Mapk8ip2

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 pVTA gene expression Mapk8ip2 0.09 0.04 3.0e-09 0.12 0.13 0.13 0.13 1.7e-09 1.7e-10 1.3e-10 1.9e-10
2 RMTg gene expression Mapk8ip2 0.12 0.08 9.2e-03 0.1 0.05 0.02 0.08 1.6e-03 1.5e-02 8.0e-02 4.2e-03

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 density1.62.74.52.10.9
Area under the delay curve1.21.42.80.31.7
BMI with tail2.06.912.5-3.5-1.1
BMI without tail1.64.96.7-2.6-1.8
Body weight0.94.07.3-2.7-0.9
Weight adjusted by age1.21.83.5-1.90.2
Bone surface2.03.74.12.01.8
Bone volume2.13.84.92.21.6
Breakpoint value in progressive ratio session0.20.20.3-0.30.5
Number of licking bursts0.00.10.10.2-0.3
Context. condit. distance diff. score2.12.53.4-1.8-1.3
Locomotion velocity, session 10.00.00.0-0.20.0
Locomotion distance, session 11.21.61.81.11.4
Locomotion velocity, session 20.20.20.3-0.6-0.2
Locomotion distance, session 20.50.70.80.80.9
Locomotion velocity, session 31.71.93.3-0.7-1.8
Locomotion distance, session 30.10.10.10.2-0.3
Stereotopy head waving bouts, day 32.83.24.42.11.4
Stereotopy head waving duration, day 30.70.81.51.20.4
Locomotion velocity, session 71.11.22.2-0.4-1.5
Locomotion distance, session 70.40.50.6-0.8-0.7
Stereotopy head waving bouts, day 70.80.91.61.30.6
Stereotopy head waving duration, day 70.91.02.01.4-0.1
Locomotion velocity, session 80.70.81.4-0.5-1.2
Locomotion distance, session 80.50.71.4-1.2-0.1
Degree of sensitization distance0.50.51.1-1.00.0
Degree of sensitization stereotypy0.20.20.30.3-0.5
Conditioned locomotion0.40.40.5-0.5-0.7
Cocaine response after cond. corrected0.80.91.3-1.1-0.8
Cocaine response after cond. not corrected2.12.53.4-1.8-1.3
Cocaine response before conditioning0.80.91.5-1.2-0.6
Saline control response0.30.40.5-0.60.7
Bone: connectivity density1.21.93.61.90.5
Bone: cortical apparent density1.21.72.91.70.6
Bone: cortical area0.40.61.1-0.31.0
Bone: cortical porosity0.40.50.9-0.01.0
Bone: cortical porosity0.60.61.0-0.51.0
Bone: cortical thickness0.10.20.30.00.6
Bone: cortical thickness0.70.81.0-1.0-0.8
Bone: cortical tissue density1.01.42.51.60.5
Condit. Reinf. active minus inactive responses0.10.10.1-0.40.2
Condit. Reinf. active-inactive response ratio0.00.00.10.3-0.0
Condit. Reinf. active responses0.40.50.9-1.0-0.1
Condit. Reinf. inactive responses0.70.91.7-1.3-0.1
Incentive salience index mean0.20.20.4-0.60.3
Condit. Reinf. lever presses0.30.40.6-0.80.3
Condit. Reinf. active minus inactive responses1.41.83.00.81.7
Condit. Reinf. active-inactive response ratio0.50.50.60.70.8
Condit. Reinf. active responses0.91.22.4-0.11.6
Condit. Reinf. inactive responses0.70.91.5-1.20.5
Condit. Reinf. lever presses0.50.80.9-0.90.8
Condit. Reinf. lever reinforcers received1.11.52.90.11.7
Conditioned reinforcement - actives0.10.20.3-0.50.4
Conditioned reinforcement - inactives0.10.20.2-0.5-0.3
Conditioned locomotion1.52.03.7-1.9-0.5
Patch foraging indifference point 0 sec0.10.30.5-0.70.0
Patch foraging indifference point AUC2.73.95.81.52.4
Delay disc. indifference point, 0s delay0.91.02.0-0.11.4
Delay disc. indifference point, 16s delay0.60.61.20.11.1
Delay disc. indifference point, 2s delay5.76.310.31.53.2
Delay disc. indifference point, 24s delay0.30.40.7-0.8-0.2
Delay disc. indifference point, 4s delay1.21.32.40.41.5
Delay disc. indifference point, 8s delay0.40.40.80.30.9
Indifference point function ln k2.54.35.8-2.4-1.7
Indifference point function log k2.54.35.8-2.4-1.7
Patch foraging total patch changes 0 sec0.10.10.2-0.40.0
