Dpagt1l1

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 Adipose gene expression Dpagt1l1 0.03 0.02 2.7e-04 0.02 0.03 0.03 0.03 1.1e-03 1.3e-04 2.5e-04 3.7e-04
2 Brain gene expression Dpagt1l1 0.05 0.03 1.2e-03 0.03 0.03 0.02 0.02 1.1e-03 2.0e-03 4.2e-03 1.1e-02

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 density0.20.40.70.4-0.8
Area under the delay curve1.11.32.3-1.50.5
BMI with tail0.31.11.11.1-1.1
BMI without tail2.26.76.82.6-2.6
Body weight2.08.513.53.7-1.9
Weight adjusted by age1.42.13.92.0-0.5
Bone surface0.10.20.40.6-0.2
Bone volume0.20.30.40.6-0.5
Breakpoint value in progressive ratio session0.70.81.21.10.6
Number of licking bursts0.20.30.50.1-0.7
Context. condit. distance diff. score1.61.93.80.2-2.0
Locomotion velocity, session 12.93.14.8-1.22.2
Locomotion distance, session 11.92.44.8-2.2-0.1
Locomotion velocity, session 23.54.05.5-2.31.6
Locomotion distance, session 20.60.81.0-1.0-0.8
Locomotion velocity, session 32.12.43.0-1.31.7
Locomotion distance, session 32.83.04.2-2.11.3
Stereotopy head waving bouts, day 30.60.81.1-0.61.1
Stereotopy head waving duration, day 30.30.40.5-0.70.6
Locomotion velocity, session 70.60.61.0-1.00.4
Locomotion distance, session 72.32.95.7-2.4-0.3
Stereotopy head waving bouts, day 70.20.20.30.6-0.2
Stereotopy head waving duration, day 70.20.30.50.7-0.3
Locomotion velocity, session 80.91.11.2-1.1-1.0
Locomotion distance, session 82.74.07.6-0.6-2.8
Degree of sensitization distance1.11.12.00.5-1.4
Degree of sensitization stereotypy0.30.40.40.6-0.6
Conditioned locomotion3.94.55.21.9-2.3
Cocaine response after cond. corrected0.20.30.6-0.00.8
Cocaine response after cond. not corrected0.50.60.7-0.60.9
Cocaine response before conditioning0.60.71.4-1.2-0.2
Saline control response2.23.03.51.9-1.6
Bone: connectivity density0.40.61.0-0.3-1.0
Bone: cortical apparent density2.23.04.1-2.01.3
Bone: cortical area3.96.010.83.3-1.1
Bone: cortical porosity2.42.53.31.31.8
Bone: cortical porosity2.12.32.61.61.4
Bone: cortical thickness3.35.410.83.3-0.2
Bone: cortical thickness0.81.02.01.4-0.1
Bone: cortical tissue density2.43.34.5-2.11.5
Condit. Reinf. active minus inactive responses1.92.22.81.7-1.2
Condit. Reinf. active-inactive response ratio0.80.81.11.1-0.7
Condit. Reinf. active responses3.64.55.32.3-1.9
Condit. Reinf. inactive responses1.01.21.31.1-1.1
Incentive salience index mean1.62.02.21.5-1.3
Condit. Reinf. lever presses0.30.40.8-0.1-0.9
Condit. Reinf. active minus inactive responses0.50.60.70.7-0.8
Condit. Reinf. active-inactive response ratio1.31.52.91.7-0.3
Condit. Reinf. active responses0.20.30.70.0-0.8
Condit. Reinf. inactive responses0.60.81.5-1.2-0.2
Condit. Reinf. lever presses0.40.61.20.1-1.1
Condit. Reinf. lever reinforcers received0.40.51.0-0.0-1.0
Conditioned reinforcement - actives0.10.10.1-0.4-0.2
Conditioned reinforcement - inactives0.30.40.60.8-0.4
Conditioned locomotion0.00.00.1-0.0-0.3
Patch foraging indifference point 0 sec0.00.10.10.3-0.1
Patch foraging indifference point AUC0.20.20.4-0.0-0.7
Delay disc. indifference point, 0s delay0.00.00.0-0.1-0.0
Delay disc. indifference point, 16s delay1.41.62.9-1.7-0.5
Delay disc. indifference point, 2s delay0.40.40.4-0.60.7
Delay disc. indifference point, 24s delay4.14.65.1-2.32.0
Delay disc. indifference point, 4s delay0.20.20.3-0.50.4
Delay disc. indifference point, 8s delay0.60.70.8-0.80.9
Indifference point function ln k0.50.81.4-1.20.5
Indifference point function log k0.50.81.4-1.20.5
Patch foraging total patch changes 0 sec0.00.10.10.3-0.3
