Table 1 . summary Distribution of all variables ,Groupwise
| X1 | BIPOLAR | THULEP | p |
|---|---|---|---|
| n | 27 | 25 | NA |
| AGE (mean (SD)) | 68.30 (5.15) | 67.32 (6.07) | 0.533 |
| CATHETERISED_OR_NOT = 2 (%) | 8 (29.6) | 12 (48.0) | 0.282 |
| COMORBIDITIES = 2 (%) | 12 (44.4) | 17 (68.0) | 0.153 |
| SURGICAL_HISTORY = 2 (%) | 8 (29.6) | 4 (16.0) | 0.403 |
| UREA (mean (SD)) | 29.48 (7.79) | 32.48 (15.58) | 0.379 |
| CREAT (mean (SD)) | 0.79 (0.28) | 0.98 (0.68) | 0.197 |
| IIEF_SCORE (mean (SD)) | 1.00 (0.00) | 1.00 (0.00) | NaN |
| PROCEDURE_PERFORMED = THULEP (%) | 0 (0.0) | 25 (100.0) | <0.001 |
| RESECTION_TIME_MIN (mean (SD)) | 89.59 (11.95) | 96.56 (7.67) | 0.017 |
| MORCELATION_TIME (mean (SD)) | NaN (NA) | 8.04 (2.07) | NA |
| VOLUME_OF_IRRIGATION_FLUID_LTR (mean (SD)) | 28.04 (4.90) | 27.60 (2.16) | 0.683 |
| MORCELLATION_FLUID (mean (SD)) | NaN (NA) | 5.04 (1.65) | NA |
| INTRA_OP_COMPLICATION = Complication (%) | 0 (0.0) | 2 (8.3) | 0.435 |
| TRACTION_APPLIED_OR_NOT_AND_DURATION = 4 HR (%) | 27 (100.0) | 24 (96.0) | 0.969 |
| CATHETERISATION_DURATION_POST_OP_HR (mean (SD)) | 31.11 (6.61) | 20.52 (6.27) | <0.001 |
| HOSPITAL_STAYHR (mean (SD)) | 38.81 (6.82) | 28.58 (7.65) | <0.001 |
| READMISSION_REQUIRED = Yes (%) | 1 (3.7) | 2 (8.0) | 0.945 |
| POSTOP_COMPLICATION (mean (SD)) | 1.22 (0.51) | 1.24 (0.44) | 0.893 |
| PREOP_HB (mean (SD)) | 12.35 (1.08) | 12.29 (1.15) | 0.837 |
| PRE_OP_RBC_IN_BLOOD_10_6_ΜLT (mean (SD)) | 4.56 (0.44) | 4.59 (0.51) | 0.809 |
| RBC_RANGE (mean (SD)) | 14.44 (6.98) | 10.00 (0.00) | 0.003 |
| DILUTION_FACTOR (mean (SD)) | 6044.44 (1024.82) | 5632.00 (5715.38) | 0.714 |
| BLOOD_LOSS_DURING_PROCEDURE_LTR (mean (SD)) | 0.50 (0.16) | 0.26 (0.07) | <0.001 |
| HEIGHT_CM (mean (SD)) | 167.04 (5.29) | 164.58 (4.28) | 0.073 |
| WEIGHT (mean (SD)) | 67.81 (4.41) | 66.88 (4.47) | 0.451 |
| PREOP_IPSS (mean (SD)) | 23.65 (3.50) | 23.21 (3.42) | 0.721 |
| IPSS_ON_POD7 (mean (SD)) | 9.67 (1.94) | 8.12 (1.90) | 0.006 |
| IPSS_ON_POD_1_MONTH (mean (SD)) | 6.59 (2.27) | 5.08 (1.64) | 0.010 |
| IPSS_ON_POD_3_MONTH (mean (SD)) | 4.56 (2.67) | 2.96 (1.04) | 0.008 |
| IPSS_ON_POD_6_MONTH (mean (SD)) | 3.96 (2.34) | 2.54 (1.44) | 0.013 |
| PVR (mean (SD)) | 113.94 (30.36) | 95.64 (14.68) | 0.047 |
| PVR_POD7 (mean (SD)) | 51.81 (16.18) | 44.33 (20.98) | 0.158 |
| PVR_POD_1_MONTH (mean (SD)) | 30.85 (15.96) | 25.96 (7.23) | 0.174 |
| PVR_POD_3_MONTH (mean (SD)) | 30.37 (21.43) | 25.25 (7.40) | 0.272 |
| PVR_POD_6_MONTH (mean (SD)) | 28.78 (19.22) | 23.67 (7.38) | 0.227 |
| PROSTATE_BIOPSY_OR_NOT = 2 (%) | 4 (14.8) | 5 (20.0) | 0.899 |
| PROSTATE_SIZE (mean (SD)) | 80.78 (16.94) | 80.08 (15.03) | 0.876 |
| REDIUAL_PROSTATE_AT_3_MONTH_CC (mean (SD)) | 49.56 (12.45) | 37.75 (9.30) | <0.001 |
| REDIUAL_PROSTATE_AT_6_MONTH_CC (mean (SD)) | 51.11 (10.22) | 39.88 (8.09) | <0.001 |
| Q_MAX (mean (SD)) | 7.99 (1.19) | 8.32 (1.43) | 0.491 |
| Q_MAX_POD7 (mean (SD)) | 12.49 (2.16) | 13.83 (2.49) | 0.044 |
| Q_MAX_POD_1_MONTH (mean (SD)) | 16.69 (2.55) | 17.90 (1.46) | 0.046 |
| Q_MAX_POD_3_MONTH (mean (SD)) | 18.19 (2.73) | 18.95 (1.18) | 0.212 |
| Q_MAX_POD_6_MONTH (mean (SD)) | 18.00 (2.60) | 18.76 (1.82) | 0.241 |
| TOTAL_S_PSA (mean (SD)) | 4.05 (3.38) | 3.42 (1.56) | 0.405 |
| S_PSA_3_MONTH (mean (SD)) | 2.87 (2.51) | 2.06 (0.98) | 0.145 |
| S_PSA_6_MONTH (mean (SD)) | 2.52 (2.55) | 2.33 (1.00) | 0.732 |
Distribution of Demographic Variables in Our Population
Fig.1 Plot of Age distribution across Groups
The Dodged bar chart above represents individual counts representing frequency of age_grp categories 50-60,60-70,70-80 and 80-90 in categories BIPOLAR and THULEP belonging to group PROCEDURE_PERFORMED. Subgroup 60-70 has highest percentage 17/36 ( 47.22 % ) in group BIPOLAR . Subgroup 60-70 has highest percentage 21/36 ( 58.33 % ) in group THULEP . To formally check for association between groups we performed pearson chi-square test .
