Cd5

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 PL gene expression Cd5 0.02 0.01 7.1e-03 0.02 0.02 0.02 0.02 5.2e-03 2.4e-03 3.3e-03 4.1e-03
2 Brain gene expression Cd5 0.24 0.1 0.0e+00 0.23 0.21 0.23 0.23 1.6e-21 2.1e-19 2.5e-21 4.1e-21

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 density0.20.30.60.1-0.8
Area under the delay curve0.50.50.80.5-0.9
BMI with tail3.511.413.3-3.1-3.6
BMI without tail1.32.72.9-1.7-1.6
Body weight2.911.912.3-3.4-3.5
Weight adjusted by age2.93.36.0-2.4-0.8
Bone surface0.50.91.6-0.5-1.3
Bone volume0.30.61.1-0.2-1.0
Breakpoint value in progressive ratio session1.81.93.8-1.90.3
Number of licking bursts0.30.30.6-0.3-0.8
Context. condit. distance diff. score0.20.20.40.0-0.6
Locomotion velocity, session 10.20.20.4-0.20.6
Locomotion distance, session 10.70.81.6-1.3-0.2
Locomotion velocity, session 22.02.33.1-1.8-1.2
Locomotion distance, session 20.50.71.4-1.2-0.2
Locomotion velocity, session 32.12.44.6-0.5-2.1
Locomotion distance, session 30.30.30.50.7-0.1
Stereotopy head waving bouts, day 30.70.81.6-0.1-1.3
Stereotopy head waving duration, day 30.91.02.0-0.3-1.4
Locomotion velocity, session 70.40.40.70.4-0.9
Locomotion distance, session 70.40.40.50.6-0.7
Stereotopy head waving bouts, day 70.20.20.2-0.4-0.5
Stereotopy head waving duration, day 70.80.91.2-1.1-0.8
Locomotion velocity, session 80.10.10.20.20.5
Locomotion distance, session 80.20.30.6-0.2-0.8
Degree of sensitization distance1.21.21.7-0.8-1.3
Degree of sensitization stereotypy0.40.50.8-0.9-0.4
Conditioned locomotion0.20.20.3-0.3-0.5
Cocaine response after cond. corrected0.00.00.0-0.20.1
Cocaine response after cond. not corrected0.10.10.20.10.4
Cocaine response before conditioning0.30.40.80.10.9
Saline control response1.11.42.9-1.70.0
Bone: connectivity density0.60.91.2-0.8-1.1
Bone: cortical apparent density0.10.20.2-0.40.3
Bone: cortical area0.00.10.1-0.3-0.1
Bone: cortical porosity0.10.10.3-0.10.5
Bone: cortical porosity0.20.20.3-0.40.5
Bone: cortical thickness0.81.31.9-1.40.9
Bone: cortical thickness0.20.20.30.30.6
Bone: cortical tissue density0.10.20.3-0.50.3
Condit. Reinf. active minus inactive responses0.80.91.7-1.30.4
Condit. Reinf. active-inactive response ratio1.21.31.4-1.11.2
Condit. Reinf. active responses0.81.01.8-1.3-0.3
Condit. Reinf. inactive responses0.50.61.2-0.3-1.1
Incentive salience index mean0.40.51.0-1.0-0.2
Condit. Reinf. lever presses0.30.30.7-0.1-0.8
Condit. Reinf. active minus inactive responses0.20.30.60.10.8
Condit. Reinf. active-inactive response ratio0.50.50.8-0.4-0.9
Condit. Reinf. active responses0.20.20.5-0.00.7
Condit. Reinf. inactive responses1.11.32.20.61.5
Condit. Reinf. lever presses1.01.32.1-1.5-0.7
Condit. Reinf. lever reinforcers received0.20.30.4-0.50.6
Conditioned reinforcement - actives1.41.41.51.11.2
Conditioned reinforcement - inactives0.10.10.30.5-0.2
Conditioned locomotion0.81.01.91.4-0.2
Patch foraging indifference point 0 sec0.30.40.7-0.9-0.4
Patch foraging indifference point AUC1.01.12.3-1.5-0.0
Delay disc. indifference point, 0s delay0.80.91.70.0-1.3
Delay disc. indifference point, 16s delay0.20.20.4-0.0-0.6
Delay disc. indifference point, 2s delay0.50.60.60.8-0.7
Delay disc. indifference point, 24s delay0.20.10.20.3-0.4
Delay disc. indifference point, 4s delay0.90.91.80.2-1.4
Delay disc. indifference point, 8s delay0.60.61.11.0-0.5
Indifference point function ln k0.81.12.11.4-0.5
Indifference point function log k0.81.12.11.4-0.5
Patch foraging total patch changes 0 sec0.20.20.5-0.7-0.1
