Rp1l1

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 BLA gene expression Rp1l1 0.07 0.05 3.7e-03 0.03 0.04 0.03 0.04 1.5e-02 4.8e-03 1.5e-02 5.0e-03
2 NAcc gene expression Rp1l1 0.05 0.04 7.5e-03 0.01 0 0 0.01 3.7e-03 6.2e-02 4.6e-02 2.2e-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 density0.10.10.20.5-0.2
Area under the delay curve1.11.63.0-1.70.5
BMI with tail0.41.52.0-1.41.0
BMI without tail0.00.00.0-0.10.2
Body weight1.56.47.3-2.72.4
Weight adjusted by age1.44.14.3-1.92.1
Bone surface0.00.10.10.3-0.1
Bone volume0.10.10.10.3-0.4
Breakpoint value in progressive ratio session0.10.10.3-0.5-0.0
Number of licking bursts0.00.00.0-0.1-0.1
Context. condit. distance diff. score3.94.75.81.9-2.4
Locomotion velocity, session 10.10.10.1-0.40.1
Locomotion distance, session 10.00.00.0-0.10.0
Locomotion velocity, session 20.10.10.2-0.3-0.4
Locomotion distance, session 20.00.00.00.00.1
Locomotion velocity, session 31.41.71.8-1.21.3
Locomotion distance, session 30.20.20.3-0.50.3
Stereotopy head waving bouts, day 30.40.40.9-0.00.9
Stereotopy head waving duration, day 31.11.42.0-0.81.4
Locomotion velocity, session 73.63.94.91.7-2.2
Locomotion distance, session 74.35.55.82.3-2.4
Stereotopy head waving bouts, day 72.12.52.6-1.61.5
Stereotopy head waving duration, day 73.84.74.7-2.22.2
Locomotion velocity, session 80.20.20.40.0-0.6
Locomotion distance, session 81.11.62.11.0-1.4
Degree of sensitization distance8.79.49.43.1-3.0
Degree of sensitization stereotypy1.11.21.8-1.30.8
Conditioned locomotion1.01.21.31.0-1.1
Cocaine response after cond. corrected1.01.41.91.0-1.4
Cocaine response after cond. not corrected0.60.91.20.7-1.1
Cocaine response before conditioning0.81.01.2-0.91.1
Saline control response0.30.40.8-0.30.9
Bone: connectivity density0.20.30.50.70.3
Bone: cortical apparent density0.00.00.1-0.20.2
Bone: cortical area0.10.10.2-0.5-0.2
Bone: cortical porosity1.11.21.8-1.30.8
Bone: cortical porosity1.31.41.9-1.41.0
Bone: cortical thickness0.20.30.6-0.8-0.1
Bone: cortical thickness1.31.63.10.4-1.8
Bone: cortical tissue density0.00.00.0-0.20.1
Condit. Reinf. active minus inactive responses0.50.50.6-0.80.7
Condit. Reinf. active-inactive response ratio0.00.00.1-0.00.3
Condit. Reinf. active responses0.50.60.8-0.90.6
Condit. Reinf. inactive responses0.30.30.5-0.70.5
Incentive salience index mean1.72.23.0-1.71.2
Condit. Reinf. lever presses1.92.84.1-2.01.3
Condit. Reinf. active minus inactive responses0.60.91.00.9-1.0
Condit. Reinf. active-inactive response ratio0.10.20.20.4-0.5
Condit. Reinf. active responses0.71.01.11.0-1.1
Condit. Reinf. inactive responses1.01.51.51.2-1.2
Condit. Reinf. lever presses0.30.40.6-0.50.7
Condit. Reinf. lever reinforcers received0.40.50.60.6-0.8
Conditioned reinforcement - actives1.14.35.82.4-1.7
Conditioned reinforcement - inactives0.10.40.80.90.2
Conditioned locomotion3.14.65.12.0-2.3
Patch foraging indifference point 0 sec0.20.70.8-0.80.9
Patch foraging indifference point AUC0.92.02.51.3-1.6
Delay disc. indifference point, 0s delay0.00.00.0-0.10.1
Delay disc. indifference point, 16s delay0.30.50.9-0.9-0.2
Delay disc. indifference point, 2s delay0.20.30.4-0.60.3
Delay disc. indifference point, 24s delay0.20.40.5-0.7-0.5
Delay disc. indifference point, 4s delay2.72.94.0-2.01.3
Delay disc. indifference point, 8s delay1.11.93.4-1.80.7
Indifference point function ln k0.82.42.6-1.61.5
Indifference point function log k0.82.42.6-1.61.5
Patch foraging total patch changes 0 sec0.41.31.3-1.11.1
