Cdk2

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 alternative TSS NM_199501.2 0.05 0.04 8.2e-04 0.02 0.02 0.02 0.02 8.0e-03 8.0e-03 8.2e-03 9.5e-03
2 Brain alternative TSS XM_006240778.2 0.05 0.04 2.1e-03 0.02 0.01 0.01 0.01 4.3e-03 3.3e-02 1.6e-02 1.7e-02
3 Liver alternative TSS XM_006240778.2 0.03 0.02 6.7e-03 0.02 0.01 0.02 0.02 2.9e-03 8.0e-03 4.5e-03 4.3e-03
4 Liver isoform ratio XM_006240778.2 0.04 0.03 9.2e-04 0.02 0.02 0.02 0.02 1.5e-03 1.3e-03 2.0e-03 1.8e-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 3 4
Bone: apparent density0.71.12.9-0.0-0.9-0.81.7
Area under the delay curve0.20.20.4-0.4-0.6-0.00.6
BMI with tail7.724.928.0-5.3-5.2-5.14.3
BMI without tail1.22.63.5-1.9-1.7-1.61.1
Body weight1.45.97.1-2.6-2.7-2.32.0
Weight adjusted by age0.10.10.20.00.30.2-0.5
Bone surface0.71.33.90.5-0.5-0.92.0
Bone volume1.01.74.80.3-0.9-1.12.2
Breakpoint value in progressive ratio session2.93.24.11.62.01.7-1.7
Number of licking bursts2.53.04.5-2.1-1.8-1.71.1
Context. condit. distance diff. score0.20.20.3-0.5-0.4-0.50.3
Locomotion velocity, session 10.60.71.5-0.4-0.9-0.51.2
Locomotion distance, session 10.20.20.60.3-0.1-0.10.8
Locomotion velocity, session 20.50.61.41.20.80.50.2
Locomotion distance, session 21.11.63.21.81.01.4-0.3
Locomotion velocity, session 34.95.76.32.52.42.5-2.1
Locomotion distance, session 30.10.10.20.20.20.4-0.4
Stereotopy head waving bouts, day 35.36.28.12.82.62.5-1.9
Stereotopy head waving duration, day 33.84.66.12.52.41.9-1.7
Locomotion velocity, session 70.00.00.10.30.30.10.1
Locomotion distance, session 70.00.10.1-0.20.0-0.1-0.4
Stereotopy head waving bouts, day 70.30.40.70.90.50.70.1
Stereotopy head waving duration, day 70.20.20.50.70.20.60.3
Locomotion velocity, session 80.40.41.01.00.30.80.3
Locomotion distance, session 80.10.20.30.60.30.6-0.2
Degree of sensitization distance0.60.60.7-0.8-0.7-0.80.7
Degree of sensitization stereotypy0.40.50.9-0.5-0.8-0.40.9
Conditioned locomotion0.50.51.4-1.2-0.7-0.50.1
Cocaine response after cond. corrected1.31.42.6-1.6-1.2-1.20.4
Cocaine response after cond. not corrected1.21.32.5-1.6-1.1-1.20.3
Cocaine response before conditioning0.40.50.80.90.80.7-0.5
Saline control response0.30.40.7-0.8-0.8-0.60.4
Bone: connectivity density0.30.51.40.1-0.6-0.61.2
Bone: cortical apparent density1.31.82.3-1.4-1.3-1.51.1
Bone: cortical area1.62.43.7-1.1-1.3-1.81.9
Bone: cortical porosity0.00.10.10.30.2-0.20.3
Bone: cortical porosity0.30.40.7-0.1-0.4-0.80.8
Bone: cortical thickness1.82.93.7-1.5-1.5-1.91.8
Bone: cortical thickness0.60.71.1-1.1-0.8-0.90.5
Bone: cortical tissue density0.91.21.6-1.2-1.1-1.30.9
Condit. Reinf. active minus inactive responses2.02.22.91.71.71.4-1.2