Patch foraging total patch changes 12 sec2.83.66.8-2.6-0.6
Patch foraging total patch changes 18 sec0.50.60.8-0.90.6
Patch foraging total patch changes 24 sec5.56.79.4-3.1-2.0
Patch foraging total patch changes 6 sec0.50.70.8-0.9-0.8
Patch foraging time to switch 0 sec0.50.81.1-0.7-1.1
Patch foraging water rate 0 sec0.81.31.31.21.1
Patch foraging water rate 12 sec0.60.91.41.20.6
Patch foraging water rate 18 sec0.30.40.90.90.1
Patch foraging water rate 24 sec0.70.91.51.20.6
Patch foraging water rate 6 sec0.60.81.41.20.5
Seeking ratio, delayed vs. immediate footshock0.40.50.8-0.3-0.9
Distance traveled before self-admin1.31.42.7-1.6-0.4
Distance traveled after self-admin0.20.20.3-0.6-0.0
Extensor digitorum longus weight4.216.622.2-4.7-3.3
Bone: elastic displacement1.61.82.51.01.6
Bone: elastic work0.40.50.6-0.60.8
Bone: endosteal estimation1.12.33.01.3-1.7
Bone: endosteal perimeter1.53.23.41.7-1.9
Epididymis fat weight0.81.82.70.9-1.6
Delta time in closed arm before/after self-admin2.72.63.9-2.0-1.1
Delta time in open arm before/after self-admin0.60.61.1-1.1-0.2
Diff in mean of infusions in LGA sessions1.41.63.0-1.70.4
Delay discount exponential model param0.50.50.8-0.50.9
Extinction: sum of active levers before priming1.61.62.6-1.6-0.8
Active lever presses in extinction session 60.80.81.5-1.20.2
Bone: final force0.60.91.5-1.2-0.6
Bone: final moment0.50.91.4-1.2-0.6
Food consumed during 24 hour testing period0.70.81.10.71.1
Glucose1.32.04.02.0-0.0
Heart weight0.50.70.80.8-0.9
Delay discount hyperbolic model param0.60.60.9-0.50.9
Intermittent access intake day 1-15 change2.01.92.61.11.6
Intermittent access intake escalation1.21.21.80.81.3
Intermittent access intake escalation 20.50.40.9-0.10.9
Intermitt. access day 1 inactive lever presses0.50.50.60.6-0.8
Intermitt. access day 15 inactive lever presses1.31.42.4-0.6-1.5
Intermitt. access escalation Index1.10.91.51.2-0.7
Intermittent access day 1 total infusions1.82.03.90.5-2.0
Intermittent access day 15 total infusions1.41.53.11.80.1
Intermittent access terminal intake (last 3 days)0.30.30.40.4-0.6
Intermittent access total infusions0.60.70.80.8-0.9
Intermittent access day 1 locomotion2.52.65.30.0-2.3
Intermittent access day 15 total locomotion1.11.22.2-0.4-1.5
Intermittent access total locomotion2.52.95.7-0.2-2.4
Intermittent access standard deviation1.01.02.00.31.4
Left kidney weight0.61.83.50.2-1.9
Right kidney weight0.41.22.4-0.0-1.5
Cocaine induced anxiety0.20.30.6-0.70.0
Post-drug Anxiety0.80.91.8-1.3-0.0
Baseline Anxiety0.80.91.6-1.3-0.4
Tail length0.20.61.2-1.1-0.0
Length with tail1.24.24.5-2.1-2.0
Length without tail1.12.52.7-1.5-1.7
Times rat made contact with spout0.30.40.7-0.30.8
Lifetime Intake0.60.70.90.7-0.9
Liver weight, left0.91.42.11.50.8
Liver weight, right0.20.30.40.60.4
Locomotor activity0.71.11.70.71.3
Locomotor testing distance0.50.91.30.71.1
Locomotor testing rearing0.81.22.10.51.5
Locomotion in novel chamber0.70.81.61.30.1
Locomotion in novel chamber post-restriction1.01.21.51.20.9
Fecal boli incidents, locomotor time 10.30.40.6-0.80.4
Change in fecal boli incidents, locomotor task1.11.01.91.4-0.4
Time >=10cm from walls, locomotor time 10.40.40.70.8-0.5
Bouts of movement, locomotor time 12.12.33.4-1.81.1
Total resting periods, locomotor time 11.51.62.4-1.60.9
Rest time, locomotor task time 10.20.20.30.50.4
Distance moved, locomotor task time 10.10.10.20.2-0.5
Vertical activity count, locomotor time 11.71.83.41.80.5