we foune found a Non-significant association between age_grp and PROCEDURE_PERFORMED. The chi-square statistic was 2.95 . The degree of freedom was 3 and P value was 0.4 .Contingency and Proportion table are shown below
Table 2
| PROCEDURE_PERFORMED | age_grp | n | value | 95 % Confidence Interval |
|---|---|---|---|---|
| BIPOLAR | 50-60 | 1 | 1/27 ( 3.7 %) | 0.4% - 16.04% |
| BIPOLAR | 60-70 | 14 | 14/27 ( 51.85 %) | 33.63% - 69.7% |
| BIPOLAR | 70-80 | 12 | 12/27 ( 44.44 %) | 27.06% - 62.95% |
| THULEP | 50-60 | 3 | 3/25 ( 12 %) | 3.5% - 28.67% |
| THULEP | 60-70 | 15 | 15/25 ( 60 %) | 40.58% - 77.25% |
| THULEP | 70-80 | 6 | 6/25 ( 24 %) | 10.69% - 42.94% |
| THULEP | 80-90 | 1 | 1/25 ( 4 %) | 0.44% - 17.21% |
Table 3
| BIPOLAR | THULEP | |
|---|---|---|
| 50-60 | 1 | 3 |
| 60-70 | 14 | 15 |
| 70-80 | 12 | 6 |
| 80-90 | 0 | 1 |
Figure 2 CATHETERISATION Distribution in Our Population
The Dodged bar chart above represents individual counts representing frequency of CATHETERISED_OR_NOT categories 2 and 1 in categories BIPOLAR and THULEP belonging to group PROCEDURE_PERFORMED. Subgroup Yes has highest percentage 24/36 ( 66.67 % ) in group BIPOLAR . Subgroup Yes has highest percentage 22/36 ( 61.11 % ) in group THULEP . To formally check for association between groups we performed pearson chi-square test .
we we found a Non-significant association between CATHETERISATION and PROCEDURE_PERFORMED. The chi-square statistic was 0.06 . The degree of freedom was 1 and P value was 0.81 .Contingency and Proportion table are shown below
Table 4
| PROCEDURE_PERFORMED | CATHETERISED_OR_NOT | n | value | 95 % Confidence Interval |
|---|---|---|---|---|
| BIPOLAR | 1 | 19 | 19/27 ( 70.37 %) | 51.75% - 84.88% |
| BIPOLAR | 2 | 8 | 8/27 ( 29.63 %) | 15.12% - 48.25% |
| THULEP | 1 | 13 | 13/25 ( 52 %) | 33.1% - 70.46% |
| THULEP | 2 | 12 | 12/25 ( 48 %) | 29.54% - 66.9% |
Table 5
| BIPOLAR | THULEP | |
|---|---|---|
| 1 | 19 | 13 |
| 2 | 8 | 12 |
Figure 3 Boxplot Of Distribution Of RESECTION TIME in our Population
In this Figure we see Box plot of RESECTION_TIME_MIN in 2 sub-groups of PROCEDURE_PERFORMED : BIPOLAR and THULEP respectively .The individual jittered data points of RESECTION_TIME_MIN are overlaid over transparent Boxplot for better visualisation. We see distribution of data in individual sub-groups of PROCEDURE_PERFORMED based on these box-plots. The lower edge of box plot represents -first quartile (Q1), Horizontal bar represents the median, Upper edge represnts third quartile (Q3), Two black lines (whiskers) emanating from box-plots signify range of non-outlier data for the particular sub-group. Lower whisker represents minimum(Q1- 1.5 interquartile range) non-outlier limit of RESECTION_TIME_MIN and upper whisker represnts maximum(Q1+1.5interquartile range) of RESECTION_TIME_MIN .Any data beyond whiskers of box-plots represents outliers in the sub-groups The big brown point in the box-plots represents mean RESECTION_TIME_MIN of 2 groups and it has been annotated in the figure itself . Summary Statistics of the groups is presented in table below
Table 6 Summary Table Of RESECTION TIME within Groups
| Group | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| BIPOLAR | 27 | 89.593 | 11.949 | 86 | 70 | 116 |
| THULEP | 25 | 96.560 | 7.671 | 94 | 85 | 110 |
The mean in Group BIPOLAR [ 88.69 ± 11.83 ] was significantly lower than Group THULEP [ 96.11 ± 7.33 ] . The mean difference was -7.42 and 95 % confidence interval of the difference was ( -12.06 - -2.77 ) . The p value was <0.001 . The t statistic was -3.2 and degree of freedom of the Welch unpaired two-sample t test was 58.4 .In Formal statistical notation this result is expressed as : t(58.4) = -3.2, p= <0.001. The detailed statistical parameters of T test are given in table below.