Condit. Reinf. active-inactive response ratio0.60.60.90.71.00.6-0.9
Condit. Reinf. active responses2.12.64.02.01.81.5-0.9
Condit. Reinf. inactive responses0.70.81.61.30.91.0-0.2
Incentive salience index mean0.81.01.61.31.10.9-0.4
Condit. Reinf. lever presses0.20.30.90.3-0.30.00.9
Condit. Reinf. active minus inactive responses3.13.94.71.82.21.8-2.0
Condit. Reinf. active-inactive response ratio1.61.72.80.81.31.2-1.7
Condit. Reinf. active responses1.82.53.21.71.81.4-1.4
Condit. Reinf. inactive responses0.20.20.60.70.50.3-0.1
Condit. Reinf. lever presses3.54.74.92.12.22.2-2.2
Condit. Reinf. lever reinforcers received1.52.12.71.41.61.3-1.4
Conditioned reinforcement - actives0.10.10.20.40.3-0.30.2
Conditioned reinforcement - inactives0.40.41.1-0.8-0.1-1.0-0.0
Conditioned locomotion3.34.06.12.32.51.5-1.5
Patch foraging indifference point 0 sec3.86.27.6-2.5-2.4-2.82.3
Patch foraging indifference point AUC0.50.60.80.80.60.9-0.8
Delay disc. indifference point, 0s delay3.23.55.2-1.4-2.1-1.52.3
Delay disc. indifference point, 16s delay0.20.20.40.40.40.6-0.2
Delay disc. indifference point, 2s delay0.70.71.1-0.7-1.0-0.51.0
Delay disc. indifference point, 24s delay0.50.50.8-0.8-0.9-0.30.7
Delay disc. indifference point, 4s delay0.10.10.20.5-0.00.40.3
Delay disc. indifference point, 8s delay0.10.10.2-0.5-0.50.1-0.1
Indifference point function ln k0.10.10.3-0.3-0.0-0.60.3
Indifference point function log k0.10.10.3-0.3-0.0-0.60.3
Patch foraging total patch changes 0 sec3.45.46.9-2.4-2.2-2.62.1
Patch foraging total patch changes 12 sec1.31.72.5-1.6-1.4-1.40.8
Patch foraging total patch changes 18 sec0.00.00.1-0.2-0.2-0.10.2
Patch foraging total patch changes 24 sec0.81.01.2-1.0-1.1-0.91.0
Patch foraging total patch changes 6 sec1.92.83.6-1.7-1.6-1.91.5
Patch foraging time to switch 0 sec0.50.81.2-0.7-1.1-0.71.1
Patch foraging water rate 0 sec0.20.30.6-0.8-0.3-0.7-0.0
Patch foraging water rate 12 sec0.30.51.0-1.0-0.4-0.80.1
Patch foraging water rate 18 sec0.60.92.30.10.90.5-1.5
Patch foraging water rate 24 sec0.40.61.6-1.3-0.3-0.5-0.7
Patch foraging water rate 6 sec1.31.93.20.91.60.9-1.8
Seeking ratio, delayed vs. immediate footshock1.11.32.11.41.30.8-0.6
Distance traveled before self-admin0.70.81.01.00.90.9-0.7
Distance traveled after self-admin0.10.20.30.50.40.3-0.2
Extensor digitorum longus weight4.718.524.6-5.0-4.6-4.33.1
Bone: elastic displacement0.00.00.00.10.2-0.10.1
Bone: elastic work1.01.21.6-1.0-1.1-1.11.3
Bone: endosteal estimation0.81.72.5-1.0-1.1-1.61.5
Bone: endosteal perimeter0.10.20.50.70.50.10.3
Epididymis fat weight0.10.20.30.30.40.6-0.6
Delta time in closed arm before/after self-admin0.30.30.7-0.70.1-0.3-0.8
