Fxr1

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 Brain mRNA stability Fxr1 0.09 0.05 5.8e-07 0.05 0.05 0.04 0.04 2.3e-05 1.7e-05 1.2e-04 4.4e-05
2 Brain gene expression Fxr1 0.03 0.02 8.2e-03 0.02 0.01 0 0.01 8.0e-03 3.4e-02 1.6e-01 5.0e-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 density4.47.67.82.7-2.8
Area under the delay curve0.60.70.91.0-0.8
BMI with tail0.41.32.00.8-1.4
BMI without tail0.92.63.31.4-1.8
Body weight0.31.11.90.5-1.4
Weight adjusted by age0.81.21.4-1.01.2
Bone surface0.20.30.30.5-0.6
Bone volume0.91.61.91.1-1.4
Breakpoint value in progressive ratio session3.13.84.61.7-2.2
Number of licking bursts1.52.43.11.3-1.8
Context. condit. distance diff. score7.08.58.82.9-3.0
Locomotion velocity, session 11.31.41.5-1.21.1
Locomotion distance, session 10.60.80.8-0.90.9
Locomotion velocity, session 21.61.92.9-1.71.0
Locomotion distance, session 20.71.01.5-1.20.7
Locomotion velocity, session 30.00.00.0-0.0-0.1
Locomotion distance, session 30.20.30.4-0.60.4
Stereotopy head waving bouts, day 30.20.20.3-0.40.5
Stereotopy head waving duration, day 30.20.30.50.7-0.4
Locomotion velocity, session 70.50.50.8-0.90.5
Locomotion distance, session 70.20.30.5-0.70.3
Stereotopy head waving bouts, day 70.91.01.50.7-1.2
Stereotopy head waving duration, day 71.41.72.11.2-1.4
Locomotion velocity, session 82.63.13.31.7-1.8
Locomotion distance, session 81.82.63.21.4-1.8
Degree of sensitization distance0.20.20.4-0.60.3
Degree of sensitization stereotypy2.32.53.01.4-1.7
Conditioned locomotion0.10.20.20.5-0.3
Cocaine response after cond. corrected0.00.00.00.2-0.0
Cocaine response after cond. not corrected0.50.61.0-0.51.0
Cocaine response before conditioning0.81.01.6-0.61.3
Saline control response0.50.70.9-0.71.0
Bone: connectivity density1.72.72.81.7-1.6
Bone: cortical apparent density0.71.01.40.8-1.2
Bone: cortical area0.20.30.60.4-0.8
Bone: cortical porosity0.90.91.7-0.31.3
Bone: cortical porosity0.80.91.7-0.31.3
Bone: cortical thickness0.10.20.20.5-0.3
Bone: cortical thickness0.10.10.2-0.4-0.1
Bone: cortical tissue density0.71.01.40.8-1.2
Condit. Reinf. active minus inactive responses2.62.92.9-1.71.7
Condit. Reinf. active-inactive response ratio2.22.32.5-1.51.6
Condit. Reinf. active responses1.72.12.4-1.51.4
Condit. Reinf. inactive responses0.00.00.0-0.20.1
Incentive salience index mean2.63.23.3-1.81.7
Condit. Reinf. lever presses1.11.61.6-1.31.2
Condit. Reinf. active minus inactive responses2.12.82.8-1.71.7
Condit. Reinf. active-inactive response ratio1.41.61.6-1.31.3
Condit. Reinf. active responses4.05.65.9-2.42.3
Condit. Reinf. inactive responses2.33.03.3-1.81.7
Condit. Reinf. lever presses0.30.40.5-0.70.6
Condit. Reinf. lever reinforcers received3.34.75.1-2.22.1
Conditioned reinforcement - actives0.61.01.1-1.01.0
Conditioned reinforcement - inactives0.00.00.0-0.20.2
Conditioned locomotion0.91.21.6-1.30.9
Patch foraging indifference point 0 sec2.13.94.91.7-2.2
Patch foraging indifference point AUC0.30.40.60.8-0.5
Delay disc. indifference point, 0s delay0.40.50.6-0.80.6
Delay disc. indifference point, 16s delay1.31.41.61.3-1.1
Delay disc. indifference point, 2s delay0.40.50.60.8-0.6
Delay disc. indifference point, 24s delay1.41.51.81.3-1.1
Delay disc. indifference point, 4s delay0.10.10.10.2-0.4
Delay disc. indifference point, 8s delay0.10.10.20.4-0.2
Indifference point function ln k0.20.30.5-0.70.4
Indifference point function log k0.20.30.5-0.70.4
Patch foraging total patch changes 0 sec1.73.23.91.6-2.0