Patch foraging total patch changes 12 sec1.01.42.30.61.5
Patch foraging total patch changes 18 sec2.43.64.31.72.1
Patch foraging total patch changes 24 sec0.91.51.71.31.2
Patch foraging total patch changes 6 sec0.81.22.20.51.5
Patch foraging time to switch 0 sec0.20.30.60.8-0.2
Patch foraging water rate 0 sec0.71.52.4-1.5-0.7
Patch foraging water rate 12 sec1.32.64.4-2.1-0.9
Patch foraging water rate 18 sec4.06.18.2-2.9-2.0
Patch foraging water rate 24 sec2.33.24.3-2.1-1.5
Patch foraging water rate 6 sec1.01.52.3-1.5-0.8
Seeking ratio, delayed vs. immediate footshock0.40.51.01.00.2
Distance traveled before self-admin0.70.91.41.20.6
Distance traveled after self-admin0.10.10.30.2-0.5
Extensor digitorum longus weight0.31.41.7-1.3-1.0
Bone: elastic displacement0.10.10.20.20.4
Bone: elastic work0.10.20.3-0.60.2
Bone: endosteal estimation0.20.40.5-0.40.7
Bone: endosteal perimeter1.32.85.50.32.3
Epididymis fat weight0.20.71.3-1.20.2
Delta time in closed arm before/after self-admin0.20.20.3-0.20.5
Delta time in open arm before/after self-admin0.00.00.00.2-0.1
Diff in mean of infusions in LGA sessions0.30.40.5-0.40.7
Delay discount exponential model param0.91.01.9-0.1-1.4
Extinction: sum of active levers before priming0.60.61.20.31.1
Active lever presses in extinction session 61.41.42.5-1.6-0.6
Bone: final force0.20.40.60.40.8
Bone: final moment0.30.40.50.50.7
Food consumed during 24 hour testing period1.31.72.4-1.6-1.0
Glucose0.50.71.10.61.1
Heart weight0.60.91.3-0.7-1.1
Delay discount hyperbolic model param1.21.42.6-0.4-1.6
Intermittent access intake day 1-15 change0.30.51.0-1.0-0.1
Intermittent access intake escalation0.20.51.0-1.0-0.1
Intermittent access intake escalation 20.40.50.7-0.80.5
Intermitt. access day 1 inactive lever presses0.10.51.0-1.00.3
Intermitt. access day 15 inactive lever presses1.93.94.0-2.0-1.9
Intermitt. access escalation Index0.20.30.50.7-0.3
Intermittent access day 1 total infusions0.10.10.2-0.2-0.5
Intermittent access day 15 total infusions0.10.20.3-0.5-0.3
Intermittent access terminal intake (last 3 days)0.40.51.1-1.0-0.0
Intermittent access total infusions0.10.10.1-0.4-0.0
Intermittent access day 1 locomotion0.00.00.10.00.3
Intermittent access day 15 total locomotion0.40.71.3-1.20.1
Intermittent access total locomotion0.70.81.6-1.2-0.3
Intermittent access standard deviation0.40.81.0-0.8-1.0
Left kidney weight2.210.218.2-4.3-1.5
Right kidney weight4.118.531.7-5.6-2.3
Cocaine induced anxiety0.91.31.5-1.2-1.0
Post-drug Anxiety1.71.82.0-1.3-1.4
Baseline Anxiety0.20.20.40.70.0
Tail length0.31.32.61.60.4
Length with tail0.00.20.30.40.5
Length without tail0.20.61.0-0.41.0
Times rat made contact with spout4.14.75.1-2.1-2.3
Lifetime Intake0.20.20.4-0.6-0.2
Liver weight, left0.30.51.0-0.31.0
Liver weight, right0.20.40.80.20.9
Locomotor activity0.60.91.7-0.21.3
Locomotor testing distance0.30.50.60.70.8
Locomotor testing rearing1.83.66.50.82.6
Locomotion in novel chamber3.14.05.1-1.7-2.2
Locomotion in novel chamber post-restriction0.50.80.90.80.9
Fecal boli incidents, locomotor time 10.10.10.10.10.4
Change in fecal boli incidents, locomotor task0.20.20.3-0.6-0.1
Time >=10cm from walls, locomotor time 10.10.10.1-0.10.4
Bouts of movement, locomotor time 10.30.40.7-0.1-0.8
Total resting periods, locomotor time 10.20.30.50.1-0.7
Rest time, locomotor task time 10.60.81.4-0.4-1.2
Distance moved, locomotor task time 10.20.30.60.30.8
Vertical activity count, locomotor time 10.10.30.6-0.30.8