Patch foraging total patch changes 12 sec0.10.10.20.40.2
Patch foraging total patch changes 18 sec0.30.40.7-0.4-0.8
Patch foraging total patch changes 24 sec0.40.71.01.0-0.6
Patch foraging total patch changes 6 sec0.30.40.80.9-0.0
Patch foraging time to switch 0 sec0.30.60.7-0.80.7
Patch foraging water rate 0 sec1.42.93.11.7-1.7
Patch foraging water rate 12 sec0.51.12.20.2-1.5
Patch foraging water rate 18 sec0.91.52.60.5-1.6
Patch foraging water rate 24 sec2.53.55.81.1-2.4
Patch foraging water rate 6 sec0.30.40.80.1-0.9
Seeking ratio, delayed vs. immediate footshock1.21.41.61.3-1.1
Distance traveled before self-admin0.71.01.91.40.2
Distance traveled after self-admin0.60.70.80.8-0.9
Extensor digitorum longus weight0.51.93.8-0.1-1.9
Bone: elastic displacement0.91.02.11.4-0.1
Bone: elastic work5.26.813.43.70.5
Bone: endosteal estimation0.30.71.2-0.4-1.1
Bone: endosteal perimeter0.51.01.71.3-0.5
Epididymis fat weight1.03.63.61.9-1.9
Delta time in closed arm before/after self-admin0.50.50.8-0.4-0.9
Delta time in open arm before/after self-admin0.10.10.2-0.20.4
Diff in mean of infusions in LGA sessions0.10.20.30.50.3
Delay discount exponential model param1.71.92.91.7-0.9
Extinction: sum of active levers before priming0.50.60.8-0.60.9
Active lever presses in extinction session 62.62.65.2-0.02.3
Bone: final force4.16.611.03.3-1.5
Bone: final moment4.77.513.43.7-1.3
Food consumed during 24 hour testing period0.20.30.50.7-0.4
Glucose9.615.125.7-2.15.1
Heart weight0.50.81.51.20.2
Delay discount hyperbolic model param1.51.72.51.6-1.0
Intermittent access intake day 1-15 change0.30.71.21.10.4
Intermittent access intake escalation0.30.61.01.00.4
Intermittent access intake escalation 21.51.73.01.70.7
Intermitt. access day 1 inactive lever presses0.72.82.81.6-1.7
Intermitt. access day 15 inactive lever presses0.40.91.30.7-1.1
Intermitt. access escalation Index0.40.61.00.4-1.0
Intermittent access day 1 total infusions0.00.10.10.2-0.3
Intermittent access day 15 total infusions0.30.40.70.9-0.3
Intermittent access terminal intake (last 3 days)0.50.71.31.1-0.3
Intermittent access total infusions0.20.20.30.5-0.4
Intermittent access day 1 locomotion0.00.00.10.0-0.3
Intermittent access day 15 total locomotion0.30.50.80.9-0.4
Intermittent access total locomotion0.20.20.30.6-0.3
Intermittent access standard deviation0.71.53.0-0.11.7
Left kidney weight0.10.30.30.50.6
Right kidney weight0.00.10.20.30.4
Cocaine induced anxiety1.72.52.81.71.5
Post-drug Anxiety1.92.03.80.61.9
Baseline Anxiety1.31.52.3-1.50.8
Tail length2.610.215.74.0-2.2
Length with tail1.45.911.83.4-0.3
Length without tail0.82.52.81.51.7
Times rat made contact with spout1.21.42.11.40.9
Lifetime Intake0.00.00.00.2-0.1
Liver weight, left0.61.01.4-0.81.2
Liver weight, right1.83.14.52.1-1.3
Locomotor activity0.61.01.1-1.10.9
Locomotor testing distance0.91.72.9-1.70.7
Locomotor testing rearing0.30.51.1-1.00.1
Locomotion in novel chamber0.20.20.4-0.60.0
Locomotion in novel chamber post-restriction2.13.44.92.2-1.4
Fecal boli incidents, locomotor time 10.20.30.6-0.8-0.1
Change in fecal boli incidents, locomotor task2.62.54.5-0.82.1
Time >=10cm from walls, locomotor time 11.31.42.60.4-1.6
Bouts of movement, locomotor time 11.21.31.8-1.30.9
Total resting periods, locomotor time 11.61.72.0-1.41.2
Rest time, locomotor task time 10.70.91.6-0.41.3
Distance moved, locomotor task time 10.30.50.60.6-0.8
Vertical activity count, locomotor time 10.61.32.00.8-1.4