TABLE 7
| variable | group1 | group2 | statistic | df | p |
|---|---|---|---|---|---|
| RESECTION_TIME_MIN | BIPOLAR | THULEP | -2.52 | 44.7 | 0.02 |
Figure 3 Boxplot Of Distribution Of BLOOD LOSS in our Population
In this Figure we see Box plot of BLOOD_LOSS_DURING_PROCEDURE_LTR in 2 sub-groups of PROCEDURE_PERFORMED : BIPOLAR and THULEP respectively .The individual jittered data points of BLOOD_LOSS_DURING_PROCEDURE_LTR are overlaid over transparent Boxplot for better visualisation. We see distribution of data in individual sub-groups of PROCEDURE_PERFORMED based on these box-plots. The lower edge of box plot represents -first quartile (Q1), Horizontal bar represents the median, Upper edge represnts third quartile (Q3), Two black lines (whiskers) emanating from box-plots signify range of non-outlier data for the particular sub-group. Lower whisker represents minimum(Q1- 1.5 interquartile range) non-outlier limit of BLOOD_LOSS_DURING_PROCEDURE_LTR and upper whisker represnts maximum(Q1+1.5interquartile range) of BLOOD_LOSS_DURING_PROCEDURE_LTR .Any data beyond whiskers of box-plots represents outliers in the sub-groups The big brown point in the box-plots represents mean BLOOD_LOSS_DURING_PROCEDURE_LTR of 2 groups and it has been annotated in the figure itself . Summary Statistics of the groups is presented in table below
Table 8 Summary Table Of BLOOD LOSS within Groups
| Group | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| BIPOLAR | 27 | 0.505 | 0.161 | 0.452 | 0.32 | 0.878 |
| THULEP | 25 | 0.262 | 0.074 | 0.237 | 0.17 | 0.394 |
The mean Blood Loss in Group BIPOLAR [ 0.51 ± 0.17 ] was significantly higher than Group THULEP [ 0.28 ± 0.08 ] . The mean difference was 0.23 and 95 % confidence interval of the difference was ( 0.17 - 0.29 ) . The p value was <0.001 . The t statistic was 7.52 and degree of freedom of the Welch unpaired two-sample t test was 49.91 .In Formal statistical notation this result is expressed as : t(49.91) = 7.52, p= <0.001.
Figure 5 Boxplot Of Distribution Of HOSPITAL STAY in our Population
In this Figure we see Box plot of HOSPITAL_STAY (in Hours) in 2 sub-groups of PROCEDURE_PERFORMED : BIPOLAR and THULEP respectively .The individual jittered data points of HOSPITAL_STAYHR are overlaid over transparent Boxplot for better visualisation. We see distribution of data in individual sub-groups of PROCEDURE_PERFORMED based on these box-plots. The lower edge of box plot represents -first quartile (Q1), Horizontal bar represents the median, Upper edge represnts third quartile (Q3), Two black lines (whiskers) emanating from box-plots signify range of non-outlier data for the particular sub-group. Lower whisker represents minimum(Q1- 1.5 interquartile range) non-outlier limit of HOSPITAL_STAYHR and upper whisker represnts maximum(Q1+1.5interquartile range) of HOSPITAL_STAYHR .Any data beyond whiskers of box-plots represents outliers in the sub-groups The big brown point in the box-plots represents mean HOSPITAL_STAY (Hour) of 2 groups and it has been annotated in the figure itself . Summary Statistics of the groups is presented in table below
Table 9 Summary Table Of Hospital stay within Groups
| Group | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| BIPOLAR | 27 | 38.815 | 6.816 | 40 | 26 | 48 |
| THULEP | 24 | 28.583 | 7.649 | 26 | 18 | 48 |
The mean Hospital Stay in Group BIPOLAR [ 38.42 ± 6.78 ] was significantly higher than Group THULEP [ 29.06 ± NA ] . The mean difference was 9.36 and 95 % confidence interval of the difference was ( 6.21 - 12.51 ) . The p value was <0.001 . The t statistic was 5.92 and degree of freedom of the Welch unpaired two-sample t test was 69 .In Formal statistical notation this result is expressed as : t(69) = 5.92, p= <0.001. The detailed statistical parameters of T test are given in table belo
Figure 5 Boxplot Of Distribution Of CATHETARISATION DURATION in our Population
In this Figure we see Box plot of CATHETERISATION_DURATION post operatively in Hours in 2 sub-groups of TURP : BIPOLAR and THULEP respectively .The individual jittered data points of CATHETERISATION_DURATION are overlaid over transparent Boxplot for better visualisation. We see distribution of data in individual sub-groups of PROCEDURE_PERFORMED based on these box-plots. The lower edge of box plot represents -first quartile (Q1), Horizontal bar represents the median, Upper edge represnts third quartile (Q3), Two black lines (whiskers) emanating from box-plots signify range of non-outlier data for the particular sub-group. Lower whisker represents minimum(Q1- 1.5 interquartile range) non-outlier limit of CATHETERISATION_DURATION_POST_OP_HR and upper whisker represnts maximum(Q1+1.5interquartile range) of CATHETERISATION .Any data beyond whiskers of box-plots represents outliers in the sub-groups The big brown point in the box-plots represents mean CATHETERISATION_DURATION(in Hours) of 2 groups and it has been annotated in the figure itself Summary Statistics of the groups is presented in table below
Table 10 Summary Table Of Catheterisation Duration within Groups
| Group | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| BIPOLAR | 27 | 31.111 | 6.612 | 34 | 18 | 40 |
| THULEP | 23 | 20.522 | 6.266 | 19 | 12 | 36 |
The mean Catheterisation Duration in Group BIPOLAR [ 30.5 ± 6.4 ] was significantly higher than Group THULEP [ 21.26 ± NA ] . The mean difference was 9.24 and 95 % confidence interval of the difference was ( 6.39 - 12.08 ) . The p value was <0.001 . The t statistic was 6.49 and degree of freedom of the Welch unpaired two-sample t test was 67.41 .In Formal statistical notation this result is expressed as : t(67.41) = 6.49, p= <0.001.
