.8
Social responses0.20.30.60.80.3-0.4
Social time0.40.51.11.10.3-0.5
Soleus weight0.92.64.1-0.9-1.82.0
Bone: stiffness1.11.72.11.31.2-1.5
Tibialis anterior weight2.17.215.0-3.92.0-1.6
Time to tail flick, vehicle, before self-admin0.20.20.60.8-0.1-0.0
Time to tail flick, vehicle, after self-admin2.72.94.20.6-2.02.1
Time to tail flick, test, before self-admin0.20.20.30.0-0.40.6
Time to tail flick, test, after self-admin0.70.72.01.4-0.20.1
Delta time to tail flick, vehicle, before/after SA0.30.30.40.1-0.60.6
Delta time to tail flick, test, before/after SA0.80.81.11.00.7-0.9
Tibia length0.10.20.30.50.3-0.6
Ambulatory time before self-admin0.30.30.60.8-0.40.3
Ambulatory time after self-admin2.62.93.21.8-1.71.5
Bone: tissue strength0.30.30.90.90.2-0.3
Total heroin consumption1.11.32.61.6-0.90.8
Bone: trabecular number0.30.50.8-0.40.9-0.8
Bone: trabecular spacing1.11.42.2-0.11.4-1.5
Bone: trabecular thickness0.40.50.70.3-0.90.8
Bone: trabecular tissue density0.91.31.9-0.51.3-1.4
Water consumed over 24 hours0.81.02.31.5-0.60.5
Number of responses in last shaping day0.20.20.3-0.50.5-0.3