Delta time in open arm before/after self-admin2.32.23.1-1.5-1.8-1.21.4
Diff in mean of infusions in LGA sessions2.62.83.51.71.91.6-1.5
Delay discount exponential model param0.10.10.30.30.5-0.1-0.5
Extinction: sum of active levers before priming4.24.25.11.71.92.3-2.2
Active lever presses in extinction session 60.80.81.21.00.81.1-0.6
Bone: final force3.86.27.1-2.2-2.5-2.52.7
Bone: final moment3.65.96.8-2.1-2.5-2.52.6
Food consumed during 24 hour testing period0.50.60.7-0.7-0.8-0.70.7
Glucose1.92.83.6-1.9-1.7-1.71.4
Heart weight0.00.00.10.00.2-0.1-0.3
Delay discount hyperbolic model param0.30.30.60.50.70.1-0.7
Intermittent access intake day 1-15 change1.01.02.10.91.50.4-0.9
Intermittent access intake escalation1.21.22.20.61.50.5-1.4
Intermittent access intake escalation 22.01.93.21.01.81.0-1.6
Intermitt. access day 1 inactive lever presses0.80.81.50.51.20.5-1.2
Intermitt. access day 15 inactive lever presses1.82.03.11.11.71.2-1.5
Intermitt. access escalation Index0.20.20.40.40.1-0.40.6
Intermittent access day 1 total infusions0.50.60.7-0.6-0.8-0.80.8
Intermittent access day 15 total infusions0.10.10.2-0.10.2-0.4-0.1
Intermittent access terminal intake (last 3 days)0.20.20.6-0.2-0.0-0.80.5
Intermittent access total infusions0.30.30.6-0.5-0.4-0.80.4
Intermittent access day 1 locomotion0.00.00.0-0.0-0.10.0-0.0
Intermittent access day 15 total locomotion1.01.12.01.01.40.5-1.0
Intermittent access total locomotion0.30.30.40.60.60.4-0.4
Intermittent access standard deviation0.70.71.60.71.30.3-0.8
Left kidney weight0.30.81.8-0.4-0.8-0.81.4
Right kidney weight0.20.40.80.90.80.5-0.2
Cocaine induced anxiety0.70.81.61.30.81.1-0.3
Post-drug Anxiety0.20.20.60.5-0.20.10.8
Baseline Anxiety0.00.00.1-0.10.0-0.0-0.2
Tail length5.115.516.93.94.04.1-3.7
Length with tail1.45.26.22.42.32.5-1.9
Length without tail0.30.71.2-0.5-0.8-0.71.1
Times rat made contact with spout0.70.91.3-1.2-1.0-0.90.5
Lifetime Intake1.01.12.0-0.9-0.8-1.41.1
Liver weight, left1.11.82.4-1.5-1.3-1.50.9
Liver weight, right0.91.41.8-1.2-1.0-1.31.1
Locomotor activity2.33.65.22.31.92.1-1.2
Locomotor testing distance0.91.52.21.51.31.3-0.8
Locomotor testing rearing0.00.00.1-0.00.10.3-0.3
Locomotion in novel chamber0.10.20.3-0.4-0.2-0.60.3
Locomotion in novel chamber post-restriction3.54.24.62.12.12.1-1.8
Fecal boli incidents, locomotor time 10.40.40.9-1.0-0.7-0.40.1
Change in fecal boli incidents, locomotor task0.20.20.40.70.30.10.3
Time >=10cm from walls, locomotor time 11.11.11.8-0.8-1.1-1.01.4
Bouts of movement, locomotor time 10.60.70.80.80.80.9-0.8
Total resting periods, locomotor time 11.21.31.61.21.11.3-1.0
Rest time, locomotor task time 10.30.30.50.70.40.7-0.3
Distance moved, locomotor task time 11.21.31.8-0.8-0.9-1.31.4