Figure showing Overall Correlation between PROSTATE SIZE AND BLOOD LOSS
The scatter plots above show relationship between PROSTATE_SIZE on X axis and BLOOD_LOSS_DURING_PROCEDURE_LTR on Y axis in overall population. Graphically, we see that as PROSTATE_SIZE increases, BLOOD_LOSS_DURING_PROCEDURE mostly remains constant with a flat to negative slope. On a formal statistical linear regression analysis, we that line of best fit (blue line signifying line with least square difference) also has a negative slope implying a negative correlation. The gray shaded error around blue line signifies 95% confidence interval of linear regression line of best fit. The correlation between two variables is Non-Significant . The Pearson’s correlation between PROSTATE_SIZE and BLOOD_LOSS_DURING_PROCEDURE_LTR is -0.13 with 95% Confidence Interval of -0.35 to 0.11. the t statistic is -1.06 The p value is 0.29 .The degree of freedom is 70. In formal statistical notation this expressed as t(70)= -1.06, P= 0.29. r(Pearson) = -0.13 95% C.I. [-0.35-0.11]. n= 72. The correlation is summmarised in table below
We see that there is large variation between data points particualarlyy in prostate size range of 60-80 grams
However we see distinct variation between relationship between Blood loss and Prostate size in Groups if we see Group Wise. In Thulep Group there is significant negative correlation while curve stays flat in BIPOLAR Group.
Table 11. Table Summarizing Overall correlation between PROSTATE SIZE AND BLOOD LOSS
| Group 1 | Group 2 | Degree of Freedom | T statistic | Correlation | 95 % C.I. | P value |
|---|---|---|---|---|---|---|
| PROSTATE_SIZE | BLOOD_LOSS_DURING_PROCEDURE_LTR | 50 | -0.89 | -0.13 | -0.39-0.15 | 0.38 |
Table 12. Table Summarizing Overall correlation between PROSTATE SIZE AND BLOOD LOSS In THULEP SUBGROUP
| Group 1 | Group 2 | Degree of Freedom | T statistic | Correlation | 95 % C.I. | P value |
|---|---|---|---|---|---|---|
| PROSTATE_SIZE | BLOOD_LOSS_DURING_PROCEDURE_LTR | 23 | -2.94 | -0.52 | -0.76–0.16 | 0.01 |
Table 13. Table Summarizing Overall correlation between PROSTATE SIZE AND BLOOD LOSS In BIPOLAR SUBGROUP
| Group 1 | Group 2 | Degree of Freedom | T statistic | Correlation | 95 % C.I. | P value |
|---|---|---|---|---|---|---|
| PROSTATE_SIZE | BLOOD_LOSS_DURING_PROCEDURE_LTR | 25 | -0.43 | -0.08 | -0.45-0.3 | 0.67 |
Table 14 Table with summary statistics of PROSTATE SIZE AND BLOOD LOSS
| variable | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| BLOOD_LOSS_DURING_PROCEDURE_LTR | 52 | 0.388 | 0.175 | 0.364 | 0.17 | 0.878 |
| PROSTATE_SIZE | 52 | 80.442 | 15.897 | 78.000 | 60.00 | 130.000 |
Figure showing Overall Correlation between RESECTION TIME AND BLOOD LOSS
The scatter plots above show relationship between RESECTION_TIME in minutes on X axis and BLOOD_LOSS_DURING_PROCEDURE_LTR on Y axis. Graphically, we see that as RESECTION_TIME_MIN increases, BLOOD_LOSS_DURING_PROCEDURE_LTR decreases . On a formal statistical linear regression analysis, we that line of best fit (blue line signifying line with least square difference) also has a negative slope implying a negative correlation. The gray shaded error around blue line signifies 95% confidence interval of linear regression line of best fit. The correlation between two variables is Significant . The Pearson’s correlation between RESECTION_TIME_MIN and BLOOD_LOSS_DURING_PROCEDURE_LTR is -0.33 with 95% Confidence Interval of -0.53 to -0.11. the t statistic is -2.97 The p value is <0.001 .The degree of freedom is 70. In formal statistical notation this expressed as t(70)= -2.97, P= <0.001. r(Pearson) = -0.33 95% C.I. [-0.53–0.11]. n= 72. The correlation is summmarised in table below
Table 15
| Group 1 | Group 2 | Degree of Freedom | T statistic | Correlation | 95 % C.I. | P value |
|---|---|---|---|---|---|---|
| RESECTION_TIME_MIN | BLOOD_LOSS_DURING_PROCEDURE_LTR | 50 | -2.82 | -0.37 | -0.58–0.11 | 0.01 |
Table 16 Table with summary statistics of RESECTION TIME AND BLOOD LOSS
| variable | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| BLOOD_LOSS_DURING_PROCEDURE_LTR | 52 | 0.388 | 0.175 | 0.364 | 0.17 | 0.878 |
| RESECTION_TIME_MIN | 52 | 92.942 | 10.623 | 91.500 | 70.00 | 116.000 |
Figure 10 Boxplot Of Distribution Of CATHETARISATION DURATION in our Population