Time >=10cm from walls, locomotor time 20.40.40.50.50.7
Bouts of movement, locomotor time 23.74.08.0-2.8-0.2
Total resting periods, locomotor time 23.23.46.8-2.6-0.2
Rest time, locomotor task time 20.30.30.50.70.2
Distance moved, locomotor task time 20.30.30.40.40.7
Vertical activity count, locomotor time 21.82.02.01.41.4
Light reinforcement 10.40.81.50.41.2
Light reinforcement 20.20.30.30.6-0.4
Bone: marrow area1.12.42.91.4-1.7
Bone: maximum diameter0.30.51.1-0.1-1.0
Bone: maximum force1.62.73.4-1.5-1.8
Bone: maximum moment1.42.42.9-1.4-1.7
Mean time between licks in bursts0.00.00.1-0.3-0.2
Mean num. licks in bursts1.01.22.30.31.5
Cd content in liver1.71.82.01.31.4
Co content in liver3.03.54.41.62.1
Cu content in liver0.10.10.2-0.2-0.5
Fe content in liver0.10.10.1-0.2-0.4
K content in liver1.11.12.1-0.4-1.4
Mg content in liver0.60.60.9-0.6-0.9
Mn content in liver0.80.91.2-0.8-1.1
Na content in liver0.10.10.1-0.10.3
Rb content in liver0.40.40.90.90.0
Se content in liver0.91.11.8-0.6-1.4
Sr content in liver3.43.15.9-2.4-0.5
Zn content in liver2.42.65.0-2.2-0.5
Bone: minimum diameter0.81.61.81.1-1.4
Time in familiar zone, hab. session 10.30.20.5-0.7-0.0
Time in novel zone, hab. session 11.11.11.41.20.9
Total zone transitions, hab. session 10.20.20.3-0.50.4
Total locomotion distance, hab. session 10.20.30.4-0.5-0.6
Locomotion velocity, hab. session 10.40.50.8-0.9-0.5
Time in familiar zone, hab. session 21.31.42.00.91.4
Time in novel zone, hab. session 20.70.70.8-0.8-0.9
Total zone transitions, hab. session 20.50.61.1-1.10.4
Total locomotion distance, hab. session 20.20.20.4-0.7-0.1
Locomotion velocity, hab. session 20.10.10.2-0.5-0.2
Novel to familiar place preference ratio1.51.62.2-1.0-1.5
Novelty place preference1.31.32.1-0.7-1.5
Time in novel zone, NPP test1.71.82.3-1.1-1.5
Total zone transitions, NPP test0.50.81.3-1.20.5
Total locomotion distance, NPP test0.00.10.1-0.30.2
Locomotion velocity, NPP test0.10.10.20.20.5
Intraocular pressure0.10.10.30.00.5
Delta distance traveled before/after self-admin0.60.61.11.00.4
Delta ambulatory time before/after self-admin0.80.91.31.10.7
Parametrial fat weight1.52.93.21.6-1.8
Pavlov. Cond. lever latency0.10.10.10.30.4
Pavlov. Cond. magazine entry latency0.50.60.6-0.8-0.8
Pavlov. Cond. change in total contacts0.00.00.0-0.10.1
Pavlov. Cond. index score0.10.10.1-0.40.0
Pavlov. Cond. latency score0.00.00.0-0.20.0
Pavlov. Cond. lever contacts0.00.00.10.3-0.0
Pavlov. Cond. magazine entry number0.20.20.40.6-0.1
Pavlov. Cond. intertrial magazine entries0.70.81.6-0.21.3
Pavlov. Cond. lever-magazine prob. diff.0.10.10.2-0.5-0.0
Pavlov. Cond. response bias0.10.10.2-0.4-0.2
Pavlov. Cond. lever latency1.31.82.31.51.1
Pavlov. Cond. magazine entry latency4.24.88.8-3.0-0.9
Pavlov. Cond. change in total contacts1.62.24.3-2.1-0.5
Pavlov. Cond. index score3.74.87.9-2.8-1.3
Pavlov. Cond. latency score3.74.67.2-2.7-1.4
Pavlov. Cond. lever contacts1.31.73.4-1.8-0.2
Pavlov. Cond. magazine entry number6.98.414.43.81.5
Pavlov. Cond. intertrial magazine entries1.72.22.91.71.2
Pavlov. Cond. lever-magazine prob. diff.3.95.08.5-2.9-1.2
Pavlov. Cond. response bias2.12.95.3-2.3-0.7
Time in closed arm before self-admin0.00.00.10.30.0
Time in closed arm after self-admin0.00.00.00.10.0
Time in open arm before self-admin1.11.11.61.30.8
Time in open arm after self-admin0.40.50.90.20.9
Bone: periosteal estimation0.51.11.90.5-1.4
Bone: periosteal perimeter0.10.10.20.2-0.5
Bone: post-yield work1.72.34.30.5-2.1
Progressive ratio test 1 active lever presses0.80.81.61.30.3