Vertical activity count, locomotor time 10.80.91.6-1.0-0.7-1.30.7
Time >=10cm from walls, locomotor time 20.70.81.2-1.1-0.8-1.00.5
Bouts of movement, locomotor time 20.10.10.30.50.20.40.3
Total resting periods, locomotor time 20.10.10.20.50.10.30.4
Rest time, locomotor task time 20.10.10.20.1-0.20.00.5
Distance moved, locomotor task time 20.10.10.2-0.10.2-0.1-0.5
Vertical activity count, locomotor time 20.70.71.4-1.2-0.8-0.90.2
Light reinforcement 13.66.68.62.82.92.4-2.1
Light reinforcement 21.11.41.91.31.41.1-1.0
Bone: marrow area0.71.52.2-1.0-1.0-1.51.4
Bone: maximum diameter0.10.30.60.80.5-0.00.5
Bone: maximum force3.86.57.1-2.3-2.6-2.72.7
Bone: maximum moment3.76.37.0-2.3-2.5-2.62.6
Mean time between licks in bursts1.21.72.11.31.41.1-1.4
Mean num. licks in bursts0.60.71.01.00.90.9-0.6
Cd content in liver0.40.40.5-0.6-0.7-0.60.6
Co content in liver1.61.92.11.31.41.3-1.5
Cu content in liver1.51.82.7-1.0-1.0-1.61.7
Fe content in liver0.30.30.5-0.7-0.6-0.60.2
K content in liver0.30.30.60.80.50.50.0
Mg content in liver0.10.10.30.5-0.10.30.4
Mn content in liver0.30.41.10.6-0.0-0.11.1
Na content in liver0.30.30.6-0.4-0.5-0.30.7
Rb content in liver0.91.11.9-0.6-0.7-1.31.4
Se content in liver0.00.00.00.2-0.00.2-0.0
Sr content in liver0.80.81.60.51.00.5-1.2
Zn content in liver3.33.65.41.41.81.9-2.3
Bone: minimum diameter0.50.81.4-0.5-0.7-1.11.2
Time in familiar zone, hab. session 15.85.46.22.32.32.5-2.2
Time in novel zone, hab. session 15.04.95.9-1.9-2.2-2.32.4
Total zone transitions, hab. session 10.10.20.40.70.10.40.4
Total locomotion distance, hab. session 10.60.92.11.50.80.90.3
Locomotion velocity, hab. session 10.81.22.51.61.01.1-0.1
Time in familiar zone, hab. session 26.56.77.22.52.72.6-2.6
Time in novel zone, hab. session 27.37.38.0-2.5-2.7-2.72.8
Total zone transitions, hab. session 21.31.73.3-0.8-1.2-1.21.8
Total locomotion distance, hab. session 20.10.10.20.50.10.30.4
Locomotion velocity, hab. session 20.10.20.40.5-0.00.30.6
Novel to familiar place preference ratio4.34.55.8-1.8-2.1-2.12.4
Novelty place preference3.03.04.1-1.5-1.7-1.72.0
Time in novel zone, NPP test3.63.74.7-1.7-1.9-2.02.2
Total zone transitions, NPP test0.71.11.6-0.8-1.2-0.81.3
Total locomotion distance, NPP test0.40.51.2-0.3-0.7-0.51.1
Locomotion velocity, NPP test0.10.20.60.0-0.4-0.10.8
Intraocular pressure0.81.12.10.60.81.2-1.5
Delta distance traveled before/after self-admin0.00.00.1-0.1-0.2-0.30.3
Delta ambulatory time before/after self-admin0.20.20.4-0.2-0.3-0.40.6
Parametrial fat weight0.10.20.30.30.40.3-0.5
Pavlov. Cond. lever latency0.10.10.5-0.10.20.1-0.7
Pavlov. Cond. magazine entry latency1.72.32.51.51.61.5-1.4
Pavlov. Cond. change in total contacts0.20.20.3-0.4-0.4-0.60.4
