1. Main comparisons
Summary of main comparisons
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.7139846 |
| Sex: male vs female | 0.9240293 |
| Genotype: WT vs KO | 0.0897823 |
| Factor: NaCl vs ActvSub | 0.6707170 |
This report presents a statistical analysis of behavioral data comparing experimental groups based on multiple factors. The statistical significance of differences between groups was assessed using an automated decision pipeline.
For continuous data, normality (Shapiro-Wilk test) and variance homogeneity (Fligner-Killeen test) were tested.
Based on the results, the pipeline automatically applied data transformation (log1p or square root) and selected either Parametric Tests (Welch’s t-test, 3-Way ANOVA, Tukey HSD) or Non-parametric Tests (Mann-Whitney U, Kruskal-Wallis, Conover-Holm).
For Rota-Rod evaluation an additional Survival Analysis was done to account for the artificial ceiling effect of RR test (maximum single trial duration of 300 seconds). Survival probabilities were estimated using the Kaplan-Meier method, and statistical differences between survival curves were assessed via the Log-Rank test. To systematically evaluate the interaction between multiple factors, a Cox Proportional Hazards Model was utilized, providing an assessment of the relative risk of falling.
Latency to fall coefficient is the arithmetic mean of the highest results obtained by a given individual in all measurement days. Max single test duration: 300 sec/40 rpm.
Peak force coefficient is the arithmetic mean of the highest results obtained by a given individual in all measurement days
Following behavioral variables analyzed in this report were computed using EthoVision XT video tracking software (Noldus Information Technology). The parameters are defined as follows:
EthoVision XT determines mobility states based on changes in the subject’s detected surface area (pixel changes) between consecutive frames, independent of the center point’s spatial displacement. This allows for the detection of movement in general (e.g., grooming, struggling) even if the animal remains in the same location.
Rotations are defined as the number of full 360° turns completed by the animal, analyzed in both Clockwise and Counter-Clockwise directions. For this analysis method of locomotive rotation was used to calculate number of rotation:
In this section, a boxplot and tables with statistical test results are presented for each defined behavioral parameter from performed tests.
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 121.080 | 123.542 | 43.571 | 33.160 |
| Group | 2 | 21 | 115.218 | 112.133 | 58.974 | 50.265 |
| Sex | female | 23 | 118.931 | 122.320 | 48.065 | 35.086 |
| Sex | male | 20 | 117.397 | 104.288 | 55.699 | 37.872 |
| Genotype | KO | 18 | 102.863 | 103.773 | 46.790 | 40.350 |
| Genotype | WT | 25 | 129.273 | 122.320 | 52.153 | 33.213 |
| Factor | ActvSub | 22 | 121.535 | 115.402 | 44.326 | 36.535 |
| Factor | NaCl | 21 | 114.742 | 104.380 | 58.326 | 46.758 |
| Interaction | KO-female-ActvSub | 5 | 137.847 | 161.820 | 57.072 | 7.448 |
| Interaction | KO-female-NaCl | 5 | 101.062 | 103.350 | 51.760 | 39.912 |
| Interaction | KO-male-ActvSub | 4 | 93.813 | 92.915 | 16.541 | 12.656 |
| Interaction | KO-male-NaCl | 4 | 70.432 | 65.072 | 25.700 | 15.223 |
| Interaction | WT-female-ActvSub | 7 | 116.144 | 116.107 | 48.952 | 16.781 |
| Interaction | WT-female-NaCl | 6 | 121.311 | 123.288 | 42.960 | 26.271 |
| Interaction | WT-male-ActvSub | 6 | 132.713 | 136.923 | 39.181 | 32.421 |
| Interaction | WT-male-NaCl | 6 | 149.112 | 143.543 | 77.430 | 46.987 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.7139846 |
| Sex: male vs female | 0.9240293 |
| Genotype: WT vs KO | 0.0897823 |
| Factor: NaCl vs ActvSub | 0.6707170 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 7299.5561 | 7299.5561 | 2.9097 | 0.0969 |
| Sex | 1 | 64.4637 | 64.4637 | 0.0257 | 0.8736 |
| Mod | 1 | 416.6082 | 416.6082 | 0.1661 | 0.6861 |
| Genotype:Sex | 1 | 9334.0124 | 9334.0124 | 3.7206 | 0.0619 |
| Genotype:Mod | 1 | 4479.1150 | 4479.1150 | 1.7854 | 0.1901 |
| Sex:Mod | 1 | 392.7935 | 392.7935 | 0.1566 | 0.6947 |
| Genotype:Sex:Mod | 1 | 3.0579 | 3.0579 | 0.0012 | 0.9723 |
| Residuals | 35 | 87805.1279 | 2508.7179 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.9375135 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.8887144 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.4921960 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.9950132 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.9992765 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999997 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.9999436 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.9999986 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.9829100 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9995060 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.9973616 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.9639973 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.7561040 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9975410 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.9960886 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.9885446 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9255756 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.6807295 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.8245434 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.7621127 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.5430576 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.2574163 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9999995 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.9987337 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.9314567 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.9999155 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.9769633 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9990665 |
Statistical Decision Pipeline:
1. Data recognized
as right-censored (300s max threshold).
