Miox

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 Miox 0.76 0.06 0.0e+00 0.43 0.52 0.53 0.53 1.3e-51 1.1e-67 3.5e-69 8.7e-69
2 Liver intron excision ratio chr7_122285231_122285467 0.1 0.06 2.6e-07 0.05 0.06 0.06 0.07 4.2e-06 9.3e-07 9.1e-08 8.3e-08

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 density0.40.71.0-0.71.0
Area under the delay curve0.70.81.50.4-1.2
BMI with tail3.211.215.33.9-2.7
BMI without tail0.61.73.11.8-0.5
Body weight1.25.37.52.7-1.8
Weight adjusted by age2.53.85.02.2-1.6
Bone surface0.00.10.10.3-0.3
Bone volume0.00.10.1-0.30.2
Breakpoint value in progressive ratio session0.40.50.70.8-0.6
Number of licking bursts0.00.00.0-0.2-0.1
Context. condit. distance diff. score0.20.20.50.7-0.0
Locomotion velocity, session 10.30.30.40.6-0.5
Locomotion distance, session 10.30.40.8-0.90.0
Locomotion velocity, session 20.80.91.51.2-0.6
Locomotion distance, session 20.10.20.3-0.6-0.2
Locomotion velocity, session 31.51.72.4-1.01.5
Locomotion distance, session 30.30.30.4-0.60.6
Stereotopy head waving bouts, day 30.20.20.4-0.6-0.1
Stereotopy head waving duration, day 30.50.60.7-0.80.7
Locomotion velocity, session 70.10.20.2-0.30.4
Locomotion distance, session 70.00.00.0-0.20.0
Stereotopy head waving bouts, day 71.01.11.7-0.71.3
Stereotopy head waving duration, day 71.82.12.8-1.21.7
Locomotion velocity, session 80.30.40.50.60.7
Locomotion distance, session 80.71.01.31.1-0.8
Degree of sensitization distance1.91.92.21.5-1.3
Degree of sensitization stereotypy1.11.21.9-0.71.4
Conditioned locomotion0.10.20.20.4-0.4
Cocaine response after cond. corrected0.30.40.80.9-0.1
Cocaine response after cond. not corrected0.70.91.71.3-0.2
Cocaine response before conditioning0.50.60.91.0-0.5
Saline control response2.53.43.51.9-1.8
Bone: connectivity density0.60.91.4-0.61.2
Bone: cortical apparent density1.31.83.2-1.80.6
Bone: cortical area3.85.98.21.9-2.9
Bone: cortical porosity2.72.93.21.6-1.8
Bone: cortical porosity3.74.04.42.1-1.9
Bone: cortical thickness0.91.52.70.5-1.7
Bone: cortical thickness0.10.10.1-0.30.3
Bone: cortical tissue density1.21.72.9-1.70.7
Condit. Reinf. active minus inactive responses2.93.23.41.8-1.7
Condit. Reinf. active-inactive response ratio0.30.30.30.6-0.6
Condit. Reinf. active responses3.64.54.82.2-2.0
Condit. Reinf. inactive responses2.12.53.01.7-1.4
Incentive salience index mean5.06.16.12.5-2.5
Condit. Reinf. lever presses4.15.86.12.3-2.5
Condit. Reinf. active minus inactive responses0.40.50.60.6-0.8
Condit. Reinf. active-inactive response ratio0.10.10.20.1-0.4
Condit. Reinf. active responses1.42.02.11.4-1.4
Condit. Reinf. inactive responses1.31.71.81.3-1.2
Condit. Reinf. lever presses2.63.64.02.0-1.8
Condit. Reinf. lever reinforcers received1.52.12.31.4-1.5
Conditioned reinforcement - actives0.71.21.71.3-0.8
Conditioned reinforcement - inactives0.10.10.20.20.4
Conditioned locomotion1.41.82.91.7-0.8
Patch foraging indifference point 0 sec0.30.50.70.8-0.5
Patch foraging indifference point AUC1.11.61.81.2-1.3
Delay disc. indifference point, 0s delay6.57.18.72.3-3.0
Delay disc. indifference point, 16s delay0.40.40.60.5-0.8
Delay disc. indifference point, 2s delay2.83.15.21.0-2.3
Delay disc. indifference point, 24s delay0.30.40.40.6-0.6
Delay disc. indifference point, 4s delay1.11.22.30.3-1.5
Delay disc. indifference point, 8s delay0.20.20.4-0.6-0.2
Indifference point function ln k0.20.30.50.7-0.2
Indifference point function log k0.20.30.50.7-0.2
Patch foraging total patch changes 0 sec0.10.20.30.5-0.2