Patch foraging total patch changes 12 sec1.31.72.01.4-1.2
Patch foraging total patch changes 18 sec0.71.11.21.0-1.1
Patch foraging total patch changes 24 sec3.86.67.52.4-2.7
Patch foraging total patch changes 6 sec3.75.66.22.5-2.3
Patch foraging time to switch 0 sec0.00.00.00.0-0.2
Patch foraging water rate 0 sec0.40.91.11.1-0.8
Patch foraging water rate 12 sec0.00.00.0-0.10.2
Patch foraging water rate 18 sec0.10.10.1-0.40.2
Patch foraging water rate 24 sec2.43.43.61.8-1.9
Patch foraging water rate 6 sec0.00.00.00.2-0.1
Seeking ratio, delayed vs. immediate footshock0.20.30.30.5-0.6
Distance traveled before self-admin2.02.62.71.6-1.6
Distance traveled after self-admin0.40.40.70.5-0.8
Extensor digitorum longus weight0.10.30.60.3-0.7
Bone: elastic displacement0.00.00.10.2-0.2
Bone: elastic work0.10.10.2-0.30.4
Bone: endosteal estimation0.10.30.6-0.8-0.1
Bone: endosteal perimeter0.30.71.1-1.00.6
Epididymis fat weight0.00.10.1-0.4-0.1
Delta time in closed arm before/after self-admin0.90.80.91.0-0.9
Delta time in open arm before/after self-admin0.60.60.6-0.70.8
Diff in mean of infusions in LGA sessions0.40.50.70.5-0.9
Delay discount exponential model param0.80.81.1-1.00.8
Extinction: sum of active levers before priming1.21.31.6-1.31.0
Active lever presses in extinction session 60.30.30.40.4-0.6
Bone: final force0.10.20.3-0.50.4
Bone: final moment0.00.00.0-0.2-0.0
Food consumed during 24 hour testing period0.20.30.70.1-0.8
Glucose0.91.41.5-1.21.2
Heart weight0.00.00.1-0.1-0.3
Delay discount hyperbolic model param0.70.80.9-1.00.8
Intermittent access intake day 1-15 change0.30.70.80.9-0.8
Intermittent access intake escalation0.40.90.91.0-0.9
Intermittent access intake escalation 20.00.00.00.1-0.1
Intermitt. access day 1 inactive lever presses0.00.00.00.2-0.1
Intermitt. access day 15 inactive lever presses0.30.70.8-0.80.9
Intermitt. access escalation Index0.00.00.00.2-0.1
Intermittent access day 1 total infusions4.87.78.2-2.92.7
Intermittent access day 15 total infusions0.30.40.5-0.70.5
Intermittent access terminal intake (last 3 days)1.62.02.2-1.51.4
Intermittent access total infusions2.12.42.8-1.71.4
Intermittent access day 1 locomotion3.13.94.4-2.11.9
Intermittent access day 15 total locomotion0.00.00.0-0.2-0.2
Intermittent access total locomotion0.40.40.7-0.80.5
Intermittent access standard deviation0.10.20.20.5-0.4
Left kidney weight0.62.93.81.4-1.9
Right kidney weight1.14.85.92.0-2.4
Cocaine induced anxiety0.60.81.1-1.00.8
Post-drug Anxiety0.60.70.8-0.90.7
Baseline Anxiety0.00.00.10.2-0.1
Tail length0.00.10.10.2-0.3
Length with tail0.10.30.5-0.70.3
Length without tail0.10.30.6-0.80.2
Times rat made contact with spout0.40.50.9-0.90.3
Lifetime Intake2.43.03.3-1.81.6
Liver weight, left1.62.63.6-1.91.3
Liver weight, right0.00.00.0-0.10.2
Locomotor activity4.16.47.4-2.32.7
Locomotor testing distance3.25.75.9-2.42.4
Locomotor testing rearing0.30.60.8-0.70.9
Locomotion in novel chamber0.30.40.6-0.80.5
Locomotion in novel chamber post-restriction0.00.00.10.3-0.1
Fecal boli incidents, locomotor time 10.71.01.1-1.01.1
Change in fecal boli incidents, locomotor task0.30.30.30.5-0.6
Time >=10cm from walls, locomotor time 10.10.10.2-0.20.4
Bouts of movement, locomotor time 10.00.00.0-0.10.2
Total resting periods, locomotor time 10.10.10.1-0.10.3
Rest time, locomotor task time 11.21.51.7-1.21.3
Distance moved, locomotor task time 11.01.52.01.0-1.4
Vertical activity count, locomotor time 10.92.22.51.4-1.6
Time >=10cm from walls, locomotor time 20.10.10.1-0.20.3