2. Selected pathway:
KAPLAN-MEIER & COX PROPORTIONAL HAZARDS
MODEL.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 121.080 | 123.542 | 43.571 | 33.160 |
| Group | 2 | 21 | 115.218 | 112.133 | 58.974 | 50.265 |
| Sex | female | 23 | 118.931 | 122.320 | 48.065 | 35.086 |
| Sex | male | 20 | 117.397 | 104.288 | 55.699 | 37.872 |
| Genotype | KO | 18 | 102.863 | 103.773 | 46.790 | 40.350 |
| Genotype | WT | 25 | 129.273 | 122.320 | 52.153 | 33.213 |
| Factor | ActvSub | 22 | 121.535 | 115.402 | 44.326 | 36.535 |
| Factor | NaCl | 21 | 114.742 | 104.380 | 58.326 | 46.758 |
| Interaction | KO-female-ActvSub | 5 | 137.847 | 161.820 | 57.072 | 7.448 |
| Interaction | KO-female-NaCl | 5 | 101.062 | 103.350 | 51.760 | 39.912 |
| Interaction | KO-male-ActvSub | 4 | 93.813 | 92.915 | 16.541 | 12.656 |
| Interaction | KO-male-NaCl | 4 | 70.432 | 65.072 | 25.700 | 15.223 |
| Interaction | WT-female-ActvSub | 7 | 116.144 | 116.107 | 48.952 | 16.781 |
| Interaction | WT-female-NaCl | 6 | 121.311 | 123.288 | 42.960 | 26.271 |
| Interaction | WT-male-ActvSub | 6 | 132.713 | 136.923 | 39.181 | 32.421 |
| Interaction | WT-male-NaCl | 6 | 149.112 | 143.543 | 77.430 | 46.987 |
| Comparison | P-value (Log-rank) |
|---|---|
| Group: 1 vs 2 | 0.7783571 |
| Sex: male vs female | 0.9707138 |
| Genotype: WT vs KO | 0.0975228 |
| Factor: NaCl vs ActvSub | 0.8859056 |
| Term | P-value |
|---|---|
| GenotypeWT | 0.4471 |
| Sexmale | 0.0294 |
| ModNaCl | 0.1354 |
| GenotypeWT:Sexmale | 0.0587 |
| GenotypeWT:ModNaCl | 0.2702 |
| Sexmale:ModNaCl | 0.6256 |
| GenotypeWT:Sexmale:ModNaCl | 0.8455 |
| Comparison | P-value (Holm) |
|---|---|
| WT-male-ActvSub vs KO-male-NaCl | 0.4315400 |
| WT-female-ActvSub vs KO-male-NaCl | 0.7467133 |
| WT-female-NaCl vs KO-male-NaCl | 0.7467133 |
| KO-female-NaCl vs KO-female-ActvSub | 1.0000000 |
| KO-male-ActvSub vs KO-female-ActvSub | 1.0000000 |
| KO-male-NaCl vs KO-female-ActvSub | 1.0000000 |
| WT-female-ActvSub vs KO-female-ActvSub | 1.0000000 |
| WT-female-NaCl vs KO-female-ActvSub | 1.0000000 |
| WT-male-ActvSub vs KO-female-ActvSub | 1.0000000 |
| WT-male-NaCl vs KO-female-ActvSub | 1.0000000 |
| KO-male-ActvSub vs KO-female-NaCl | 1.0000000 |
| KO-male-NaCl vs KO-female-NaCl | 1.0000000 |
| WT-female-ActvSub vs KO-female-NaCl | 1.0000000 |
| WT-female-NaCl vs KO-female-NaCl | 1.0000000 |
| WT-male-ActvSub vs KO-female-NaCl | 1.0000000 |
| WT-male-NaCl vs KO-female-NaCl | 1.0000000 |
| KO-male-NaCl vs KO-male-ActvSub | 1.0000000 |
| WT-female-ActvSub vs KO-male-ActvSub | 1.0000000 |
| WT-female-NaCl vs KO-male-ActvSub | 1.0000000 |
| WT-male-ActvSub vs KO-male-ActvSub | 1.0000000 |
| WT-male-NaCl vs KO-male-ActvSub | 1.0000000 |
| WT-male-NaCl vs KO-male-NaCl | 1.0000000 |
| WT-female-NaCl vs WT-female-ActvSub | 1.0000000 |
| WT-male-ActvSub vs WT-female-ActvSub | 1.0000000 |
| WT-male-NaCl vs WT-female-ActvSub | 1.0000000 |
| WT-male-ActvSub vs WT-female-NaCl | 1.0000000 |
| WT-male-NaCl vs WT-female-NaCl | 1.0000000 |
| WT-male-NaCl vs WT-male-ActvSub | 1.0000000 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 2.520 | 2.497 | 0.328 | 0.292 |
| Group | 2 | 21 | 2.575 | 2.640 | 0.319 | 0.245 |
| Sex | female | 23 | 2.370 | 2.350 | 0.276 | 0.190 |
| Sex | male | 20 | 2.750 | 2.818 | 0.241 | 0.155 |
| Genotype | KO | 18 | 2.544 | 2.517 | 0.325 | 0.280 |
| Genotype | WT | 25 | 2.549 | 2.523 | 0.324 | 0.247 |
| Factor | ActvSub | 22 | 2.553 | 2.573 | 0.302 | 0.238 |
| Factor | NaCl | 21 | 2.541 | 2.480 | 0.347 | 0.347 |
| Interaction | KO-female-ActvSub | 5 | 2.355 | 2.253 | 0.324 | 0.202 |
| Interaction | KO-female-NaCl | 5 | 2.346 | 2.350 | 0.207 | 0.152 |
| Interaction | KO-male-ActvSub | 4 | 2.872 | 2.865 | 0.126 | 0.064 |
| Interaction | KO-male-NaCl | 4 | 2.698 | 2.680 | 0.293 | 0.224 |
| Interaction | WT-female-ActvSub | 7 | 2.440 | 2.513 | 0.232 | 0.086 |
| Interaction | WT-female-NaCl | 6 | 2.322 | 2.157 | 0.376 | 0.126 |
| Interaction | WT-male-ActvSub | 6 | 2.636 | 2.737 | 0.280 | 0.177 |
| Interaction | WT-male-NaCl | 6 | 2.817 | 2.920 | 0.217 | 0.070 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.5753638 |
| Sex: male vs female | 0.0000200 |
| Genotype: WT vs KO | 0.9587510 |
| Factor: NaCl vs ActvSub | 0.9049621 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 0.0003 | 0.0003 | 0.0039 | 0.9504 |
| Sex | 1 | 1.5452 | 1.5452 | 21.1949 | 0.0001 |
| Mod | 1 | 0.0044 | 0.0044 | 0.0610 | 0.8064 |
| Genotype:Sex | 1 | 0.0225 | 0.0225 | 0.3083 | 0.5822 |
| Genotype:Mod | 1 | 0.0305 | 0.0305 | 0.4184 | 0.5220 |
| Sex:Mod | 1 | 0.0295 | 0.0295 | 0.4042 | 0.5291 |
| Genotype:Sex:Mod | 1 | 0.1395 | 0.1395 | 1.9134 | 0.1753 |
| Residuals | 35 | 2.5516 | 0.0729 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 1.0000000 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.1128085 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.5616507 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.9993467 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.9999991 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.6738780 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.1209858 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.1018429 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.5309862 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9987749 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.9999999 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.6404938 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.1081626 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9828457 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.2054835 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.0576236 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.8702531 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.9999793 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.7866624 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.3983844 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9999568 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.9970696 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9928962 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.8894349 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.2243861 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.4855088 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.0556558 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9383133 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 7365.187 | 6481.195 | 3338.179 | 2559.950 |
| Group | 2 | 21 | 7419.907 | 8137.140 | 2300.245 | 1500.185 |
| Sex | female | 23 | 7306.672 | 6965.380 | 2781.681 | 2010.477 |
| Sex | male | 20 | 7489.935 | 7466.990 | 2984.850 | 1713.521 |
| Genotype | KO | 18 | 6860.156 | 6366.730 | 2529.830 | 949.241 |
| Genotype | WT | 25 | 7774.774 | 8329.290 | 3043.517 | 1955.140 |
| Factor | ActvSub | 22 | 6904.787 | 6366.730 | 3066.193 | 2438.790 |
| Factor | NaCl | 21 | 7902.230 | 7541.090 | 2566.567 | 1728.635 |
| Interaction | KO-female-ActvSub | 5 | 5049.522 | 5384.850 | 1330.864 | 725.600 |
| Interaction | KO-female-NaCl | 5 | 9047.992 | 9322.330 | 2727.038 | 1703.095 |
| Interaction | KO-male-ActvSub | 4 | 6517.520 | 5810.925 | 3105.409 | 1185.987 |
| Interaction | KO-male-NaCl | 4 | 6731.290 | 6996.345 | 851.882 | 455.857 |
| Interaction | WT-female-ActvSub | 7 | 8897.334 | 9595.740 | 2563.246 | 1238.068 |
| Interaction | WT-female-NaCl | 6 | 5880.758 | 5646.790 | 2164.804 | 1311.582 |
| Interaction | WT-male-ActvSub | 6 | 6384.382 | 7213.455 | 3867.010 | 2550.939 |
| Interaction | WT-male-NaCl | 6 | 9749.528 | 9364.045 | 1967.129 | 1317.257 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.9502355 |
| Sex: male vs female | 0.8368845 |
| Genotype: WT vs KO | 0.2895283 |
| Factor: NaCl vs ActvSub | 0.2533922 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 8754340.6 | 8754340.6 | 1.3623 | 0.2510 |
| Sex | 1 | 245677.6 | 245677.6 | 0.0382 | 0.8461 |
| Mod | 1 | 11010651.1 | 11010651.1 | 1.7135 | 0.1991 |
| Genotype:Sex | 1 | 2330061.5 | 2330061.5 | 0.3626 | 0.5509 |
| Genotype:Mod | 1 | 13348922.0 | 13348922.0 | 2.0773 | 0.1584 |
| Sex:Mod | 1 | 12277560.3 | 12277560.3 | 1.9106 | 0.1757 |
| Genotype:Sex:Mod | 1 | 66990096.5 | 66990096.5 | 10.4249 | 0.0027 |