n this Figure we see Box plot of BLOOD_LOSS_DURING_PROCEDURE_LTR in 2 sub-groups of CATHETERISATION respectively .The individual jittered data points of BLOOD_LOSS_DURING_PROCEDURE_LTR are overlaid over transparent Boxplot for better visualisation. We see distribution of data in individual sub-groups of CATHETERISED_OR_NOT based on these box-plots. The lower edge of box plot represents -first quartile (Q1), Horizontal bar represents the median, Upper edge represnts third quartile (Q3), Two black lines (whiskers) emanating from box-plots signify range of non-outlier data for the particular sub-group. Lower whisker represents minimum(Q1- 1.5 interquartile range) non-outlier limit of BLOOD_LOSS_DURING_PROCEDURE_LTR and upper whisker represnts maximum(Q1+1.5interquartile range) of BLOOD_LOSS_DURING_PROCEDURE_LTR .Any data beyond whiskers of box-plots represents outliers in the sub-groups The big brown point in the box-plots represents mean BLOOD_LOSS_DURING_PROCEDURE_LTR of 2 groups and it has been annotated in the figure itself Summary Statistics of the groups is presented in table below
Table 17 Summary Table Of Catheterisation Duration within Groups
| Group | n | Mean | SD | Median | Minimum | Maximum |
|---|---|---|---|---|---|---|
| Catheterised | 32 | 0.396 | 0.163 | 0.37 | 0.170 | 0.784 |
| Not Catheterised | 20 | 0.375 | 0.197 | 0.35 | 0.174 | 0.878 |
The mean Blood loss in catheterised [ 0.4 ± 0.17 ] was non-significantly higher than Catheterised group [ 0.38 ± 0.18 ] . The mean difference was 0.01 and 95 % confidence interval of the difference was ( -0.07 - 0.1 ) . The p value was 0.76 . The t statistic was 0.3 and degree of freedom of the Welch unpaired two-sample t test was 51.22 .In Formal statistical notation this result is expressed as : t(51.22) = 0.3, p= 0.76
Figure 3 Trace-Plot Of variation QMAX P with Time in BIPOLAR AND THULEP groups
This is a trace-plot of variation in Q MAX (on Y axis) with passage of of time on X-axis , Q MAX readings of BIPOLAR and THULEP TURP across various stages are connected by distinct colored trace-line . Individual readings have been plotted on graph and points have been jittered for better clarity . The raw data points representing two groups have different shapes as indicated in the legend. The colored points across the trace represent the mean readings in two groups and whiskers represent Standard error of measurements.
we can clearly see a positive trend/slope indicating a rise in Q MAX with passage of Time. T as we can see similar slopes of variation with Time between BIPOLAR and THULEP groups indicating average difference in Q MAX across groups doesnt vary with Time. . we decided to explore this intuitive graphical relationship with formal statistical tests.
Two way repeated measures ANOVA was done to assess difference between average value of QMAX at different time intervals and if there was inter-group differences between BIPOLAR AND THULEP . An interaction test was also conducted to see if inter-group variation of value within QMAX was affected by PROCEDURE_PERFORMED. Since Sphericity (homogeneity of variance between pairs of intra-group comparisons) assumption was not met.Greenhouse-Geisser Correction was applied . Inter group comparison of average difference between ** BIPOLAR AND THULEP** was non-significant with a p value of 0.1200 . In Formal statistical notation it is expressed as F(1, 44) = 2.49,p= 0.1200. Intra group comparison of average difference between value of Q MAX WITH TIME ( Evident in rise post procedure) was significant with a p value of 0.0001 . In Formal statistical notation it is expressed as F(4, 176) = 484.93,p= 0.0001. Interaction of value within variable with PROCEDURE_PERFORMED was non-significant with a p value of 0.4900 . In Formal statistical notation it is expressed as F(4, 176) = 0.85,p= 0.4900
Table 18. Average Q MAX, standard error and 95% Confidence limits in DRUG Groups
| PROCEDURE_PERFORMED | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| BIPOLAR | 15.114 | 0.281 | 14.548 | 15.680 |
| THULEP | 15.741 | 0.281 | 15.175 | 16.307 |
Table 19. Average Contrast in Q MAX within DRUG Groups
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| BIPOLAR - THULEP | -0.627 | 0.397 | 44 | -1.577 | 0.122 |
We also wanted to look for a trend in our Q MAX variation group since it had a time varying component .We found a significant positive linear trend in intra-group difference with variable , 26.91+-0.67, p value= <0.001.It was qualified by a significant quadratic trend in intra-group difference with variable , -13.64+-0.79, p value= <0.001.