Progressive ratio test 1 breakpoint1.01.01.81.30.5
Progressive ratio test 1 inactive lever presses1.31.42.1-0.8-1.5
Progressive ratio test 2 active lever presses0.70.81.61.3-0.1
Progressive ratio test 2 breakpoint1.31.42.81.70.3
Progressive ratio test 2 inactive lever presses0.40.40.80.2-0.9
Incentive Sensitization - Responses0.10.10.30.1-0.5
Incentive Sensitization - Breakpoint0.20.20.40.1-0.7
Sum of active levers in priming session hrs 5-60.40.30.4-0.60.6
Progressive ratio0.20.30.40.3-0.6
Food seeking constrained by brief footshock0.20.20.30.50.4
Seeking ratio, punishment vs. effort0.10.10.20.00.5
Retroperitoneal fat weight1.75.58.83.0-1.5
Reaction time number correct0.60.91.2-1.10.7
Reaction time mean minus median0.30.40.5-0.70.6
Reaction time mean minus median AUC0.91.11.9-0.61.4
Reaction time num false alarms0.20.30.30.60.6
Reaction time num false alarms AUC0.20.20.30.40.6
Reaction time trials correct on left0.60.91.2-1.10.7
Reaction time trials on left0.70.91.3-1.10.8
Reaction time mean0.20.30.7-0.10.8
Reaction time mean AUC0.30.40.70.20.9
Median of all reaction times0.00.10.1-0.20.3
Reaction time omissions0.30.40.7-0.10.9
Reaction time false alarm rate0.30.50.91.0-0.1
Reaction time premature initiation rate2.53.45.1-1.3-2.3
Reaction time premature initiations2.02.83.6-1.9-1.4
Std. dev. reaction times0.70.91.90.11.4
Reaction time trials completed0.70.91.3-1.10.8
Reaction time trials AUC0.60.91.2-1.10.8
Run reversals in cocaine runway, females1.11.12.1-0.3-1.5
Run reversals in cocaine runway, males2.02.03.31.80.8
Latency to leave start box in cocaine runway1.11.11.21.0-1.1
Latency to leave start box in cocaine runway, F0.30.30.70.1-0.8
Latency to leave start box in cocaine runway, M2.62.55.02.20.2
Std. dev. time between licks in bursts0.50.61.11.10.1
Total sessions with >9 infusions0.80.90.91.0-0.9
Short access day 1 total inactive lever presses0.60.70.90.9-0.7
Short access day 10 total inactive lever presses0.91.01.91.40.4
Short access day 1 total infusions0.30.30.50.7-0.4
Short access day 10 total infusions1.82.03.90.3-2.0
Short access total infusions0.70.81.40.3-1.2
Short access day 1 locomotion1.11.12.0-0.5-1.4
Short access day 10 total locomotion1.92.14.0-0.5-2.0
Short access total locomotion2.82.95.2-0.7-2.3
One hour access (0.3 mA shock)1.31.63.11.80.1
Compulsive drug intake0.50.50.6-0.80.6
One hour access (shock baseline)2.12.44.72.20.5
Social response proportion0.10.20.30.50.2
Social responses0.60.81.30.61.1
Social time1.01.32.6-0.11.6
Soleus weight1.54.36.22.51.5
Bone: stiffness0.40.60.8-0.6-0.9
Tibialis anterior weight4.816.328.8-5.4-1.9
Time to tail flick, vehicle, before self-admin1.41.52.4-0.8-1.5
Time to tail flick, vehicle, after self-admin1.01.11.1-1.0-1.0
Time to tail flick, test, before self-admin1.01.01.9-0.3-1.4
Time to tail flick, test, after self-admin0.50.50.60.80.6
Delta time to tail flick, vehicle, before/after SA0.10.10.1-0.20.3
Delta time to tail flick, test, before/after SA1.21.12.10.11.5
Tibia length0.82.32.9-1.7-1.3
Ambulatory time before self-admin0.90.91.9-1.4-0.1
Ambulatory time after self-admin0.20.20.2-0.5-0.5
Bone: tissue strength0.40.40.60.80.5
Total heroin consumption1.72.03.9-2.00.3
Bone: trabecular number0.60.91.6-0.4-1.3
Bone: trabecular spacing1.31.73.4-0.11.8
Bone: trabecular thickness0.10.10.20.5-0.2
Bone: trabecular tissue density1.82.63.51.91.3
Water consumed over 24 hours0.00.00.1-0.3-0.2
Number of responses in last shaping day0.00.00.00.00.0