| Residuals | 35 | 224909637.4 | 6425989.6 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.2312613 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9875059 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.9730710 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.1928052 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.9993078 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9869637 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.0722744 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.8084111 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.8676892 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 1.0000000 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.4568443 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.6652145 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9997732 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 1.0000000 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.8033715 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.9999227 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 1.0000000 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.5119309 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.8673066 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.9994701 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9999988 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.5956360 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.4113778 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.6357777 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.9985964 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.9999664 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.1748073 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.3224089 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Log1p Transformed.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 8.587 | 5.645 | 7.989 | 1.695 |
| Group | 2 | 21 | 6.506 | 5.240 | 4.920 | 0.805 |
| Sex | female | 23 | 10.114 | 5.770 | 8.256 | 5.135 |
| Sex | male | 20 | 4.646 | 4.800 | 1.647 | 0.983 |
| Genotype | KO | 18 | 5.613 | 4.195 | 6.110 | 0.749 |
| Genotype | WT | 25 | 8.980 | 5.870 | 6.824 | 1.190 |
| Factor | ActvSub | 22 | 6.048 | 5.190 | 4.606 | 1.029 |
| Factor | NaCl | 21 | 9.166 | 5.560 | 8.127 | 1.475 |
| Interaction | KO-female-ActvSub | 5 | 4.182 | 4.210 | 1.269 | 0.200 |
| Interaction | KO-female-NaCl | 5 | 10.098 | 5.790 | 10.992 | 0.660 |
| Interaction | KO-male-ActvSub | 4 | 3.473 | 3.465 | 0.697 | 0.326 |
| Interaction | KO-male-NaCl | 4 | 3.935 | 3.875 | 1.020 | 0.353 |
| Interaction | WT-female-ActvSub | 7 | 9.963 | 6.560 | 6.466 | 3.598 |
| Interaction | WT-female-NaCl | 6 | 15.247 | 15.195 | 9.218 | 7.194 |
| Interaction | WT-male-ActvSub | 6 | 4.752 | 5.425 | 2.257 | 0.955 |
| Interaction | WT-male-NaCl | 6 | 5.797 | 5.625 | 1.091 | 0.354 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.5767100 |
| Sex: male vs female | 0.0024232 |
| Genotype: WT vs KO | 0.0229034 |
| Factor: NaCl vs ActvSub | 0.1002625 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 1.6094 | 1.6094 | 6.8192 | 0.0132 |
| Sex | 1 | 2.9517 | 2.9517 | 12.5072 | 0.0012 |
| Mod | 1 | 1.0633 | 1.0633 | 4.5054 | 0.0409 |
| Genotype:Sex | 1 | 0.2776 | 0.2776 | 1.1764 | 0.2855 |
| Genotype:Mod | 1 | 0.0008 | 0.0008 | 0.0035 | 0.9532 |
| Sex:Mod | 1 | 0.1414 | 0.1414 | 0.5992 | 0.4441 |
| Genotype:Sex:Mod | 1 | 0.0728 | 0.0728 | 0.3086 | 0.5821 |
| Residuals | 35 | 8.2600 | 0.2360 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.6971060 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9999142 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 1.0000000 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.3284130 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.0312004 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 1.0000000 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.9739378 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.5071581 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.6859889 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9997307 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.7135733 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.7050664 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9933711 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9999942 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.2048117 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.0188543 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9996248 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.8798910 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.3433339 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.0391584 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9999992 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.9644546 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.8891042 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.3158104 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.8779201 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.0259040 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.2083281 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9798174 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data (Assumptions severely violated).
3.
Selected pathway: NON-PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 333.436 | 258.935 | 250.600 | 157.129 |
| Group | 2 | 21 | 232.309 | 177.000 | 167.143 | 57.535 |
| Sex | female | 23 | 342.700 | 225.310 | 267.184 | 203.150 |
| Sex | male | 20 | 216.600 | 189.220 | 113.969 | 63.460 |
| Genotype | KO | 18 | 225.349 | 183.590 | 178.265 | 62.006 |
| Genotype | WT | 25 | 326.312 | 261.440 | 236.335 | 145.435 |
| Factor | ActvSub | 22 | 267.117 | 198.340 | 194.852 | 84.889 |
| Factor | NaCl | 21 | 301.786 | 218.410 | 242.610 | 109.380 |
| Interaction | KO-female-ActvSub | 5 | 171.474 | 177.000 | 44.937 | 34.660 |
| Interaction | KO-female-NaCl | 5 | 273.910 | 116.740 | 315.842 | 80.215 |
| Interaction | KO-male-ActvSub | 4 | 277.598 | 224.485 | 131.772 | 54.329 |
| Interaction | KO-male-NaCl | 4 | 179.743 | 136.745 | 108.778 | 40.794 |
| Interaction | WT-female-ActvSub | 7 | 404.731 | 336.940 | 261.394 | 159.982 |
| Interaction | WT-female-NaCl | 6 | 470.342 | 536.120 | 302.826 | 251.808 |
| Interaction | WT-male-ActvSub | 6 | 179.283 | 151.435 | 142.938 | 16.785 |
| Interaction | WT-male-NaCl | 6 | 237.822 | 239.925 | 71.651 | 56.829 |
Test used: Wilcoxon Rank Sum Test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.1639979 |
| Sex: male vs female | 0.4185818 |
| Genotype: WT vs KO | 0.1129638 |
| Factor: NaCl vs ActvSub | 0.8569048 |
Test used: Kruskal-Wallis Rank Sum Test
Post-hoc used: Conover’s test with Holm’s adjustment
| Comparison | P-value (Holm) |
|---|---|
| KO-female-ActvSub-KO-female-NaCl | 0.9795303 |
| KO-female-ActvSub-KO-male-ActvSub | 1.0000000 |
| KO-female-NaCl-KO-male-ActvSub | 1.0000000 |
| KO-female-ActvSub-KO-male-NaCl | 1.0000000 |
| KO-female-NaCl-KO-male-NaCl | 1.0000000 |
| KO-male-ActvSub-KO-male-NaCl | 1.0000000 |
| KO-female-ActvSub-WT-female-ActvSub | 1.0000000 |
| KO-female-NaCl-WT-female-ActvSub | 1.0000000 |
| KO-male-ActvSub-WT-female-ActvSub | 1.0000000 |
| KO-male-NaCl-WT-female-ActvSub | 0.9852524 |
| KO-female-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-female-NaCl-WT-female-NaCl | 1.0000000 |
| KO-male-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-male-NaCl-WT-female-NaCl | 1.0000000 |
| WT-female-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-female-ActvSub-WT-male-ActvSub | 1.0000000 |
| KO-female-NaCl-WT-male-ActvSub | 0.4964363 |
| KO-male-ActvSub-WT-male-ActvSub | 1.0000000 |
| KO-male-NaCl-WT-male-ActvSub | 1.0000000 |
| WT-female-ActvSub-WT-male-ActvSub | 0.8761721 |
| WT-female-NaCl-WT-male-ActvSub | 1.0000000 |
| KO-female-ActvSub-WT-male-NaCl | 1.0000000 |
| KO-female-NaCl-WT-male-NaCl | 1.0000000 |
| KO-male-ActvSub-WT-male-NaCl | 1.0000000 |
| KO-male-NaCl-WT-male-NaCl | 1.0000000 |
| WT-female-ActvSub-WT-male-NaCl | 1.0000000 |
| WT-female-NaCl-WT-male-NaCl | 1.0000000 |
| WT-male-ActvSub-WT-male-NaCl | 1.0000000 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data (Assumptions severely violated).