Pavlov. Cond. index score0.20.20.50.70.50.5-0.1
Pavlov. Cond. latency score0.20.20.60.70.40.40.1
Pavlov. Cond. lever contacts0.30.31.0-0.0-0.5-0.31.0
Pavlov. Cond. magazine entry number0.50.60.7-0.8-0.8-0.80.7
Pavlov. Cond. intertrial magazine entries0.20.30.60.20.60.4-0.8
Pavlov. Cond. lever-magazine prob. diff.0.30.40.70.90.60.6-0.2
Pavlov. Cond. response bias0.60.70.90.90.90.9-0.7
Pavlov. Cond. lever latency1.41.92.4-1.5-1.3-1.51.2
Pavlov. Cond. magazine entry latency2.12.53.31.81.51.6-1.3
Pavlov. Cond. change in total contacts0.81.21.41.21.11.0-1.0
Pavlov. Cond. index score2.12.73.31.81.61.7-1.5
Pavlov. Cond. latency score2.02.53.21.81.51.7-1.3
Pavlov. Cond. lever contacts1.52.12.31.51.41.5-1.4
Pavlov. Cond. magazine entry number2.02.53.2-1.8-1.6-1.51.3
Pavlov. Cond. intertrial magazine entries0.60.81.3-1.1-0.9-0.90.4
Pavlov. Cond. lever-magazine prob. diff.2.22.83.51.91.71.6-1.4
Pavlov. Cond. response bias2.53.43.61.91.81.8-1.7
Time in closed arm before self-admin0.70.81.4-0.5-1.0-0.71.2
Time in closed arm after self-admin0.20.20.5-0.4-0.2-0.70.3
Time in open arm before self-admin1.01.12.00.91.40.5-1.1
Time in open arm after self-admin0.91.01.4-1.2-1.1-0.90.7
Bone: periosteal estimation1.63.34.8-1.3-1.5-2.12.2
Bone: periosteal perimeter0.30.41.10.0-0.3-0.71.1
Bone: post-yield work0.40.50.6-0.7-0.6-0.80.6
Progressive ratio test 1 active lever presses1.21.21.8-1.1-1.1-1.30.9
Progressive ratio test 1 breakpoint1.41.42.0-1.2-1.2-1.41.0
Progressive ratio test 1 inactive lever presses0.20.20.60.40.8-0.4-0.2
Progressive ratio test 2 active lever presses0.40.50.9-0.6-0.5-1.00.6
Progressive ratio test 2 breakpoint0.20.20.6-0.2-0.2-0.80.6
Progressive ratio test 2 inactive lever presses0.30.30.8-0.3-0.2-0.90.6
Incentive Sensitization - Responses0.20.20.40.50.60.2-0.3
Incentive Sensitization - Breakpoint0.20.20.40.60.70.2-0.3
Sum of active levers in priming session hrs 5-60.40.40.40.60.60.6-0.6
Progressive ratio0.91.01.4-1.1-0.9-1.20.7
Food seeking constrained by brief footshock1.41.82.71.31.11.7-1.2
Seeking ratio, punishment vs. effort2.12.53.71.61.41.9-1.3
Retroperitoneal fat weight2.27.18.9-3.0-2.7-2.82.0
Reaction time number correct0.50.81.6-1.2-0.9-0.70.3
Reaction time mean minus median1.11.51.91.41.21.3-1.0
Reaction time mean minus median AUC0.60.81.71.30.70.9-0.0
Reaction time num false alarms0.50.70.9-0.9-0.9-0.80.6
Reaction time num false alarms AUC0.40.61.0-1.0-0.8-0.80.4
Reaction time trials correct on left0.50.81.6-1.2-0.9-0.70.3
Reaction time trials on left0.50.71.5-1.2-0.9-0.70.3
Reaction time mean0.60.81.51.20.71.0-0.3
Reaction time mean AUC0.20.30.60.80.30.50.0
Median of all reaction times0.20.30.70.80.40.7-0.0