Patch foraging total patch changes 12 sec1.72.22.41.4-1.6
Patch foraging total patch changes 18 sec0.00.00.0-0.10.2
Patch foraging total patch changes 24 sec0.00.10.10.20.3
Patch foraging total patch changes 6 sec0.81.11.21.1-1.0
Patch foraging time to switch 0 sec0.20.40.7-0.80.5
Patch foraging water rate 0 sec0.10.10.20.50.0
Patch foraging water rate 12 sec0.40.81.31.2-0.5
Patch foraging water rate 18 sec0.30.50.50.70.7
Patch foraging water rate 24 sec0.30.50.90.11.0
Patch foraging water rate 6 sec0.10.10.20.4-0.0
Seeking ratio, delayed vs. immediate footshock0.70.90.9-0.91.0
Distance traveled before self-admin0.50.60.7-0.7-0.8
Distance traveled after self-admin0.10.10.2-0.50.1
Extensor digitorum longus weight0.10.30.50.7-0.1
Bone: elastic displacement0.20.20.4-0.30.6
Bone: elastic work0.30.30.60.8-0.3
Bone: endosteal estimation0.81.82.21.5-1.1
Bone: endosteal perimeter5.511.612.63.3-3.6
Epididymis fat weight3.211.111.63.4-3.2
Delta time in closed arm before/after self-admin0.10.10.20.2-0.4
Delta time in open arm before/after self-admin0.10.10.10.0-0.3
Diff in mean of infusions in LGA sessions2.53.14.12.0-1.4
Delay discount exponential model param0.40.40.9-0.20.9
Extinction: sum of active levers before priming0.40.50.70.4-0.8
Active lever presses in extinction session 60.80.81.61.3-0.2
Bone: final force0.81.32.40.4-1.5
Bone: final moment0.50.81.60.2-1.3
Food consumed during 24 hour testing period0.81.11.71.3-0.7
Glucose0.10.20.20.4-0.4
Heart weight0.00.00.1-0.10.3
Delay discount hyperbolic model param0.50.61.1-0.21.1
Intermittent access intake day 1-15 change0.30.61.11.1-0.3
Intermittent access intake escalation0.40.81.31.2-0.4
Intermittent access intake escalation 22.73.04.42.1-1.3
Intermitt. access day 1 inactive lever presses0.31.11.71.3-0.7
Intermitt. access day 15 inactive lever presses0.30.60.80.60.9
Intermitt. access escalation Index0.60.81.0-1.00.7
Intermittent access day 1 total infusions0.10.20.3-0.30.5
Intermittent access day 15 total infusions0.10.10.20.30.4
Intermittent access terminal intake (last 3 days)0.81.11.91.4-0.5
Intermittent access total infusions0.10.10.20.50.0
Intermittent access day 1 locomotion0.10.10.10.2-0.3
Intermittent access day 15 total locomotion0.71.31.91.4-0.8
Intermittent access total locomotion0.30.30.70.8-0.2
Intermittent access standard deviation0.10.30.5-0.10.7
Left kidney weight3.415.823.04.8-2.9
Right kidney weight4.319.429.45.4-3.1
Cocaine induced anxiety0.20.30.40.5-0.6
Post-drug Anxiety0.20.20.30.4-0.6
Baseline Anxiety0.60.70.7-0.80.8
Tail length0.31.31.3-1.11.1
Length with tail0.00.10.20.2-0.5
Length without tail1.13.64.01.8-2.0
Times rat made contact with spout2.52.84.4-1.12.1
Lifetime Intake0.10.10.20.40.1
Liver weight, left1.42.32.81.4-1.7
Liver weight, right0.10.10.20.2-0.5
Locomotor activity2.33.53.81.8-1.9
Locomotor testing distance0.10.20.3-0.60.0
Locomotor testing rearing1.42.93.61.5-1.9
Locomotion in novel chamber2.12.75.2-0.52.3
Locomotion in novel chamber post-restriction0.10.10.20.4-0.2
Fecal boli incidents, locomotor time 10.20.30.6-0.80.3
Change in fecal boli incidents, locomotor task0.30.30.30.5-0.5
Time >=10cm from walls, locomotor time 11.31.41.61.1-1.3
Bouts of movement, locomotor time 10.80.91.8-0.21.3
Total resting periods, locomotor time 11.41.62.8-0.61.7
Rest time, locomotor task time 13.13.95.6-1.52.4
Distance moved, locomotor task time 12.02.93.91.4-2.0
Vertical activity count, locomotor time 12.35.56.42.1-2.5