Bouts of movement, locomotor time 20.30.40.70.8-0.4
Total resting periods, locomotor time 20.10.20.30.6-0.1
Rest time, locomotor task time 20.00.00.00.10.2
Distance moved, locomotor task time 20.20.20.4-0.60.1
Vertical activity count, locomotor time 20.60.91.1-1.00.8
Light reinforcement 10.30.81.0-0.71.0
Light reinforcement 20.00.00.0-0.20.0
Bone: marrow area0.10.20.4-0.6-0.3
Bone: maximum diameter0.20.40.60.4-0.8
Bone: maximum force0.10.20.4-0.60.3
Bone: maximum moment0.00.10.1-0.30.0
Mean time between licks in bursts0.20.40.4-0.70.6
Mean num. licks in bursts1.92.93.2-1.61.8
Cd content in liver2.02.22.2-1.51.5
Co content in liver0.20.20.3-0.60.4
Cu content in liver0.00.00.1-0.2-0.2
Fe content in liver0.60.70.9-0.70.9
K content in liver1.61.61.61.2-1.3
Mg content in liver1.41.41.51.2-1.2
Mn content in liver0.30.40.60.8-0.4
Na content in liver0.60.60.70.7-0.8
Rb content in liver0.00.00.10.3-0.0
Se content in liver0.80.91.0-1.00.9
Sr content in liver0.10.10.2-0.30.4
Zn content in liver0.30.30.50.2-0.7
Bone: minimum diameter0.10.20.4-0.60.2
Time in familiar zone, hab. session 10.30.30.3-0.60.5
Time in novel zone, hab. session 12.02.02.71.6-1.1
Total zone transitions, hab. session 10.00.10.10.3-0.2
Total locomotion distance, hab. session 11.11.52.11.5-1.0
Locomotion velocity, hab. session 10.81.21.71.3-0.8
Time in familiar zone, hab. session 20.40.40.8-0.20.9
Time in novel zone, hab. session 21.61.62.11.1-1.5
Total zone transitions, hab. session 20.10.10.2-0.40.4
Total locomotion distance, hab. session 20.10.10.2-0.20.5
Locomotion velocity, hab. session 20.20.30.5-0.40.7
Novel to familiar place preference ratio7.17.78.62.9-2.6
Novelty place preference9.19.711.03.3-2.9
Time in novel zone, NPP test10.511.212.43.5-3.2
Total zone transitions, NPP test1.62.32.6-1.61.4
Total locomotion distance, NPP test0.91.31.3-1.11.1
Locomotion velocity, NPP test1.72.42.5-1.51.6
Intraocular pressure1.21.71.8-1.31.3
Delta distance traveled before/after self-admin1.31.41.6-1.31.1
Delta ambulatory time before/after self-admin0.70.91.1-1.10.8
Parametrial fat weight0.71.72.2-1.51.1
Pavlov. Cond. lever latency1.01.21.71.3-0.9
Pavlov. Cond. magazine entry latency0.20.20.40.1-0.6
Pavlov. Cond. change in total contacts0.20.30.4-0.60.4
Pavlov. Cond. index score0.20.20.5-0.7-0.0
Pavlov. Cond. latency score0.40.50.9-1.00.3
Pavlov. Cond. lever contacts0.91.11.7-1.30.7
Pavlov. Cond. magazine entry number0.91.22.1-0.61.4
Pavlov. Cond. intertrial magazine entries0.60.70.9-0.70.9
Pavlov. Cond. lever-magazine prob. diff.0.10.20.3-0.6-0.1
Pavlov. Cond. response bias0.40.50.90.1-1.0
Pavlov. Cond. lever latency0.00.10.1-0.30.2
Pavlov. Cond. magazine entry latency0.50.71.00.6-1.0
Pavlov. Cond. change in total contacts0.91.51.6-1.31.2
Pavlov. Cond. index score0.00.10.10.1-0.3
Pavlov. Cond. latency score0.00.10.1-0.0-0.3
Pavlov. Cond. lever contacts0.20.20.30.5-0.5
Pavlov. Cond. magazine entry number0.70.81.2-0.61.1
Pavlov. Cond. intertrial magazine entries0.30.40.5-0.60.7
Pavlov. Cond. lever-magazine prob. diff.0.00.10.1-0.0-0.3
Pavlov. Cond. response bias0.10.10.10.4-0.4
Time in closed arm before self-admin0.81.01.10.9-1.1
Time in closed arm after self-admin0.90.91.00.9-1.0
Time in open arm before self-admin0.10.10.10.3-0.2
Time in open arm after self-admin0.10.10.2-0.30.4
Bone: periosteal estimation0.10.20.3-0.3-0.5
Bone: periosteal perimeter0.10.10.2-0.40.4
Bone: post-yield work0.40.61.1-1.10.3
Progressive ratio test 1 active lever presses2.93.64.2-2.01.7