Reaction time omissions0.00.00.10.10.1-0.20.3
Reaction time false alarm rate0.20.20.3-0.4-0.5-0.50.5
Reaction time premature initiation rate2.22.93.51.41.71.8-1.9
Reaction time premature initiations1.31.83.10.71.31.4-1.8
Std. dev. reaction times0.50.61.21.10.70.9-0.4
Reaction time trials completed0.50.71.5-1.2-0.9-0.70.3
Reaction time trials AUC0.50.81.7-1.3-0.9-0.70.2
Run reversals in cocaine runway, females1.31.31.91.41.01.3-0.7
Run reversals in cocaine runway, males2.12.02.91.71.61.3-1.0
Latency to leave start box in cocaine runway0.80.91.8-0.4-1.0-0.81.3
Latency to leave start box in cocaine runway, F1.51.63.4-0.5-1.3-1.01.9
Latency to leave start box in cocaine runway, M0.10.10.3-0.10.20.1-0.5
Std. dev. time between licks in bursts0.30.40.80.90.80.30.2
Total sessions with >9 infusions0.70.71.6-0.1-0.3-1.31.1
Short access day 1 total inactive lever presses0.00.00.10.20.3-0.3-0.0
Short access day 10 total inactive lever presses0.40.40.80.30.90.1-0.8
Short access day 1 total infusions1.51.63.1-0.6-0.7-1.81.5
Short access day 10 total infusions0.70.81.4-0.7-0.7-1.20.8
Short access total infusions2.22.54.1-1.1-1.2-2.01.7
Short access day 1 locomotion0.10.10.20.50.2-0.20.2
Short access day 10 total locomotion3.13.55.31.82.31.4-1.9
Short access total locomotion0.20.30.50.70.70.2-0.3
One hour access (0.3 mA shock)0.30.40.6-0.7-0.6-0.80.5
Compulsive drug intake0.40.40.7-0.6-0.8-0.50.5
One hour access (shock baseline)0.10.10.2-0.10.4-0.2-0.3
Social response proportion0.50.51.00.80.61.0-0.3
Social responses7.09.012.03.52.93.3-2.1
Social time1.01.42.0-1.4-1.2-1.10.9
Soleus weight6.519.122.4-4.7-4.6-4.33.7
Bone: stiffness5.48.49.4-2.8-2.9-3.12.8
Tibialis anterior weight1.44.85.6-2.3-2.4-2.11.9
Time to tail flick, vehicle, before self-admin1.01.02.11.51.30.6-0.1
Time to tail flick, vehicle, after self-admin0.60.61.10.50.60.8-1.0
Time to tail flick, test, before self-admin0.40.41.01.00.50.60.0
Time to tail flick, test, after self-admin0.10.10.30.3-0.0-0.10.5
Delta time to tail flick, vehicle, before/after SA0.70.71.5-1.2-1.1-0.2-0.2
Delta time to tail flick, test, before/after SA0.20.20.40.10.40.5-0.6
Tibia length1.02.93.61.71.61.9-1.6
Ambulatory time before self-admin0.30.30.40.50.60.5-0.4
Ambulatory time after self-admin0.00.00.10.20.20.00.0
Bone: tissue strength4.74.65.3-2.1-2.1-2.32.1
Total heroin consumption1.92.22.91.71.51.7-1.1
Bone: trabecular number0.20.30.90.90.20.50.4
Bone: trabecular spacing0.50.61.9-0.30.50.3-1.4
Bone: trabecular thickness1.92.35.9-0.2-1.2-1.32.4
Bone: trabecular tissue density4.66.58.6-2.9-2.6-2.71.7
Water consumed over 24 hours1.31.62.4-1.0-1.1-1.31.5
Number of responses in last shaping day1.51.52.71.41.70.7-1.0