Time >=10cm from walls, locomotor time 20.00.10.10.2-0.3
Bouts of movement, locomotor time 20.50.81.5-1.20.1
Total resting periods, locomotor time 20.30.61.1-1.0-0.3
Rest time, locomotor task time 20.00.00.0-0.20.1
Distance moved, locomotor task time 20.00.00.00.1-0.1
Vertical activity count, locomotor time 20.20.30.6-0.1-0.8
Light reinforcement 10.92.33.80.9-1.9
Light reinforcement 21.62.52.61.6-1.6
Bone: marrow area0.30.61.1-0.4-1.1
Bone: maximum diameter1.01.93.21.8-0.7
Bone: maximum force4.07.011.03.3-1.7
Bone: maximum moment4.37.612.93.6-1.5
Mean time between licks in bursts0.61.42.6-1.60.6
Mean num. licks in bursts0.40.70.80.70.9
Cd content in liver0.91.01.0-1.0-1.0
Co content in liver0.00.00.00.20.1
Cu content in liver0.91.11.81.30.6
Fe content in liver0.30.40.8-0.9-0.1
K content in liver2.22.13.70.8-1.9
Mg content in liver2.62.75.3-0.1-2.3
Mn content in liver0.10.10.10.2-0.3
Na content in liver0.20.20.3-0.2-0.6
Rb content in liver2.52.94.71.1-2.2
Se content in liver0.30.30.40.5-0.7
Sr content in liver1.31.12.2-0.01.5
Zn content in liver1.31.51.51.2-1.2
Bone: minimum diameter2.34.27.82.8-0.8
Time in familiar zone, hab. session 10.10.10.30.00.5
Time in novel zone, hab. session 10.10.10.2-0.1-0.4
Total zone transitions, hab. session 10.20.30.6-0.8-0.1
Total locomotion distance, hab. session 10.30.40.7-0.0-0.8
Locomotion velocity, hab. session 10.30.40.80.0-0.9
Time in familiar zone, hab. session 20.20.20.5-0.7-0.0
Time in novel zone, hab. session 20.00.00.0-0.1-0.0
Total zone transitions, hab. session 21.41.82.8-0.9-1.7
Total locomotion distance, hab. session 22.02.75.40.0-2.3
Locomotion velocity, hab. session 22.12.85.60.3-2.4
Novel to familiar place preference ratio2.02.24.32.10.2
Novelty place preference2.02.14.22.00.3
Time in novel zone, NPP test1.61.73.31.80.2
Total zone transitions, NPP test1.72.53.5-1.3-1.9
Total locomotion distance, NPP test2.33.16.0-0.5-2.5
Locomotion velocity, NPP test1.72.34.6-0.2-2.2
Intraocular pressure0.81.11.40.9-1.2
Delta distance traveled before/after self-admin0.30.30.5-0.7-0.3
Delta ambulatory time before/after self-admin0.81.02.0-1.4-0.3
Parametrial fat weight0.61.41.81.0-1.3
Pavlov. Cond. lever latency1.41.82.3-1.5-1.1
Pavlov. Cond. magazine entry latency1.92.54.32.10.8
Pavlov. Cond. change in total contacts1.31.42.10.81.4
Pavlov. Cond. index score2.32.95.72.40.3
Pavlov. Cond. latency score2.12.64.82.20.6
Pavlov. Cond. lever contacts0.70.91.51.20.5
Pavlov. Cond. magazine entry number2.73.44.8-2.2-1.4
Pavlov. Cond. intertrial magazine entries1.01.22.40.2-1.5
Pavlov. Cond. lever-magazine prob. diff.2.22.75.42.30.3
Pavlov. Cond. response bias2.02.53.61.91.2
Pavlov. Cond. lever latency1.21.72.9-0.61.7
Pavlov. Cond. magazine entry latency1.41.73.2-1.8-0.4
Pavlov. Cond. change in total contacts0.40.60.6-0.7-0.8
Pavlov. Cond. index score0.30.50.6-0.6-0.7
Pavlov. Cond. latency score0.50.60.9-0.6-0.9
Pavlov. Cond. lever contacts1.01.42.60.4-1.6
Pavlov. Cond. magazine entry number0.91.12.11.40.4
Pavlov. Cond. intertrial magazine entries1.42.12.11.5-1.4
Pavlov. Cond. lever-magazine prob. diff.0.40.50.7-0.8-0.6
Pavlov. Cond. response bias0.40.51.0-0.3-1.0
Time in closed arm before self-admin0.50.71.2-0.21.1
Time in closed arm after self-admin0.80.81.3-0.61.2
Time in open arm before self-admin0.50.51.0-0.1-1.0
Time in open arm after self-admin0.10.10.2-0.2-0.4
Bone: periosteal estimation1.22.53.71.9-1.2
Bone: periosteal perimeter2.54.38.62.90.3
Bone: post-yield work0.10.20.3-0.3-0.6
Progressive ratio test 1 active lever presses0.20.30.30.6-0.5