Table 20. Average QMAX variation with time
| variable | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| Q_MAX | 8.162 | 0.274 | 7.621 | 8.703 |
| Q_MAX_POD7 | 13.502 | 0.274 | 12.961 | 14.044 |
| Q_MAX_POD_1_MONTH | 17.609 | 0.274 | 17.068 | 18.150 |
| Q_MAX_POD_3_MONTH | 18.989 | 0.274 | 18.448 | 19.530 |
| Q_MAX_POD_6_MONTH | 18.874 | 0.274 | 18.333 | 19.416 |
Table 21. Average Contrast in QMAX across al Time periods
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| Q_MAX - Q_MAX_POD7 | -5.341 | 0.297 | 176 | -17.953 | 0.001 |
| Q_MAX - Q_MAX_POD_1_MONTH | -9.447 | 0.297 | 176 | -31.759 | 0.001 |
| Q_MAX - Q_MAX_POD_3_MONTH | -10.828 | 0.297 | 176 | -36.398 | 0.001 |
| Q_MAX - Q_MAX_POD_6_MONTH | -10.713 | 0.297 | 176 | -36.012 | 0.001 |
| Q_MAX_POD7 - Q_MAX_POD_1_MONTH | -4.107 | 0.297 | 176 | -13.806 | 0.001 |
| Q_MAX_POD7 - Q_MAX_POD_3_MONTH | -5.487 | 0.297 | 176 | -18.445 | 0.001 |
| Q_MAX_POD7 - Q_MAX_POD_6_MONTH | -5.372 | 0.297 | 176 | -18.059 | 0.001 |
| Q_MAX_POD_1_MONTH - Q_MAX_POD_3_MONTH | -1.380 | 0.297 | 176 | -4.639 | 0.001 |
| Q_MAX_POD_1_MONTH - Q_MAX_POD_6_MONTH | -1.265 | 0.297 | 176 | -4.253 | 0.001 |
| Q_MAX_POD_3_MONTH - Q_MAX_POD_6_MONTH | 0.115 | 0.297 | 176 | 0.386 | 0.995 |
we see there is no variation across 3 months and 6 months rest are significant.
Figure Trace-Plot Of variation IPSS P with Time in BIPOLAR AND THULEP groups
This is a trace-plot of variation in IPSS (on Y axis) with passage of of time on X-axis , IPSS readings of BIPOLAR and THULEP TURP across various stages are connected by distinct colored trace-line . Individual readings have been plotted on graph and points have been jittered for better clarity . The raw data points representing two groups have different shapes as indicated in the legend. The colored points across the trace represent the mean readings in two groups and whiskers represent Standard error of measurements we can clearly see a positive trend/slope indicating a fall in IPSS with passage of Time. T as we can see similar slopes of variation with Time between BIPOLAR and THULEP groups indicating average difference in Q MAX across groups doesnt varies with Time. . we decided to explore this intuitive graphical relationship with formal statistical tests.
Two way repeated measures ANOVA was done to assess difference between average value of IPSS and if there was inter-group differences between PROCEDURE_PERFORMED . An interaction test was also conducted to see if inter-group variation of value within variable was affected by PROCEDURE_PERFORMED. Since Sphericity (homogeneity of variance between pairs of intra-group comparisons) assumption was not met.Greenhouse-Geisser Correction was applied Inter group comparison of average difference between IPSSS between PROCEDURE_PERFORMED was significant with a p value of 0.0200 . In Formal statistical notation it is expressed as F(1, 46) = 5.38,p= 0.0200. Intra group comparison of average difference between value of variable was significant with a p value of 0.0001 . In Formal statistical notation it is expressed as F(4, 184) = 1230.78,p= 0.0001. Interaction of value within variable with PROCEDURE_PERFORMED was non-significant with a p value of 0.0500 . In Formal statistical notation it is expressed as F(4, 184) = 2.4,p= 0.0500
Since Intra group average differences of value within variable group was significant. We performed a test of contrasts. The Inter-group difference between BIPOLAR - THULEP was significant with mean difference of 0.97+-0.42, pvalue= 0.025
Table 22. Average IPSS, standard error and 95% Confidence limits in DRUG Groups
| PROCEDURE_PERFORMED | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| BIPOLAR | 9.420 | 0.297 | 8.823 | 10.018 |
| THULEP | 8.446 | 0.297 | 7.849 | 9.044 |
Table 23. Average Contrast in IPSS between Groups
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| BIPOLAR - THULEP | 0.974 | 0.42 | 46 | 2.32 | 0.025 |
We also wanted to look for a trend in IPSS since it had a time varying component .We found a significant negative linear trend in intra-group difference with variable , -46.69+-0.77, p value= <0.001. It was qualified by significant quadratic n cubic trend as seen in parabolic trajectory of fall ofIPSS with time.