Progressive ratio test 1 breakpoint3.13.84.5-2.11.8
Progressive ratio test 1 inactive lever presses1.72.52.5-1.61.6
Progressive ratio test 2 active lever presses1.11.31.7-1.31.0
Progressive ratio test 2 breakpoint0.91.11.4-1.20.9
Progressive ratio test 2 inactive lever presses0.20.40.4-0.70.5
Incentive Sensitization - Responses0.40.50.7-0.80.6
Incentive Sensitization - Breakpoint0.40.50.7-0.80.5
Sum of active levers in priming session hrs 5-63.53.34.0-2.01.6
Progressive ratio0.00.00.00.2-0.1
Food seeking constrained by brief footshock0.20.30.30.5-0.6
Seeking ratio, punishment vs. effort0.50.70.80.8-0.9
Retroperitoneal fat weight0.31.11.5-1.20.8
Reaction time number correct2.95.65.7-2.42.3
Reaction time mean minus median0.00.00.1-0.20.1
Reaction time mean minus median AUC0.10.20.20.3-0.5
Reaction time num false alarms0.10.10.1-0.20.4
Reaction time num false alarms AUC0.10.20.2-0.40.4
Reaction time trials correct on left2.95.65.7-2.42.3
Reaction time trials on left3.15.95.9-2.42.4
Reaction time mean2.13.33.5-1.91.7
Reaction time mean AUC1.82.92.9-1.71.7
Median of all reaction times2.63.73.8-1.91.9
Reaction time omissions1.42.02.2-1.31.5
Reaction time false alarm rate0.50.70.80.9-0.8
Reaction time premature initiation rate1.11.52.41.5-0.8
Reaction time premature initiations0.10.20.30.10.6
Std. dev. reaction times0.10.20.3-0.60.2
Reaction time trials completed3.15.95.9-2.42.4
Reaction time trials AUC2.95.65.6-2.42.4
Run reversals in cocaine runway, females0.10.10.10.2-0.3
Run reversals in cocaine runway, males0.60.60.7-0.80.7
Latency to leave start box in cocaine runway0.10.10.2-0.20.4
Latency to leave start box in cocaine runway, F0.00.00.00.10.1
Latency to leave start box in cocaine runway, M0.10.10.2-0.20.4
Std. dev. time between licks in bursts0.00.00.1-0.30.1
Total sessions with >9 infusions4.65.65.8-2.42.3
Short access day 1 total inactive lever presses0.91.11.21.0-1.1
Short access day 10 total inactive lever presses2.45.96.12.5-2.4
Short access day 1 total infusions1.01.31.4-1.21.1
Short access day 10 total infusions4.15.35.7-2.42.2
Short access total infusions4.35.55.7-2.42.3
Short access day 1 locomotion0.00.10.1-0.30.1
Short access day 10 total locomotion0.00.00.0-0.20.1
Short access total locomotion2.32.83.1-1.81.5
One hour access (0.3 mA shock)0.30.30.5-0.70.4
Compulsive drug intake0.30.40.5-0.70.5
One hour access (shock baseline)0.30.50.6-0.70.6
Social response proportion1.51.71.9-1.41.2
Social responses0.10.10.10.3-0.3
Social time2.83.84.4-1.82.1
Soleus weight12.235.938.56.2-5.8
Bone: stiffness0.00.00.0-0.20.1
Tibialis anterior weight0.31.21.90.6-1.4
Time to tail flick, vehicle, before self-admin1.01.11.3-0.91.1
Time to tail flick, vehicle, after self-admin1.62.22.2-1.51.5
Time to tail flick, test, before self-admin2.12.22.21.5-1.5
Time to tail flick, test, after self-admin4.04.24.32.0-2.1
Delta time to tail flick, vehicle, before/after SA0.80.80.8-0.90.8
Delta time to tail flick, test, before/after SA1.11.11.11.0-1.1
Tibia length2.67.29.0-3.02.3
Ambulatory time before self-admin1.11.71.81.3-1.3
Ambulatory time after self-admin0.10.20.20.3-0.5
Bone: tissue strength0.40.40.8-0.30.9
Total heroin consumption5.56.57.12.4-2.7
Bone: trabecular number5.18.59.83.1-2.7
Bone: trabecular spacing2.53.34.2-2.11.6
Bone: trabecular thickness2.53.14.31.4-2.1
Bone: trabecular tissue density0.10.20.2-0.50.4
Water consumed over 24 hours0.20.20.4-0.2-0.6
Number of responses in last shaping day0.20.20.30.4-0.5