Time >=10cm from walls, locomotor time 20.50.71.3-1.20.1
Bouts of movement, locomotor time 20.10.10.20.50.2
Total resting periods, locomotor time 20.10.30.40.60.3
Rest time, locomotor task time 20.30.30.40.5-0.6
Distance moved, locomotor task time 20.40.50.8-0.90.5
Vertical activity count, locomotor time 20.60.81.4-1.20.5
Light reinforcement 10.10.30.3-0.50.5
Light reinforcement 20.91.42.2-1.50.7
Bone: marrow area0.20.30.6-0.30.8
Bone: maximum diameter0.30.50.8-0.90.5
Bone: maximum force0.10.10.30.00.5
Bone: maximum moment0.10.10.20.20.5
Mean time between licks in bursts0.51.22.31.5-0.1
Mean num. licks in bursts0.61.01.3-1.1-0.8
Cd content in liver0.50.60.80.60.9
Co content in liver0.10.10.30.00.5
Cu content in liver1.11.32.6-0.0-1.6
Fe content in liver0.40.50.90.30.9
K content in liver0.50.51.01.0-0.0
Mg content in liver1.41.51.91.41.0
Mn content in liver0.30.30.50.70.3
Na content in liver5.05.46.52.62.0
Rb content in liver0.30.40.70.30.8
Se content in liver0.30.40.5-0.5-0.7
Sr content in liver0.40.30.60.8-0.3
Zn content in liver0.30.30.60.1-0.8
Bone: minimum diameter0.20.30.7-0.00.8
Time in familiar zone, hab. session 11.11.11.4-0.9-1.2
Time in novel zone, hab. session 11.61.61.71.31.2
Total zone transitions, hab. session 11.31.82.11.21.5
Total locomotion distance, hab. session 10.50.71.3-0.21.1
Locomotion velocity, hab. session 10.60.91.8-0.11.3
Time in familiar zone, hab. session 22.02.12.6-1.2-1.6
Time in novel zone, hab. session 21.92.02.61.61.1
Total zone transitions, hab. session 20.60.81.4-1.2-0.3
Total locomotion distance, hab. session 21.31.73.3-1.8-0.2
Locomotion velocity, hab. session 21.21.63.2-1.8-0.1
Novel to familiar place preference ratio0.50.60.80.6-0.9
Novelty place preference0.60.71.10.5-1.1
Time in novel zone, NPP test0.80.91.50.5-1.2
Total zone transitions, NPP test0.10.20.20.30.5
Total locomotion distance, NPP test0.30.40.6-0.40.8
Locomotion velocity, NPP test0.30.40.5-0.50.7
Intraocular pressure0.71.01.90.11.4
Delta distance traveled before/after self-admin3.33.53.6-1.9-1.9
Delta ambulatory time before/after self-admin2.02.42.6-1.5-1.6
Parametrial fat weight0.10.30.6-0.80.2
Pavlov. Cond. lever latency0.40.51.01.0-0.1
Pavlov. Cond. magazine entry latency0.30.40.70.90.3
Pavlov. Cond. change in total contacts0.50.50.70.60.8
Pavlov. Cond. index score0.00.10.10.20.3
Pavlov. Cond. latency score0.00.00.00.00.2
Pavlov. Cond. lever contacts0.20.20.5-0.70.1
Pavlov. Cond. magazine entry number0.50.60.9-0.9-0.6
Pavlov. Cond. intertrial magazine entries0.60.71.3-1.20.3
Pavlov. Cond. lever-magazine prob. diff.0.10.10.20.40.4
Pavlov. Cond. response bias0.00.00.00.00.2
Pavlov. Cond. lever latency0.81.11.91.40.6
Pavlov. Cond. magazine entry latency0.20.30.4-0.7-0.3
Pavlov. Cond. change in total contacts0.30.51.10.11.0
Pavlov. Cond. index score0.40.51.0-1.0-0.1
Pavlov. Cond. latency score0.70.91.6-1.3-0.4
Pavlov. Cond. lever contacts0.91.32.3-1.5-0.5
Pavlov. Cond. magazine entry number0.40.51.01.00.2
Pavlov. Cond. intertrial magazine entries0.30.50.5-0.7-0.7
Pavlov. Cond. lever-magazine prob. diff.0.50.61.2-1.1-0.2
Pavlov. Cond. response bias0.20.20.5-0.7-0.1
Time in closed arm before self-admin3.14.04.32.11.9
Time in closed arm after self-admin2.22.44.00.92.0
Time in open arm before self-admin0.40.40.7-0.4-0.8
Time in open arm after self-admin0.10.10.2-0.2-0.4
Bone: periosteal estimation0.30.71.3-0.41.1
Bone: periosteal perimeter0.71.22.4-0.21.6
Bone: post-yield work0.10.10.30.5-0.0
Progressive ratio test 1 active lever presses0.50.61.0-0.5-1.0