Table 24. Average IPSS variation with time
| variable | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| PREOP_IPSS | 23.715 | 0.303 | 23.117 | 24.314 |
| IPSS_ON_POD7 | 8.864 | 0.303 | 8.265 | 9.462 |
| IPSS_ON_POD_1_MONTH | 5.559 | 0.303 | 4.960 | 6.157 |
| IPSS_ON_POD_3_MONTH | 3.455 | 0.303 | 2.857 | 4.054 |
| IPSS_ON_POD_6_MONTH | 3.074 | 0.303 | 2.476 | 3.673 |
Table 25. Average Contrast in IPSS across al Time periods
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| PREOP_IPSS - IPSS_ON_POD7 | 14.851 | 0.346 | 184 | 42.956 | 0.001 |
| PREOP_IPSS - IPSS_ON_POD_1_MONTH | 18.157 | 0.346 | 184 | 52.516 | 0.001 |
| PREOP_IPSS - IPSS_ON_POD_3_MONTH | 20.260 | 0.346 | 184 | 58.600 | 0.001 |
| PREOP_IPSS - IPSS_ON_POD_6_MONTH | 20.641 | 0.346 | 184 | 59.702 | 0.001 |
| IPSS_ON_POD7 - IPSS_ON_POD_1_MONTH | 3.305 | 0.346 | 184 | 9.560 | 0.001 |
| IPSS_ON_POD7 - IPSS_ON_POD_3_MONTH | 5.409 | 0.346 | 184 | 15.644 | 0.001 |
| IPSS_ON_POD7 - IPSS_ON_POD_6_MONTH | 5.790 | 0.346 | 184 | 16.746 | 0.001 |
| IPSS_ON_POD_1_MONTH - IPSS_ON_POD_3_MONTH | 2.103 | 0.346 | 184 | 6.084 | 0.001 |
| IPSS_ON_POD_1_MONTH - IPSS_ON_POD_6_MONTH | 2.484 | 0.346 | 184 | 7.186 | 0.001 |
| IPSS_ON_POD_3_MONTH - IPSS_ON_POD_6_MONTH | 0.381 | 0.346 | 184 | 1.102 | 0.806 |
we see there is no variation across 3 months and 6 months rest are significant.
Figure Trace-Plot Of variation in PVR with Time in BIPOLAR AND THULEP groups
This is a trace-plot of variation in PVR (on Y axis) with passage of of time on X-axis , PVR readings of BIPOLAR and THULEP TURP across various stages are connected by distinct colored trace-line . Individual readings have been plotted on graph and points have been jittered for better clarity . The raw data points representing two groups have different shapes as indicated in the legend. The colored points across the trace represent the mean readings in two groups and whiskers represent Standard error of measurements we can clearly see a positive trend/slope indicating a fall in PVR with passage of Time. T as we can see similar slopes of variation with Time between BIPOLAR and THULEP groups indicating average difference in PVR across groups doesnt varies with Time. . we decided to explore this intuitive graphical relationship with formal statistical tests.
wo way repeated measures ANOVA was done to assess difference between PVR across time and treatments. An interaction test was also conducted to see if inter-group variation of value within variable was affected by PROCEDURE_PERFORMED. Since Sphericity (homogeneity of variance between pairs of intra-group comparisons) assumption was not met.Greenhouse-Geisser Correction was applied Inter group comparison of average difference between PVR of 2 procedures was significant with a p value of 0.0300 . In Formal statistical notation it is expressed as F(1, 44) = 5.16,p= 0.0300. Intra group comparison of average difference between value of variable was significant with a p value of 0.0001 . In Formal statistical notation it is expressed as F(4, 176) = 230.85,p= 0.0001. Interaction of PVR with PROCEDURE_PERFORMED was non-significant (similar slopes) with a p value of 0.1200 . In Formal statistical notation it is expressed as F(4, 176) = 1.88,p= 0.1200
Since Intra group average differences of value within variable group was significant. We performed a test of contrasts. The Inter-group difference between BIPOLAR - THULEP was significant with mean difference of 4.8+-2.11, pvalue= 0.028 . Thus BIPOLAR TURP had a minimal but significant higher PVR than THULEP.
Table 26. Average PVR, standard error and 95% Confidence limits across treatments
| PROCEDURE_PERFORMED | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| BIPOLAR | 47.878 | 1.495 | 44.866 | 50.89 |
| THULEP | 43.078 | 1.495 | 40.066 | 46.09 |
Table 27. Average Contrast in PVR between Groups
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| BIPOLAR - THULEP | 4.8 | 2.114 | 44 | 2.271 | 0.028 |
We also wanted to look for a trend in PVR since it had a time varying component . .We found a significant negative linear trend in PVR , -188.07+-7.6, p value= <0.001.qualified by significant quadratic n cubic trend.