3.
Selected pathway: NON-PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 1466.564 | 1541.065 | 250.600 | 157.129 |
| Group | 2 | 21 | 1567.691 | 1623.000 | 167.143 | 57.535 |
| Sex | female | 23 | 1457.300 | 1574.690 | 267.184 | 203.150 |
| Sex | male | 20 | 1583.400 | 1610.780 | 113.969 | 63.460 |
| Genotype | KO | 18 | 1574.651 | 1616.410 | 178.265 | 62.006 |
| Genotype | WT | 25 | 1473.688 | 1538.560 | 236.335 | 145.435 |
| Factor | ActvSub | 22 | 1532.883 | 1601.660 | 194.852 | 84.889 |
| Factor | NaCl | 21 | 1498.214 | 1581.590 | 242.610 | 109.380 |
| Interaction | KO-female-ActvSub | 5 | 1628.526 | 1623.000 | 44.937 | 34.660 |
| Interaction | KO-female-NaCl | 5 | 1526.090 | 1683.260 | 315.842 | 80.215 |
| Interaction | KO-male-ActvSub | 4 | 1522.402 | 1575.515 | 131.772 | 54.329 |
| Interaction | KO-male-NaCl | 4 | 1620.257 | 1663.255 | 108.778 | 40.794 |
| Interaction | WT-female-ActvSub | 7 | 1395.269 | 1463.060 | 261.394 | 159.983 |
| Interaction | WT-female-NaCl | 6 | 1329.658 | 1263.880 | 302.826 | 251.808 |
| Interaction | WT-male-ActvSub | 6 | 1620.717 | 1648.565 | 142.938 | 16.785 |
| Interaction | WT-male-NaCl | 6 | 1562.178 | 1560.075 | 71.651 | 56.829 |
Test used: Wilcoxon Rank Sum Test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.1639979 |
| Sex: male vs female | 0.4185818 |
| Genotype: WT vs KO | 0.1129638 |
| Factor: NaCl vs ActvSub | 0.8569048 |
Test used: Kruskal-Wallis Rank Sum Test
Post-hoc used: Conover’s test with Holm’s adjustment
| Comparison | P-value (Holm) |
|---|---|
| KO-female-ActvSub-KO-female-NaCl | 0.9795303 |
| KO-female-ActvSub-KO-male-ActvSub | 1.0000000 |
| KO-female-NaCl-KO-male-ActvSub | 1.0000000 |
| KO-female-ActvSub-KO-male-NaCl | 1.0000000 |
| KO-female-NaCl-KO-male-NaCl | 1.0000000 |
| KO-male-ActvSub-KO-male-NaCl | 1.0000000 |
| KO-female-ActvSub-WT-female-ActvSub | 1.0000000 |
| KO-female-NaCl-WT-female-ActvSub | 1.0000000 |
| KO-male-ActvSub-WT-female-ActvSub | 1.0000000 |
| KO-male-NaCl-WT-female-ActvSub | 0.9852524 |
| KO-female-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-female-NaCl-WT-female-NaCl | 1.0000000 |
| KO-male-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-male-NaCl-WT-female-NaCl | 1.0000000 |
| WT-female-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-female-ActvSub-WT-male-ActvSub | 1.0000000 |
| KO-female-NaCl-WT-male-ActvSub | 0.4964363 |
| KO-male-ActvSub-WT-male-ActvSub | 1.0000000 |
| KO-male-NaCl-WT-male-ActvSub | 1.0000000 |
| WT-female-ActvSub-WT-male-ActvSub | 0.8761721 |
| WT-female-NaCl-WT-male-ActvSub | 1.0000000 |
| KO-female-ActvSub-WT-male-NaCl | 1.0000000 |
| KO-female-NaCl-WT-male-NaCl | 1.0000000 |
| KO-male-ActvSub-WT-male-NaCl | 1.0000000 |
| KO-male-NaCl-WT-male-NaCl | 1.0000000 |
| WT-female-ActvSub-WT-male-NaCl | 1.0000000 |
| WT-female-NaCl-WT-male-NaCl | 1.0000000 |
| WT-male-ActvSub-WT-male-NaCl | 1.0000000 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 1113.134 | 1158.130 | 381.629 | 252.234 |
| Group | 2 | 21 | 1020.504 | 960.340 | 250.958 | 115.035 |
| Sex | female | 23 | 1194.773 | 1116.320 | 302.190 | 221.892 |
| Sex | male | 20 | 921.988 | 934.180 | 290.661 | 177.234 |
| Genotype | KO | 18 | 917.623 | 844.825 | 271.168 | 140.848 |
| Genotype | WT | 25 | 1176.093 | 1116.320 | 320.224 | 175.950 |
| Factor | ActvSub | 22 | 1014.407 | 1016.640 | 345.629 | 241.556 |
| Factor | NaCl | 21 | 1123.933 | 1053.810 | 297.716 | 210.560 |
| Interaction | KO-female-ActvSub | 5 | 896.960 | 834.320 | 228.852 | 69.480 |
| Interaction | KO-female-NaCl | 5 | 1153.708 | 1022.730 | 333.067 | 108.405 |
| Interaction | KO-male-ActvSub | 4 | 811.908 | 725.025 | 204.274 | 65.556 |
| Interaction | KO-male-NaCl | 4 | 754.060 | 774.765 | 114.174 | 73.035 |
| Interaction | WT-female-ActvSub | 7 | 1291.729 | 1241.900 | 262.956 | 205.783 |
| Interaction | WT-female-NaCl | 6 | 1364.057 | 1446.770 | 224.175 | 165.505 |
| Interaction | WT-male-ActvSub | 6 | 923.737 | 960.710 | 433.227 | 156.158 |
| Interaction | WT-male-NaCl | 6 | 1105.578 | 1055.310 | 166.703 | 107.486 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.3511480 |
| Sex: male vs female | 0.0044376 |
| Genotype: WT vs KO | 0.0067726 |
| Factor: NaCl vs ActvSub | 0.2714491 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 699142.5959 | 699142.5959 | 9.5547 | 0.0039 |
| Sex | 1 | 850418.5158 | 850418.5158 | 11.6221 | 0.0017 |
| Mod | 1 | 157090.0911 | 157090.0911 | 2.1468 | 0.1518 |
| Genotype:Sex | 1 | 13744.8545 | 13744.8545 | 0.1878 | 0.6674 |
| Genotype:Mod | 1 | 172.6655 | 172.6655 | 0.0024 | 0.9615 |
| Sex:Mod | 1 | 12041.7173 | 12041.7173 | 0.1646 | 0.6875 |
| Genotype:Sex:Mod | 1 | 116581.4381 | 116581.4381 | 1.5932 | 0.2152 |
| Residuals | 35 | 2561042.8872 | 73172.6539 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.8018454 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9997319 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.9927359 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.2319378 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.1145703 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999998 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.9024201 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.5705103 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.3748208 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9868094 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.8986095 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.8493166 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9999886 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9999861 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.1199106 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.0573943 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9979688 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.6983061 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.0562002 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.0256724 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9755539 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.4879847 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9996835 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.2522317 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.9149738 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.1226048 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.7145824 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9366755 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 756.417 | 703.900 | 396.514 | 276.721 |
| Group | 2 | 21 | 839.182 | 860.550 | 244.207 | 130.825 |
| Sex | female | 23 | 677.066 | 774.160 | 312.312 | 243.145 |
| Sex | male | 20 | 934.574 | 907.125 | 300.246 | 160.456 |
| Genotype | KO | 18 | 958.263 | 1057.835 | 274.782 | 138.481 |