Progressive ratio test 1 breakpoint0.30.40.50.7-0.5
Progressive ratio test 1 inactive lever presses2.23.23.51.7-1.9
Progressive ratio test 2 active lever presses0.20.30.40.4-0.6
Progressive ratio test 2 breakpoint0.30.30.40.5-0.6
Progressive ratio test 2 inactive lever presses0.10.20.50.7-0.0
Incentive Sensitization - Responses0.20.20.30.4-0.5
Incentive Sensitization - Breakpoint0.10.20.20.4-0.4
Sum of active levers in priming session hrs 5-60.70.70.80.90.8
Progressive ratio0.60.91.2-1.10.7
Food seeking constrained by brief footshock0.40.51.1-0.11.0
Seeking ratio, punishment vs. effort0.10.20.30.3-0.6
Retroperitoneal fat weight2.611.111.83.4-3.2
Reaction time number correct2.14.07.5-0.7-2.7
Reaction time mean minus median0.20.51.1-0.11.0
Reaction time mean minus median AUC0.00.10.10.10.3
Reaction time num false alarms0.10.20.3-0.50.4
Reaction time num false alarms AUC0.30.50.8-0.90.3
Reaction time trials correct on left2.14.07.5-0.7-2.7
Reaction time trials on left2.24.17.8-0.7-2.8
Reaction time mean0.10.20.20.5-0.4
Reaction time mean AUC0.20.30.60.3-0.8
Median of all reaction times0.30.40.60.5-0.8
Reaction time omissions0.10.20.30.3-0.5
Reaction time false alarm rate1.11.52.9-0.51.7
Reaction time premature initiation rate1.11.52.1-1.40.9
Reaction time premature initiations0.81.52.6-1.6-0.7
Std. dev. reaction times0.10.30.4-0.70.3
Reaction time trials completed2.24.17.8-0.7-2.8
Reaction time trials AUC2.24.17.8-0.7-2.8
Run reversals in cocaine runway, females0.70.71.4-1.2-0.1
Run reversals in cocaine runway, males1.31.32.51.60.3
Latency to leave start box in cocaine runway0.30.30.7-0.8-0.1
Latency to leave start box in cocaine runway, F0.91.01.0-1.0-1.0
Latency to leave start box in cocaine runway, M0.20.20.30.00.6
Std. dev. time between licks in bursts2.43.36.5-0.2-2.5
Total sessions with >9 infusions0.20.30.4-0.60.5
Short access day 1 total inactive lever presses0.10.20.3-0.2-0.6
Short access day 10 total inactive lever presses1.33.13.61.9-1.6
Short access day 1 total infusions1.11.52.2-1.50.8
Short access day 10 total infusions0.60.81.61.3-0.2
Short access total infusions0.10.10.1-0.10.3
Short access day 1 locomotion0.40.50.9-0.41.0
Short access day 10 total locomotion0.61.22.30.21.5
Short access total locomotion0.40.51.00.31.0
One hour access (0.3 mA shock)0.40.50.80.4-0.9
Compulsive drug intake0.91.12.00.5-1.4
One hour access (shock baseline)0.00.10.10.1-0.3
Social response proportion0.20.30.5-0.7-0.1
Social responses0.10.10.2-0.5-0.1
Social time0.10.10.1-0.4-0.0
Soleus weight1.03.04.42.1-1.2
Bone: stiffness0.60.91.00.9-1.0
Tibialis anterior weight0.10.40.8-0.1-0.9
Time to tail flick, vehicle, before self-admin0.10.10.2-0.50.2
Time to tail flick, vehicle, after self-admin1.11.52.6-1.60.6
Time to tail flick, test, before self-admin0.10.10.1-0.30.2
Time to tail flick, test, after self-admin1.11.21.8-0.71.3
Delta time to tail flick, vehicle, before/after SA0.20.20.3-0.3-0.5
Delta time to tail flick, test, before/after SA0.80.81.5-0.41.2
Tibia length6.417.634.65.9-0.8
Ambulatory time before self-admin1.42.14.12.0-0.3
Ambulatory time after self-admin0.30.40.40.6-0.6
Bone: tissue strength2.02.02.11.4-1.5
Total heroin consumption0.91.11.90.51.4
Bone: trabecular number0.00.00.00.20.0
Bone: trabecular spacing2.22.95.7-0.2-2.4
Bone: trabecular thickness1.41.82.01.31.4
Bone: trabecular tissue density0.60.91.6-1.30.4
Water consumed over 24 hours0.60.81.60.21.3
Number of responses in last shaping day0.10.10.1-0.10.4