Progressive ratio test 1 breakpoint0.40.50.8-0.4-0.9
Progressive ratio test 1 inactive lever presses0.00.00.0-0.00.1
Progressive ratio test 2 active lever presses0.70.81.5-1.2-0.4
Progressive ratio test 2 breakpoint0.50.61.1-1.1-0.3
Progressive ratio test 2 inactive lever presses0.30.40.8-0.9-0.1
Incentive Sensitization - Responses0.40.50.9-1.00.4
Incentive Sensitization - Breakpoint0.40.50.9-0.90.3
Sum of active levers in priming session hrs 5-60.00.00.0-0.00.2
Progressive ratio0.10.20.2-0.5-0.4
Food seeking constrained by brief footshock2.22.65.2-2.3-0.3
Seeking ratio, punishment vs. effort0.20.30.6-0.10.8
Retroperitoneal fat weight0.83.56.8-2.6-0.4
Reaction time number correct0.00.00.10.10.3
Reaction time mean minus median0.00.00.10.00.3
Reaction time mean minus median AUC0.00.00.1-0.3-0.0
Reaction time num false alarms0.20.30.50.70.2
Reaction time num false alarms AUC0.00.10.10.1-0.4
Reaction time trials correct on left0.00.00.10.10.3
Reaction time trials on left0.00.00.10.10.2
Reaction time mean0.30.50.90.3-0.9
Reaction time mean AUC0.20.40.60.4-0.8
Median of all reaction times0.71.12.10.2-1.4
Reaction time omissions0.20.30.50.7-0.4
Reaction time false alarm rate0.10.10.10.4-0.2
Reaction time premature initiation rate0.60.80.9-0.81.0
Reaction time premature initiations0.40.60.8-0.70.9
Std. dev. reaction times0.10.10.2-0.2-0.4
Reaction time trials completed0.00.00.10.10.2
Reaction time trials AUC0.00.00.0-0.10.1
Run reversals in cocaine runway, females0.30.30.5-0.2-0.7
Run reversals in cocaine runway, males1.31.31.80.91.3
Latency to leave start box in cocaine runway2.62.94.0-2.0-1.4
Latency to leave start box in cocaine runway, F5.66.47.0-2.4-2.7
Latency to leave start box in cocaine runway, M0.80.81.5-0.21.2
Std. dev. time between licks in bursts0.60.81.3-1.10.6
Total sessions with >9 infusions0.80.91.4-1.2-0.7
Short access day 1 total inactive lever presses3.54.66.5-2.6-1.7
Short access day 10 total inactive lever presses1.22.95.5-2.3-0.5
Short access day 1 total infusions1.62.12.7-1.7-1.2
Short access day 10 total infusions0.81.11.6-1.3-0.7
Short access total infusions0.91.11.7-1.3-0.7
Short access day 1 locomotion1.72.13.0-1.7-1.1
Short access day 10 total locomotion0.71.32.4-1.6-0.5
Short access total locomotion0.81.01.8-1.3-0.4
One hour access (0.3 mA shock)0.30.30.4-0.60.5
Compulsive drug intake0.10.10.10.40.2
One hour access (shock baseline)0.20.30.4-0.60.4
Social response proportion0.50.50.50.70.7
Social responses0.30.40.50.50.7
Social time1.21.62.1-1.0-1.4
Soleus weight1.02.94.0-2.0-1.3
Bone: stiffness0.10.10.20.50.2
Tibialis anterior weight0.00.10.2-0.3-0.5
Time to tail flick, vehicle, before self-admin0.40.50.9-1.00.1
Time to tail flick, vehicle, after self-admin0.10.10.2-0.4-0.1
Time to tail flick, test, before self-admin0.00.00.00.1-0.2
Time to tail flick, test, after self-admin3.23.34.2-2.0-1.6
Delta time to tail flick, vehicle, before/after SA0.30.30.50.70.1
Delta time to tail flick, test, before/after SA1.21.21.9-1.4-0.7
Tibia length0.51.51.71.31.1
Ambulatory time before self-admin0.10.10.20.4-0.2
Ambulatory time after self-admin0.50.61.1-0.3-1.0
Bone: tissue strength0.00.00.00.2-0.1
Total heroin consumption0.20.20.2-0.40.5
Bone: trabecular number1.22.03.71.90.6
Bone: trabecular spacing2.43.25.8-2.4-0.8
Bone: trabecular thickness0.81.01.30.91.1
Bone: trabecular tissue density0.71.01.31.10.9
Water consumed over 24 hours0.40.50.9-1.0-0.2
Number of responses in last shaping day0.20.20.2-0.4-0.4