| Genotype | WT | 25 | 680.610 | 774.160 | 321.304 | 180.685 |
| Factor | ActvSub | 22 | 843.364 | 837.755 | 344.166 | 229.985 |
| Factor | NaCl | 21 | 748.094 | 801.870 | 314.886 | 201.515 |
| Interaction | KO-female-ActvSub | 5 | 973.068 | 1046.160 | 240.182 | 141.120 |
| Interaction | KO-female-NaCl | 5 | 746.794 | 860.550 | 351.052 | 103.540 |
| Interaction | KO-male-ActvSub | 4 | 1015.040 | 1099.690 | 219.533 | 67.510 |
| Interaction | KO-male-NaCl | 4 | 1147.315 | 1141.435 | 107.641 | 79.318 |
| Interaction | WT-female-ActvSub | 7 | 583.366 | 649.040 | 255.871 | 195.525 |
| Interaction | WT-female-NaCl | 6 | 481.607 | 377.300 | 235.058 | 158.855 |
| Interaction | WT-male-ActvSub | 6 | 924.158 | 880.425 | 448.316 | 136.720 |
| Interaction | WT-male-NaCl | 6 | 749.518 | 811.450 | 151.965 | 98.466 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.4131334 |
| Sex: male vs female | 0.0087889 |
| Genotype: WT vs KO | 0.0041394 |
| Factor: NaCl vs ActvSub | 0.3488422 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 806764.63 | 806764.63 | 10.4871 | 0.0026 |
| Sex | 1 | 764519.57 | 764519.57 | 9.9379 | 0.0033 |
| Mod | 1 | 122324.66 | 122324.66 | 1.5901 | 0.2157 |
| Genotype:Sex | 1 | 18016.49 | 18016.49 | 0.2342 | 0.6314 |
| Genotype:Mod | 1 | 12777.99 | 12777.99 | 0.1661 | 0.6861 |
| Sex:Mod | 1 | 30463.10 | 30463.10 | 0.3960 | 0.5333 |
| Genotype:Sex:Mod | 1 | 120640.98 | 120640.98 | 1.5682 | 0.2188 |
| Residuals | 35 | 2692525.94 | 76929.31 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.8965105 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9999981 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.9801010 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.2730049 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.0976589 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999892 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.8806492 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.8315666 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.4033425 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9703983 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.7591346 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.9616558 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 1.0000000 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9971889 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.2358353 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.0869129 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9995463 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.8109841 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.0473330 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.0144019 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9118226 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.3639401 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9975582 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.3713980 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.9575322 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.1375725 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.7036921 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9546097 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Square Root Transformed (Count Data Fix).
3.
Selected pathway: PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 45.773 | 20.5 | 59.942 | 18.875 |
| Group | 2 | 21 | 40.667 | 25.0 | 43.729 | 18.500 |
| Sex | female | 23 | 59.652 | 36.0 | 64.008 | 23.250 |
| Sex | male | 20 | 24.450 | 21.0 | 23.607 | 12.500 |
| Genotype | KO | 18 | 36.833 | 23.5 | 44.234 | 13.625 |
| Genotype | WT | 25 | 47.920 | 24.0 | 57.529 | 26.000 |
| Factor | ActvSub | 22 | 31.318 | 20.0 | 36.324 | 19.500 |
| Factor | NaCl | 21 | 55.810 | 31.0 | 63.176 | 20.500 |
| Interaction | KO-female-ActvSub | 5 | 37.600 | 47.0 | 16.149 | 14.500 |
| Interaction | KO-female-NaCl | 5 | 69.000 | 46.0 | 75.541 | 18.000 |
| Interaction | KO-male-ActvSub | 4 | 16.000 | 21.0 | 10.677 | 2.750 |
| Interaction | KO-male-NaCl | 4 | 16.500 | 19.5 | 12.715 | 8.250 |
| Interaction | WT-female-ActvSub | 7 | 35.714 | 11.0 | 56.588 | 20.750 |
| Interaction | WT-female-NaCl | 6 | 98.167 | 97.5 | 79.083 | 67.500 |
| Interaction | WT-male-ActvSub | 6 | 31.167 | 15.0 | 34.173 | 19.125 |
| Interaction | WT-male-NaCl | 6 | 28.667 | 34.0 | 24.525 | 16.500 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.9063160 |
| Sex: male vs female | 0.0255923 |
| Genotype: WT vs KO | 0.8031829 |
| Factor: NaCl vs ActvSub | 0.1474240 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 3.0958 | 3.0958 | 0.0650 | 0.8003 |
| Sex | 1 | 250.7372 | 250.7372 | 5.2625 | 0.0279 |
| Mod | 1 | 123.7185 | 123.7185 | 2.5966 | 0.1161 |
| Genotype:Sex | 1 | 14.1474 | 14.1474 | 0.2969 | 0.5893 |
| Genotype:Mod | 1 | 23.3607 | 23.3607 | 0.4903 | 0.4884 |
| Sex:Mod | 1 | 131.1438 | 131.1438 | 2.7524 | 0.1060 |
| Genotype:Sex:Mod | 1 | 32.1784 | 32.1784 | 0.6754 | 0.4168 |
| Residuals | 35 | 1667.6228 | 47.6464 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.9972908 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9639873 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.9649487 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.9910131 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.8206943 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9986663 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.9955414 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.7020268 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.7052404 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.7806637 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.9939684 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.8928405 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.8386616 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 1.0000000 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.9999588 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.2467003 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9994535 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.9999022 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.9999631 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.2491022 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9994900 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.9999108 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.2491476 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.9999990 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 1.0000000 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.3967438 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.3234079 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 1.0000000 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data (Assumptions severely violated).