Patch foraging total patch changes 12 sec0.00.00.0-0.1-0.2
Patch foraging total patch changes 18 sec0.51.21.41.0-1.2
Patch foraging total patch changes 24 sec0.00.00.0-0.0-0.0
Patch foraging total patch changes 6 sec0.00.00.00.0-0.1
Patch foraging time to switch 0 sec0.00.20.20.4-0.4
Patch foraging water rate 0 sec0.31.31.7-1.30.9
Patch foraging water rate 12 sec0.20.60.9-0.90.6
Patch foraging water rate 18 sec1.53.34.3-2.11.5
Patch foraging water rate 24 sec0.10.10.3-0.1-0.5
Patch foraging water rate 6 sec1.32.02.1-1.41.3
Seeking ratio, delayed vs. immediate footshock0.00.00.0-0.2-0.0
Distance traveled before self-admin0.20.30.5-0.40.7
Distance traveled after self-admin0.30.40.6-0.80.6
Extensor digitorum longus weight5.220.627.3-5.23.7
Bone: elastic displacement0.10.10.20.5-0.1
Bone: elastic work0.50.60.7-0.70.8
Bone: endosteal estimation0.00.00.00.1-0.0
Bone: endosteal perimeter0.10.20.30.6-0.2
Epididymis fat weight0.00.10.20.2-0.5
Delta time in closed arm before/after self-admin0.00.00.10.0-0.3
Delta time in open arm before/after self-admin0.20.20.3-0.20.6
Diff in mean of infusions in LGA sessions2.23.94.6-2.21.8
Delay discount exponential model param1.62.13.81.9-0.7
Extinction: sum of active levers before priming0.00.00.1-0.20.1
Active lever presses in extinction session 60.50.50.60.6-0.8
Bone: final force0.30.51.0-1.00.2
Bone: final moment0.50.81.3-1.10.5
Food consumed during 24 hour testing period0.20.40.6-0.50.8
Glucose0.20.30.50.2-0.7
Heart weight0.10.20.20.5-0.4
Delay discount hyperbolic model param1.51.93.31.8-0.7
Intermittent access intake day 1-15 change0.21.41.91.4-0.9
Intermittent access intake escalation0.10.60.90.9-0.5
Intermittent access intake escalation 20.20.30.40.7-0.4
Intermitt. access day 1 inactive lever presses0.00.10.20.40.0
Intermitt. access day 15 inactive lever presses0.31.52.4-0.91.5
Intermitt. access escalation Index0.00.10.20.4-0.3
Intermittent access day 1 total infusions0.30.91.01.0-0.8
Intermittent access day 15 total infusions1.02.53.31.8-1.3
Intermittent access terminal intake (last 3 days)1.52.73.51.9-1.3
Intermittent access total infusions3.13.64.32.1-1.7
Intermittent access day 1 locomotion0.00.10.1-0.20.2
Intermittent access day 15 total locomotion0.31.01.41.2-0.8
Intermittent access total locomotion0.20.20.40.6-0.3
Intermittent access standard deviation0.31.41.81.3-1.0
Left kidney weight0.86.77.3-2.52.7
Right kidney weight1.913.014.0-3.53.7
Cocaine induced anxiety0.51.41.8-1.41.0
Post-drug Anxiety2.42.72.9-1.61.7
Baseline Anxiety0.10.20.3-0.10.6
Tail length0.10.71.4-0.31.2
Length with tail0.83.74.4-1.72.1
Length without tail1.36.78.1-2.82.3
Times rat made contact with spout0.00.00.10.0-0.3
Lifetime Intake2.63.24.02.0-1.6
Liver weight, left2.44.14.6-1.92.1
Liver weight, right0.81.41.7-1.31.0
Locomotor activity4.67.27.6-2.82.6
Locomotor testing distance0.81.82.5-1.11.6
Locomotor testing rearing0.62.23.6-0.91.9
Locomotion in novel chamber0.40.60.7-0.90.7
Locomotion in novel chamber post-restriction0.20.61.20.2-1.1
Fecal boli incidents, locomotor time 10.10.20.30.2-0.6
Change in fecal boli incidents, locomotor task0.20.20.3-0.20.5
Time >=10cm from walls, locomotor time 10.60.71.1-0.61.0
Bouts of movement, locomotor time 10.00.10.1-0.0-0.3
Total resting periods, locomotor time 10.50.61.00.5-1.0
Rest time, locomotor task time 10.50.91.40.6-1.2
Distance moved, locomotor task time 10.00.10.20.10.5
Vertical activity count, locomotor time 10.21.52.5-0.81.6
Time >=10cm from walls, locomotor time 20.20.71.0-0.61.0