Table 28. Average PVR variation with time
| variable | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| PVR | 108.935 | 2.395 | 104.215 | 113.655 |
| PVR_POD7 | 44.565 | 2.395 | 39.845 | 49.285 |
| PVR_POD_1_MONTH | 24.435 | 2.395 | 19.715 | 29.155 |
| PVR_POD_3_MONTH | 24.543 | 2.395 | 19.823 | 29.263 |
| PVR_POD_6_MONTH | 24.913 | 2.395 | 20.193 | 29.633 |
Table 29. Average Contrast in PVR across al Time periods
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| PVR - PVR_POD7 | 64.370 | 3.398 | 176 | 18.942 | 0.001 |
| PVR - PVR_POD_1_MONTH | 84.500 | 3.398 | 176 | 24.866 | 0.001 |
| PVR - PVR_POD_3_MONTH | 84.391 | 3.398 | 176 | 24.834 | 0.001 |
| PVR - PVR_POD_6_MONTH | 84.022 | 3.398 | 176 | 24.726 | 0.001 |
| PVR_POD7 - PVR_POD_1_MONTH | 20.130 | 3.398 | 176 | 5.924 | 0.001 |
| PVR_POD7 - PVR_POD_3_MONTH | 20.022 | 3.398 | 176 | 5.892 | 0.001 |
| PVR_POD7 - PVR_POD_6_MONTH | 19.652 | 3.398 | 176 | 5.783 | 0.001 |
| PVR_POD_1_MONTH - PVR_POD_3_MONTH | -0.109 | 3.398 | 176 | -0.032 | 1 |
| PVR_POD_1_MONTH - PVR_POD_6_MONTH | -0.478 | 3.398 | 176 | -0.141 | 1 |
| PVR_POD_3_MONTH - PVR_POD_6_MONTH | -0.370 | 3.398 | 176 | -0.109 | 1 |
we see there is no variation across 1 months an, 3 month and 6 months ,rest are significant.
Figure Trace-Plot Of variation in PVR with Time in BIPOLAR AND THULEP groups
This is a trace-plot of variation in Prostate size (assessed by TAS) (on Y axis) with passage of of time on X-axis , Prostate size readings of BIPOLAR and THULEP TURP patients across various stages are connected by distinct colored trace-line . Individual readings have been plotted on graph and points have been jittered for better clarity . The raw data points representing two groups have different shapes as indicated in the legend. The colored points across the trace represent the mean readings in two groups and whiskers represent Standard error of measurements we can clearly see a negative trend/slope indicating a fall in Prostate size with passage of Time initially followed by alate surge at 6 months.. as we can see different slopes of variation with Time between BIPOLAR and THULEP groups indicating average difference in PVR across groups varies with Time(Thulep had a sharper fall at 3 months). . we decided to explore this intuitive graphical relationship with formal statistical tests.
Two way repeated measures ANOVA was done to assess difference between average Prostate size and if there was inter-group differences between PROCEDURE_PERFORMED . An interaction test was also conducted to see if inter-group variation of value within variable was affected by PROCEDURE_PERFORMED. Since Sphericity (homogeneity of variance between pairs of intra-group comparisons) assumption was not met.Greenhouse-Geisser Correction was applied . Inter group comparison of average difference between Prostate size of PROCEDURE_PERFORMED was significant with a p value of 0.0030 . In Formal statistical notation it is expressed as F(1, 69) = 9.57,p= 0.0030. Intra group variation of Prostate size with time was significant with a p value of 0.0001 . In Formal statistical notation it is expressed as F(2, 138) = 687.81,p= 0.0001. Interaction of Prostate size with traetment modalities was significant with a p value of 0.0001 . In Formal statistical notation it is expressed as F(2, 138) = 19.91,p= 0.0001
Since Intra group average differences of value within variable group was significant. We performed a test of contrasts. The Inter-group difference between BIPOLAR - THULEP was significant with mean difference of 7.52+-2.43, pvalue= 0.003 implying on an average BIPOLAR group had about 7 gm higher prostate size.
Table 30. Average Prostate size , standard error and 95% Confidence limits across treatments
| PROCEDURE_PERFORMED | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| BIPOLAR | 58.994 | 1.787 | 55.430 | 62.559 |
| THULEP | 51.907 | 1.787 | 48.342 | 55.472 |
Table 31. Average Contrast in Prostate size between Groups
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| BIPOLAR - THULEP | 7.087 | 2.527 | 69 | 2.804 | 0.007 |
we also wanted to look for a trend in our variable group since it had a time varying component .We found a significant negative linear trend in intra-group difference with variable , -33.54+-1.09, p value= <0.001.We also found a significant positive quadratic trend (indicating alate rise from 3 months to 6 months) in intra-group difference with variable , 39.05+-1.89, p value= <0.001
Table 32, Average Prostate size variation with time
| variable | Mean | Standard_Error | lower.CL | upper.CL |
|---|---|---|---|---|
| PROSTATE_SIZE | 79.081 | 1.399 | 76.306 | 81.856 |
| REDIUAL_PROSTATE_AT_3_MONTH_CC | 42.782 | 1.399 | 40.007 | 45.557 |
| REDIUAL_PROSTATE_AT_6_MONTH_CC | 44.489 | 1.399 | 41.715 | 47.264 |
Table 33. Average Contrast in Prostate size across al Time periods
| contrast | estimate | SE | df | t.ratio | p.value |
|---|---|---|---|---|---|
| PROSTATE_SIZE - REDIUAL_PROSTATE_AT_3_MONTH_CC | 36.299 | 1.039 | 138 | 34.930 | 0.001 |
| PROSTATE_SIZE - REDIUAL_PROSTATE_AT_6_MONTH_CC | 34.592 | 1.039 | 138 | 33.287 | 0.001 |
| REDIUAL_PROSTATE_AT_3_MONTH_CC - REDIUAL_PROSTATE_AT_6_MONTH_CC | -1.707 | 1.039 | 138 | -1.643 | 0.231 |
we see all three contrasts between prostate sizes are significant indicating a constant change(initially larger fall n later a small rise)