3.
Selected pathway: NON-PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 34.136 | 18.5 | 53.235 | 10.125 |
| Group | 2 | 21 | 26.905 | 25.0 | 15.159 | 12.500 |
| Sex | female | 23 | 36.217 | 18.0 | 51.480 | 10.500 |
| Sex | male | 20 | 24.150 | 25.0 | 15.909 | 11.625 |
| Genotype | KO | 18 | 21.111 | 23.0 | 12.704 | 7.125 |
| Genotype | WT | 25 | 37.440 | 26.0 | 49.639 | 13.500 |
| Factor | ActvSub | 22 | 30.773 | 21.5 | 40.593 | 10.875 |
| Factor | NaCl | 21 | 30.429 | 25.0 | 38.772 | 10.500 |
| Interaction | KO-female-ActvSub | 5 | 22.000 | 18.0 | 17.029 | 11.000 |
| Interaction | KO-female-NaCl | 5 | 24.800 | 25.0 | 10.281 | 1.000 |
| Interaction | KO-male-ActvSub | 4 | 25.500 | 23.0 | 6.455 | 2.500 |
| Interaction | KO-male-NaCl | 4 | 11.000 | 8.0 | 12.623 | 7.250 |
| Interaction | WT-female-ActvSub | 7 | 47.429 | 17.0 | 69.510 | 14.000 |
| Interaction | WT-female-NaCl | 6 | 44.500 | 14.5 | 70.395 | 8.000 |
| Interaction | WT-male-ActvSub | 6 | 22.167 | 20.5 | 17.011 | 11.500 |
| Interaction | WT-male-NaCl | 6 | 34.000 | 36.0 | 17.053 | 5.125 |
Test used: Wilcoxon Rank Sum Test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.2686581 |
| Sex: male vs female | 0.9320437 |
| Genotype: WT vs KO | 0.3954114 |
| Factor: NaCl vs ActvSub | 0.9515361 |
Test used: Kruskal-Wallis Rank Sum Test
Post-hoc used: Conover’s test with Holm’s adjustment
| Comparison | P-value (Holm) |
|---|---|
| KO-female-ActvSub-KO-female-NaCl | 1.0000000 |
| KO-female-ActvSub-KO-male-ActvSub | 1.0000000 |
| KO-female-NaCl-KO-male-ActvSub | 1.0000000 |
| KO-female-ActvSub-KO-male-NaCl | 1.0000000 |
| KO-female-NaCl-KO-male-NaCl | 1.0000000 |
| KO-male-ActvSub-KO-male-NaCl | 1.0000000 |
| KO-female-ActvSub-WT-female-ActvSub | 1.0000000 |
| KO-female-NaCl-WT-female-ActvSub | 0.4909305 |
| KO-male-ActvSub-WT-female-ActvSub | 1.0000000 |
| KO-male-NaCl-WT-female-ActvSub | 1.0000000 |
| KO-female-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-female-NaCl-WT-female-NaCl | 1.0000000 |
| KO-male-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-male-NaCl-WT-female-NaCl | 1.0000000 |
| WT-female-ActvSub-WT-female-NaCl | 1.0000000 |
| KO-female-ActvSub-WT-male-ActvSub | 0.9812419 |
| KO-female-NaCl-WT-male-ActvSub | 1.0000000 |
| KO-male-ActvSub-WT-male-ActvSub | 1.0000000 |
| KO-male-NaCl-WT-male-ActvSub | 1.0000000 |
| WT-female-ActvSub-WT-male-ActvSub | 1.0000000 |
| WT-female-NaCl-WT-male-ActvSub | 1.0000000 |
| KO-female-ActvSub-WT-male-NaCl | 1.0000000 |
| KO-female-NaCl-WT-male-NaCl | 1.0000000 |
| KO-male-ActvSub-WT-male-NaCl | 1.0000000 |
| KO-male-NaCl-WT-male-NaCl | 0.4251708 |
| WT-female-ActvSub-WT-male-NaCl | 1.0000000 |
| WT-female-NaCl-WT-male-NaCl | 1.0000000 |
| WT-male-ActvSub-WT-male-NaCl | 1.0000000 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 79.909 | 51.5 | 70.009 | 34.125 |
| Group | 2 | 21 | 67.571 | 55.0 | 41.137 | 16.500 |
| Sex | female | 23 | 95.870 | 68.0 | 68.462 | 59.250 |
| Sex | male | 20 | 48.600 | 46.0 | 24.483 | 16.125 |
| Genotype | KO | 18 | 57.944 | 50.5 | 42.907 | 17.250 |
| Genotype | WT | 25 | 85.360 | 57.0 | 64.305 | 37.000 |
| Factor | ActvSub | 22 | 62.091 | 51.5 | 48.626 | 21.250 |
| Factor | NaCl | 21 | 86.238 | 57.0 | 64.221 | 24.000 |
| Interaction | KO-female-ActvSub | 5 | 59.600 | 57.0 | 20.756 | 8.500 |
| Interaction | KO-female-NaCl | 5 | 93.800 | 72.0 | 66.560 | 16.500 |
| Interaction | KO-male-ActvSub | 4 | 41.500 | 44.0 | 14.271 | 5.750 |
| Interaction | KO-male-NaCl | 4 | 27.500 | 27.0 | 1.915 | 1.250 |
| Interaction | WT-female-ActvSub | 7 | 83.143 | 48.0 | 78.766 | 60.750 |
| Interaction | WT-female-NaCl | 6 | 142.667 | 171.0 | 71.517 | 54.875 |
| Interaction | WT-male-ActvSub | 6 | 53.333 | 53.5 | 31.001 | 17.250 |
| Interaction | WT-male-NaCl | 6 | 62.667 | 63.0 | 23.054 | 14.375 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.4835223 |
| Sex: male vs female | 0.0044459 |
| Genotype: WT vs KO | 0.1014491 |
| Factor: NaCl vs ActvSub | 0.1742242 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 7865.7142 | 7865.7142 | 3.0478 | 0.0896 |
| Sex | 1 | 24907.9482 | 24907.9482 | 9.6514 | 0.0037 |
| Mod | 1 | 7135.8410 | 7135.8410 | 2.7650 | 0.1053 |
| Genotype:Sex | 1 | 337.8708 | 337.8708 | 0.1309 | 0.7197 |
| Genotype:Mod | 1 | 1332.2346 | 1332.2346 | 0.5162 | 0.4772 |
| Sex:Mod | 1 | 6497.3848 | 6497.3848 | 2.5176 | 0.1216 |
| Genotype:Sex:Mod | 1 | 2.5680 | 2.5680 | 0.0010 | 0.9750 |
| Residuals | 35 | 90326.8571 | 2580.7673 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.9600197 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9993899 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.9794447 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.9925146 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.1563027 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999991 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 1.0000000 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.7837359 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.5308187 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9999558 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.7536645 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.8868028 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9694632 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9999219 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.8897662 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.0685635 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9999536 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.9978659 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.6575211 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.0244990 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9927199 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.9584203 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.4309229 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.9619125 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.9956209 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.0749569 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.1480077 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9999803 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Square Root Transformed (Count Data Fix).