Bouts of movement, locomotor time 20.20.51.0-1.00.2
Total resting periods, locomotor time 20.20.71.4-1.20.3
Rest time, locomotor task time 20.30.51.0-0.1-1.0
Distance moved, locomotor task time 20.20.20.40.10.6
Vertical activity count, locomotor time 20.20.40.7-0.20.9
Light reinforcement 10.00.20.2-0.50.5
Light reinforcement 20.10.30.30.6-0.5
Bone: marrow area0.00.00.10.3-0.1
Bone: maximum diameter0.10.20.30.1-0.6
Bone: maximum force0.30.61.1-1.00.2
Bone: maximum moment0.50.91.5-1.20.5
Mean time between licks in bursts0.21.01.91.4-0.4
Mean num. licks in bursts0.00.00.00.2-0.2
Cd content in liver2.42.73.6-1.31.9
Co content in liver0.20.30.5-0.7-0.1
Cu content in liver0.60.71.0-1.00.6
Fe content in liver0.30.30.60.8-0.2
K content in liver0.30.30.40.6-0.5
Mg content in liver1.11.31.71.3-0.9
Mn content in liver1.01.21.41.2-1.0
Na content in liver6.27.08.1-2.92.4
Rb content in liver0.20.20.30.60.3
Se content in liver0.20.20.4-0.20.6
Sr content in liver0.20.20.30.10.6
Zn content in liver0.00.10.10.30.1
Bone: minimum diameter0.00.10.1-0.4-0.2
Time in familiar zone, hab. session 11.21.31.80.9-1.4
Time in novel zone, hab. session 11.11.21.3-1.11.1
Total zone transitions, hab. session 10.00.10.1-0.3-0.1
Total locomotion distance, hab. session 10.10.10.20.3-0.4
Locomotion velocity, hab. session 10.00.00.0-0.1-0.0
Time in familiar zone, hab. session 20.30.40.40.6-0.6
Time in novel zone, hab. session 20.00.00.0-0.20.0
Total zone transitions, hab. session 20.40.50.7-0.90.5
Total locomotion distance, hab. session 20.00.10.1-0.3-0.1
Locomotion velocity, hab. session 20.10.20.3-0.60.1
Novel to familiar place preference ratio0.70.91.00.9-1.0
Novelty place preference0.50.70.80.8-0.9
Time in novel zone, NPP test0.30.40.40.6-0.7
Total zone transitions, NPP test0.00.00.0-0.2-0.1
Total locomotion distance, NPP test0.50.71.01.0-0.7
Locomotion velocity, NPP test0.71.01.21.1-0.9
Intraocular pressure1.72.74.22.0-1.1
Delta distance traveled before/after self-admin0.10.20.3-0.50.2
Delta ambulatory time before/after self-admin0.00.00.0-0.2-0.2
Parametrial fat weight2.25.35.32.3-2.3
Pavlov. Cond. lever latency1.01.21.91.4-0.7
Pavlov. Cond. magazine entry latency0.81.11.2-1.11.0
Pavlov. Cond. change in total contacts2.22.43.5-1.91.1
Pavlov. Cond. index score3.24.15.5-2.41.6
Pavlov. Cond. latency score2.33.04.1-2.01.4
Pavlov. Cond. lever contacts1.41.62.5-1.60.9
Pavlov. Cond. magazine entry number2.43.13.81.9-1.5
Pavlov. Cond. intertrial magazine entries0.10.10.1-0.30.4
Pavlov. Cond. lever-magazine prob. diff.3.64.46.0-2.51.7
Pavlov. Cond. response bias2.12.63.6-1.91.3
Pavlov. Cond. lever latency2.33.33.81.7-1.9
Pavlov. Cond. magazine entry latency1.31.82.3-1.51.2
Pavlov. Cond. change in total contacts2.35.55.8-2.32.4
Pavlov. Cond. index score2.74.34.3-2.12.1
Pavlov. Cond. latency score2.84.54.6-2.12.2
Pavlov. Cond. lever contacts2.23.33.8-1.72.0
Pavlov. Cond. magazine entry number0.40.50.70.8-0.5
Pavlov. Cond. intertrial magazine entries2.96.38.22.9-2.1
Pavlov. Cond. lever-magazine prob. diff.2.53.94.1-2.01.9
Pavlov. Cond. response bias2.43.43.4-1.91.8
Time in closed arm before self-admin1.62.73.0-1.61.7
Time in closed arm after self-admin0.50.50.8-0.90.5
Time in open arm before self-admin0.81.01.11.0-1.0
Time in open arm after self-admin0.10.10.20.10.4
Bone: periosteal estimation0.00.00.0-0.1-0.2
Bone: periosteal perimeter0.00.00.00.1-0.2
Bone: post-yield work3.05.17.81.6-2.8
Progressive ratio test 1 active lever presses0.81.41.61.3-1.1