Time >=10cm from walls, locomotor time 22.03.03.71.9-1.5
Bouts of movement, locomotor time 20.40.60.7-0.70.8
Total resting periods, locomotor time 20.30.50.6-0.60.8
Rest time, locomotor task time 22.63.33.3-1.81.8
Distance moved, locomotor task time 23.54.25.12.3-1.8
Vertical activity count, locomotor time 23.24.35.32.3-1.8
Light reinforcement 10.92.12.81.7-1.2
Light reinforcement 24.67.18.42.9-2.4
Bone: marrow area0.71.51.81.4-1.1
Bone: maximum diameter4.17.79.12.5-3.0
Bone: maximum force0.40.81.30.5-1.1
Bone: maximum moment0.20.30.60.2-0.8
Mean time between licks in bursts1.63.85.2-2.31.6
Mean num. licks in bursts0.71.11.8-0.61.4
Cd content in liver0.20.30.4-0.40.6
Co content in liver1.51.71.81.3-1.3
Cu content in liver3.54.15.2-2.31.8
Fe content in liver0.30.40.70.3-0.8
K content in liver0.00.00.0-0.10.2
Mg content in liver0.10.10.20.1-0.5
Mn content in liver0.20.20.30.5-0.4
Na content in liver0.70.81.1-1.10.6
Rb content in liver0.60.70.80.7-0.9
Se content in liver0.30.40.80.10.9
Sr content in liver2.21.92.6-1.61.1
Zn content in liver1.41.62.0-1.41.1
Bone: minimum diameter2.13.95.21.6-2.3
Time in familiar zone, hab. session 10.60.60.9-0.41.0
Time in novel zone, hab. session 10.10.10.20.1-0.5
Total zone transitions, hab. session 10.71.01.7-1.30.5
Total locomotion distance, hab. session 10.30.40.60.4-0.8
Locomotion velocity, hab. session 10.50.71.20.5-1.1
Time in familiar zone, hab. session 20.10.10.10.30.2
Time in novel zone, hab. session 20.40.40.5-0.70.6
Total zone transitions, hab. session 20.00.00.0-0.00.1
Total locomotion distance, hab. session 20.81.01.31.1-0.9
Locomotion velocity, hab. session 20.91.21.51.2-1.0
Novel to familiar place preference ratio1.01.11.1-1.01.1
Novelty place preference0.91.01.2-0.91.1
Time in novel zone, NPP test1.51.62.0-1.11.4
Total zone transitions, NPP test0.60.90.9-1.00.9
Total locomotion distance, NPP test0.30.40.40.6-0.6
Locomotion velocity, NPP test0.40.50.60.7-0.8
Intraocular pressure1.31.82.41.1-1.6
Delta distance traveled before/after self-admin0.50.60.80.60.9
Delta ambulatory time before/after self-admin0.40.50.90.31.0
Parametrial fat weight0.71.52.01.0-1.4
Pavlov. Cond. lever latency3.34.24.6-2.02.1
Pavlov. Cond. magazine entry latency0.10.20.4-0.0-0.6
Pavlov. Cond. change in total contacts2.42.64.11.0-2.0
Pavlov. Cond. index score0.81.01.60.6-1.3
Pavlov. Cond. latency score1.21.62.30.9-1.5
Pavlov. Cond. lever contacts3.23.94.31.9-2.1
Pavlov. Cond. magazine entry number0.30.40.90.00.9
Pavlov. Cond. intertrial magazine entries1.72.02.91.7-1.1
Pavlov. Cond. lever-magazine prob. diff.0.81.01.70.5-1.3
Pavlov. Cond. response bias1.11.31.80.9-1.4
Pavlov. Cond. lever latency0.71.01.4-1.20.8
Pavlov. Cond. magazine entry latency0.91.11.50.8-1.2
Pavlov. Cond. change in total contacts0.91.52.01.0-1.4
Pavlov. Cond. index score1.21.61.81.1-1.3
Pavlov. Cond. latency score1.31.71.71.3-1.3
Pavlov. Cond. lever contacts0.71.01.61.3-0.6
Pavlov. Cond. magazine entry number1.21.41.7-1.11.3
Pavlov. Cond. intertrial magazine entries0.81.32.1-0.61.5
Pavlov. Cond. lever-magazine prob. diff.1.21.61.71.2-1.3
Pavlov. Cond. response bias0.71.01.10.9-1.1
Time in closed arm before self-admin1.11.42.30.8-1.5
Time in closed arm after self-admin3.13.34.51.5-2.1
Time in open arm before self-admin1.41.51.9-1.01.4
Time in open arm after self-admin0.20.20.4-0.30.6
Bone: periosteal estimation2.55.36.42.1-2.5
Bone: periosteal perimeter5.810.011.92.8-3.5
Bone: post-yield work0.91.42.3-1.50.6
Progressive ratio test 1 active lever presses0.81.01.2-0.81.1