3.
Selected pathway: PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 96.045 | 93.0 | 73.014 | 65.375 |
| Group | 2 | 21 | 89.048 | 60.0 | 95.257 | 27.000 |
| Sex | female | 23 | 109.652 | 88.0 | 98.360 | 51.250 |
| Sex | male | 20 | 73.050 | 59.5 | 59.285 | 36.250 |
| Genotype | KO | 18 | 75.889 | 60.0 | 64.876 | 40.875 |
| Genotype | WT | 25 | 104.680 | 88.0 | 94.368 | 53.500 |
| Factor | ActvSub | 22 | 95.091 | 75.0 | 88.563 | 24.500 |
| Factor | NaCl | 21 | 90.048 | 50.0 | 80.303 | 65.000 |
| Interaction | KO-female-ActvSub | 5 | 71.800 | 75.0 | 36.881 | 14.000 |
| Interaction | KO-female-NaCl | 5 | 99.400 | 50.0 | 94.551 | 63.500 |
| Interaction | KO-male-ActvSub | 4 | 39.750 | 41.0 | 30.772 | 22.375 |
| Interaction | KO-male-NaCl | 4 | 87.750 | 81.5 | 79.324 | 49.125 |
| Interaction | WT-female-ActvSub | 7 | 146.714 | 103.0 | 130.756 | 37.750 |
| Interaction | WT-female-NaCl | 6 | 106.500 | 69.0 | 101.683 | 74.750 |
| Interaction | WT-male-ActvSub | 6 | 91.167 | 82.5 | 63.458 | 35.500 |
| Interaction | WT-male-NaCl | 6 | 67.333 | 49.0 | 59.095 | 26.875 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.7604438 |
| Sex: male vs female | 0.1646665 |
| Genotype: WT vs KO | 0.3091461 |
| Factor: NaCl vs ActvSub | 0.6919799 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 78.1208 | 78.1208 | 0.9519 | 0.3359 |
| Sex | 1 | 156.3464 | 156.3464 | 1.9050 | 0.1763 |
| Mod | 1 | 9.6141 | 9.6141 | 0.1171 | 0.7342 |
| Genotype:Sex | 1 | 11.7856 | 11.7856 | 0.1436 | 0.7070 |
| Genotype:Mod | 1 | 95.3863 | 95.3863 | 1.1622 | 0.2884 |
| Sex:Mod | 1 | 17.9784 | 17.9784 | 0.2191 | 0.6427 |
| Genotype:Sex:Mod | 1 | 4.9258 | 4.9258 | 0.0600 | 0.8079 |
| Residuals | 35 | 2872.5223 | 82.0721 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 1.0000000 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9937947 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 1.0000000 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.9385849 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.9999533 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999999 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.9999694 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.9856248 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 1.0000000 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.9676744 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.9999978 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 1.0000000 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9997295 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9937696 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.5586144 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.9440352 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9794082 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.9996909 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.9653593 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.9999882 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 1.0000000 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.9999525 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9904299 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.9628607 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.7543825 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.9999986 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.9952281 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9994817 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Square Root Transformed (Count Data Fix).
3.
Selected pathway: PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 53.136 | 49.5 | 44.023 | 25.250 |
| Group | 2 | 21 | 43.190 | 41.0 | 24.416 | 19.500 |
| Sex | female | 23 | 53.913 | 49.0 | 42.056 | 22.500 |
| Sex | male | 20 | 41.800 | 41.0 | 26.361 | 20.625 |
| Genotype | KO | 18 | 36.556 | 39.0 | 20.278 | 15.875 |
| Genotype | WT | 25 | 56.720 | 50.0 | 42.051 | 25.000 |
| Factor | ActvSub | 22 | 52.091 | 49.5 | 37.922 | 17.000 |
| Factor | NaCl | 21 | 44.286 | 37.0 | 33.786 | 25.500 |
| Interaction | KO-female-ActvSub | 5 | 44.800 | 49.0 | 23.594 | 6.000 |
| Interaction | KO-female-NaCl | 5 | 29.600 | 25.0 | 16.334 | 10.000 |
| Interaction | KO-male-ActvSub | 4 | 47.250 | 50.0 | 22.247 | 10.375 |
| Interaction | KO-male-NaCl | 4 | 24.250 | 25.0 | 13.745 | 10.875 |
| Interaction | WT-female-ActvSub | 7 | 70.857 | 50.0 | 55.784 | 16.750 |
| Interaction | WT-female-NaCl | 6 | 62.000 | 59.0 | 47.274 | 35.125 |
| Interaction | WT-male-ActvSub | 6 | 39.500 | 39.5 | 28.431 | 16.500 |
| Interaction | WT-male-NaCl | 6 | 52.167 | 59.5 | 31.884 | 23.250 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.6399028 |
| Sex: male vs female | 0.3168171 |
| Genotype: WT vs KO | 0.0864641 |
| Factor: NaCl vs ActvSub | 0.4478518 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 64.1106 | 64.1106 | 2.5912 | 0.1164 |
| Sex | 1 | 27.5360 | 27.5360 | 1.1129 | 0.2987 |
| Mod | 1 | 12.5844 | 12.5844 | 0.5086 | 0.4805 |
| Genotype:Sex | 1 | 15.4476 | 15.4476 | 0.6244 | 0.4348 |
| Genotype:Mod | 1 | 26.8795 | 26.8795 | 1.0864 | 0.3044 |
| Sex:Mod | 1 | 4.8949 | 4.8949 | 0.1978 | 0.6592 |
| Genotype:Sex:Mod | 1 | 17.3616 | 17.3616 | 0.7017 | 0.4079 |
| Residuals | 35 | 865.9567 | 24.7416 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.9966464 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9999991 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 0.9783842 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.9505994 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.9985807 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999465 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 0.9999744 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.9880562 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.9999879 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.5869717 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.8810711 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 0.9999576 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9618124 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9539206 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.9908273 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.9999565 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9991771 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 1.0000000 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.4632892 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.7722673 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9979374 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.8935620 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9995444 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.7653825 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.9915942 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.9679146 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.9999900 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9952869 |
Statistical Decision Pipeline:
1. Shapiro-Wilk
(Normality) & Fligner-Killeen (Variance) tested.