Progressive ratio test 1 breakpoint0.71.11.31.1-1.0
Progressive ratio test 1 inactive lever presses0.10.20.40.70.1
Progressive ratio test 2 active lever presses0.40.61.01.0-0.4
Progressive ratio test 2 breakpoint0.20.30.60.8-0.2
Progressive ratio test 2 inactive lever presses0.31.01.81.3-0.4
Incentive Sensitization - Responses0.10.30.50.10.7
Incentive Sensitization - Breakpoint0.10.30.70.10.8
Sum of active levers in priming session hrs 5-60.20.20.30.3-0.5
Progressive ratio0.51.51.7-1.11.3
Food seeking constrained by brief footshock0.40.50.50.7-0.7
Seeking ratio, punishment vs. effort0.40.91.20.8-1.1
Retroperitoneal fat weight0.21.11.21.0-1.1
Reaction time number correct0.00.10.20.4-0.1
Reaction time mean minus median0.10.40.4-0.70.6
Reaction time mean minus median AUC0.10.30.4-0.50.7
Reaction time num false alarms1.11.82.0-1.41.3
Reaction time num false alarms AUC0.71.51.8-1.31.1
Reaction time trials correct on left0.00.10.20.4-0.1
Reaction time trials on left0.00.10.20.5-0.1
Reaction time mean0.10.20.3-0.10.6
Reaction time mean AUC0.20.60.9-0.51.0
Median of all reaction times0.10.20.3-0.00.6
Reaction time omissions0.91.42.21.5-0.8
Reaction time false alarm rate1.01.41.9-1.40.9
Reaction time premature initiation rate0.00.00.1-0.3-0.1
Reaction time premature initiations0.00.10.10.2-0.4
Std. dev. reaction times0.00.00.00.1-0.0
Reaction time trials completed0.00.10.20.5-0.1
Reaction time trials AUC0.00.20.30.5-0.1
Run reversals in cocaine runway, females0.20.30.30.4-0.6
Run reversals in cocaine runway, males1.61.72.3-1.51.1
Latency to leave start box in cocaine runway0.81.11.81.3-0.7
Latency to leave start box in cocaine runway, F0.10.10.20.50.1
Latency to leave start box in cocaine runway, M0.50.50.80.9-0.4
Std. dev. time between licks in bursts0.20.40.70.8-0.1
Total sessions with >9 infusions0.20.30.50.7-0.2
Short access day 1 total inactive lever presses0.10.30.30.5-0.5
Short access day 10 total inactive lever presses0.10.50.50.7-0.7
Short access day 1 total infusions1.52.93.81.9-1.4
Short access day 10 total infusions0.10.10.20.4-0.3
Short access total infusions0.70.91.21.1-0.8
Short access day 1 locomotion0.00.00.00.00.1
Short access day 10 total locomotion0.10.50.6-0.60.8
Short access total locomotion0.20.40.5-0.50.7
One hour access (0.3 mA shock)1.92.32.31.5-1.5
Compulsive drug intake0.00.00.1-0.30.1
One hour access (shock baseline)0.92.52.91.7-1.4
Social response proportion2.53.13.41.8-1.7
Social responses3.44.44.52.1-2.1
Social time0.60.91.4-0.61.2
Soleus weight0.00.10.3-0.50.0
Bone: stiffness0.61.11.9-1.40.6
Tibialis anterior weight6.121.026.7-5.23.9
Time to tail flick, vehicle, before self-admin0.50.61.1-1.00.5
Time to tail flick, vehicle, after self-admin0.10.30.5-0.70.3
Time to tail flick, test, before self-admin0.00.00.0-0.10.1
Time to tail flick, test, after self-admin3.13.34.62.1-1.4
Delta time to tail flick, vehicle, before/after SA0.30.30.40.7-0.5
Delta time to tail flick, test, before/after SA1.41.82.61.6-1.0
Tibia length3.49.510.8-2.93.3
Ambulatory time before self-admin0.00.10.1-0.20.3
Ambulatory time after self-admin0.60.91.3-1.10.8
Bone: tissue strength0.10.10.10.30.2
Total heroin consumption0.20.20.3-0.50.3
Bone: trabecular number0.10.20.30.6-0.1
Bone: trabecular spacing0.30.50.9-0.90.2
Bone: trabecular thickness0.30.40.6-0.80.3
Bone: trabecular tissue density1.62.83.6-1.91.4
Water consumed over 24 hours0.71.31.4-1.21.0
Number of responses in last shaping day0.00.00.0-0.20.1