Progressive ratio test 1 breakpoint0.81.01.2-0.91.1
Progressive ratio test 1 inactive lever presses0.10.20.20.5-0.4
Progressive ratio test 2 active lever presses0.30.30.60.80.2
Progressive ratio test 2 breakpoint0.20.30.50.70.2
Progressive ratio test 2 inactive lever presses0.50.81.41.2-0.4
Incentive Sensitization - Responses1.42.03.11.8-1.0
Incentive Sensitization - Breakpoint1.41.92.81.7-1.0
Sum of active levers in priming session hrs 5-60.40.30.40.5-0.6
Progressive ratio0.00.10.10.3-0.2
Food seeking constrained by brief footshock2.12.53.51.9-1.2
Seeking ratio, punishment vs. effort0.60.91.00.8-1.0
Retroperitoneal fat weight2.812.014.23.8-3.1
Reaction time number correct0.30.60.7-0.80.8
Reaction time mean minus median0.41.01.30.8-1.1
Reaction time mean minus median AUC0.10.20.30.6-0.3
Reaction time num false alarms0.00.00.1-0.10.2
Reaction time num false alarms AUC0.20.30.4-0.40.7
Reaction time trials correct on left0.30.60.7-0.80.8
Reaction time trials on left0.40.70.8-0.90.8
Reaction time mean0.91.41.5-1.21.1
Reaction time mean AUC0.91.41.5-1.21.2
Median of all reaction times2.43.53.8-1.81.9
Reaction time omissions1.01.41.7-1.01.3
Reaction time false alarm rate0.00.00.00.10.1
Reaction time premature initiation rate6.28.510.43.2-2.6
Reaction time premature initiations2.03.64.72.2-1.6
Std. dev. reaction times0.00.00.10.1-0.3
Reaction time trials completed0.40.70.8-0.90.8
Reaction time trials AUC0.30.50.5-0.70.7
Run reversals in cocaine runway, females0.30.30.4-0.40.6
Run reversals in cocaine runway, males0.10.10.1-0.0-0.4
Latency to leave start box in cocaine runway0.20.20.30.60.3
Latency to leave start box in cocaine runway, F0.70.81.60.01.3
Latency to leave start box in cocaine runway, M2.01.92.71.0-1.6
Std. dev. time between licks in bursts2.02.73.11.8-1.5
Total sessions with >9 infusions0.10.10.3-0.10.5
Short access day 1 total inactive lever presses0.81.12.01.4-0.5
Short access day 10 total inactive lever presses3.17.410.23.2-2.2
Short access day 1 total infusions0.20.30.50.20.7
Short access day 10 total infusions0.20.20.40.60.2
Short access total infusions0.10.10.20.50.2
Short access day 1 locomotion0.30.40.70.20.8
Short access day 10 total locomotion0.20.40.70.8-0.3
Short access total locomotion0.10.20.30.6-0.1
One hour access (0.3 mA shock)1.51.72.41.6-1.0
Compulsive drug intake0.00.00.00.1-0.1
One hour access (shock baseline)0.40.61.21.1-0.3
Social response proportion0.50.61.20.2-1.1
Social responses0.50.61.00.5-1.0
Social time0.20.20.3-0.40.5
Soleus weight0.20.71.41.2-0.1
Bone: stiffness0.20.20.4-0.4-0.6
Tibialis anterior weight0.00.10.20.00.4
Time to tail flick, vehicle, before self-admin2.22.33.11.8-1.2
Time to tail flick, vehicle, after self-admin0.40.61.01.0-0.4
Time to tail flick, test, before self-admin0.80.80.90.8-1.0
Time to tail flick, test, after self-admin0.40.40.70.90.3
Delta time to tail flick, vehicle, before/after SA1.51.41.7-1.11.3
Delta time to tail flick, test, before/after SA0.40.40.8-0.20.9
Tibia length0.92.64.0-2.01.1
Ambulatory time before self-admin0.20.30.5-0.7-0.5
Ambulatory time after self-admin0.10.10.1-0.30.3
Bone: tissue strength2.62.62.9-1.51.7
Total heroin consumption0.20.20.40.60.1
Bone: trabecular number0.91.42.3-0.71.5
Bone: trabecular spacing1.82.32.91.3-1.7
Bone: trabecular thickness0.40.50.60.7-0.7
Bone: trabecular tissue density0.71.01.9-1.4-0.1
Water consumed over 24 hours0.00.00.00.20.2
Number of responses in last shaping day1.51.62.3-1.01.5