2. Data state
used: Raw data.
3. Selected pathway:
PARAMETRIC.
| Factor | Group | N | Mean | Median | SD | Quartile Dev. |
|---|---|---|---|---|---|---|
| Group | 1 | 22 | 149.182 | 145.0 | 81.221 | 59.000 |
| Group | 2 | 21 | 132.238 | 109.0 | 93.518 | 23.000 |
| Sex | female | 23 | 163.565 | 140.0 | 93.107 | 51.750 |
| Sex | male | 20 | 114.850 | 109.5 | 72.703 | 47.250 |
| Genotype | KO | 18 | 112.444 | 110.5 | 64.028 | 42.875 |
| Genotype | WT | 25 | 161.400 | 138.0 | 96.125 | 58.000 |
| Factor | ActvSub | 22 | 147.182 | 115.5 | 98.853 | 40.875 |
| Factor | NaCl | 21 | 134.333 | 135.0 | 74.010 | 54.000 |
| Interaction | KO-female-ActvSub | 5 | 116.600 | 124.0 | 59.865 | 20.000 |
| Interaction | KO-female-NaCl | 5 | 129.000 | 100.0 | 84.164 | 53.000 |
| Interaction | KO-male-ActvSub | 4 | 87.000 | 104.0 | 43.321 | 19.750 |
| Interaction | KO-male-NaCl | 4 | 112.000 | 104.0 | 76.039 | 55.750 |
| Interaction | WT-female-ActvSub | 7 | 217.571 | 178.0 | 123.306 | 67.000 |
| Interaction | WT-female-NaCl | 6 | 168.500 | 139.0 | 62.060 | 31.750 |
| Interaction | WT-male-ActvSub | 6 | 130.667 | 114.0 | 87.790 | 36.250 |
| Interaction | WT-male-NaCl | 6 | 119.500 | 97.5 | 82.646 | 47.875 |
Test used: Welch Two Sample t-test
| Comparison | P-value |
|---|---|
| Group: 1 vs 2 | 0.5303231 |
| Sex: male vs female | 0.0614101 |
| Genotype: WT vs KO | 0.0518464 |
| Factor: NaCl vs ActvSub | 0.6311753 |
Test used: 3-Way ANOVA (Genotype x Sex x Mod)
| Df | Sum Sq | Mean Sq | F value | Pr(>F) | |
|---|---|---|---|---|---|
| Genotype | 1 | 25081.1835 | 25081.1835 | 3.5281 | 0.0687 |
| Sex | 1 | 27226.9108 | 27226.9108 | 3.8299 | 0.0584 |
| Mod | 1 | 1246.7103 | 1246.7103 | 0.1754 | 0.6779 |
| Genotype:Sex | 1 | 5524.3730 | 5524.3730 | 0.7771 | 0.3840 |
| Genotype:Mod | 1 | 6227.8257 | 6227.8257 | 0.8760 | 0.3557 |
| Sex:Mod | 1 | 1996.3477 | 1996.3477 | 0.2808 | 0.5995 |
| Genotype:Sex:Mod | 1 | 415.0293 | 415.0293 | 0.0584 | 0.8105 |
| Residuals | 35 | 248815.2476 | 7109.0071 | NA | NA |
Post-hoc used: Tukey HSD
| Comparison | P-value (Tukey) | |
|---|---|---|
| KO-female-NaCl-KO-female-ActvSub | KO-female-NaCl-KO-female-ActvSub | 0.9999977 |
| KO-male-ActvSub-KO-female-ActvSub | KO-male-ActvSub-KO-female-ActvSub | 0.9994460 |
| KO-male-NaCl-KO-female-ActvSub | KO-male-NaCl-KO-female-ActvSub | 1.0000000 |
| WT-female-ActvSub-KO-female-ActvSub | WT-female-ActvSub-KO-female-ActvSub | 0.4680285 |
| WT-female-NaCl-KO-female-ActvSub | WT-female-NaCl-KO-female-ActvSub | 0.9687276 |
| WT-male-ActvSub-KO-female-ActvSub | WT-male-ActvSub-KO-female-ActvSub | 0.9999926 |
| WT-male-NaCl-KO-female-ActvSub | WT-male-NaCl-KO-female-ActvSub | 1.0000000 |
| KO-male-ActvSub-KO-female-NaCl | KO-male-ActvSub-KO-female-NaCl | 0.9949077 |
| KO-male-NaCl-KO-female-NaCl | KO-male-NaCl-KO-female-NaCl | 0.9999866 |
| WT-female-ActvSub-KO-female-NaCl | WT-female-ActvSub-KO-female-NaCl | 0.6279978 |
| WT-female-NaCl-KO-female-NaCl | WT-female-NaCl-KO-female-NaCl | 0.9934696 |
| WT-male-ActvSub-KO-female-NaCl | WT-male-ActvSub-KO-female-NaCl | 1.0000000 |
| WT-male-NaCl-KO-female-NaCl | WT-male-NaCl-KO-female-NaCl | 0.9999995 |
| KO-male-NaCl-KO-male-ActvSub | KO-male-NaCl-KO-male-ActvSub | 0.9998723 |
| WT-female-ActvSub-KO-male-ActvSub | WT-female-ActvSub-KO-male-ActvSub | 0.2411004 |
| WT-female-NaCl-KO-male-ActvSub | WT-female-NaCl-KO-male-ActvSub | 0.8035457 |
| WT-male-ActvSub-KO-male-ActvSub | WT-male-ActvSub-KO-male-ActvSub | 0.9918795 |
| WT-male-NaCl-KO-male-ActvSub | WT-male-NaCl-KO-male-ActvSub | 0.9986987 |
| WT-female-ActvSub-KO-male-NaCl | WT-female-ActvSub-KO-male-NaCl | 0.4977172 |
| WT-female-NaCl-KO-male-NaCl | WT-female-NaCl-KO-male-NaCl | 0.9649919 |
| WT-male-ActvSub-KO-male-NaCl | WT-male-ActvSub-KO-male-NaCl | 0.9999671 |
| WT-male-NaCl-KO-male-NaCl | WT-male-NaCl-KO-male-NaCl | 0.9999999 |
| WT-female-NaCl-WT-female-ActvSub | WT-female-NaCl-WT-female-ActvSub | 0.9635324 |
| WT-male-ActvSub-WT-female-ActvSub | WT-male-ActvSub-WT-female-ActvSub | 0.5904292 |
| WT-male-NaCl-WT-female-ActvSub | WT-male-NaCl-WT-female-ActvSub | 0.4401793 |
| WT-male-ActvSub-WT-female-NaCl | WT-male-ActvSub-WT-female-NaCl | 0.9932884 |
| WT-male-NaCl-WT-female-NaCl | WT-male-NaCl-WT-female-NaCl | 0.9703510 |
| WT-male-NaCl-WT-male-ActvSub | WT-male-NaCl-WT-male-ActvSub | 0.9999979 |