The code below takes quantitative imaging data from the CytoNuclear IHC Quantification tool (Indica Labs, see main text) and prepares it for later analysis.
libname files "/mnt/hgfs/myfolders";
libname macros "/mnt/hgfs/myfolders/macros";
11 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
12
13 libname files "/mnt/hgfs/myfolders";
NOTE: Libref FILES was successfully assigned as follows:
Engine: V9
Physical Name: /mnt/hgfs/myfolders
14 libname macros "/mnt/hgfs/myfolders/macros";
NOTE: Libref MACROS was successfully assigned as follows:
Engine: V9
Physical Name: /mnt/hgfs/myfolders/macros
15 ods html5 close;ods listing;
16
Lab at the University of Florida was not given the final matching schema. Need this to perform analysis.
DATA grouping_list;
set files.grouping_list;
run;
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NOTE: Writing HTML5 Body file: STDOUT
19
20 DATA grouping_list;
21 set files.grouping_list;
22 run;
NOTE: There were 39 observations read from the data set FILES.GROUPING_LIST.
NOTE: The data set WORK.GROUPING_LIST has 39 observations and 4 variables.
NOTE: DATA statement used (Total process time):
real time 0.06 seconds
cpu time 0.01 seconds
23
24 ods html5 close;ods listing;
25
File contains data for all three markers, need to create dataset for each marker.
/*options validvarname = V7; is added to the import statement*/
PROC import out = cd68 datafile = "all_data_final.xlsx"
dbms = xlsx
replace;
options validvarname = V7;
sheet = "CD68";
run;
PROC import out = ki67 datafile = "all_data_final.xlsx"
dbms = xlsx
replace;
options validvarname = V7;
sheet = "Ki67";
run;
PROC import out = cd45 datafile = "all_data_final.xlsx"
dbms = xlsx
replace;
options validvarname = V7;
sheet = "CD45";
run;
27 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
28
29 /*options validvarname = V7; is added to the import statement*/
30 PROC import out = cd68 datafile = "all_data_final.xlsx"
31 dbms = xlsx
32 replace;
33 options validvarname = V7;
34 sheet = "CD68";
35 run;
NOTE: Variable Name Change. Sample Type -> Sample_Type
NOTE: Variable Name Change. Block # -> Block__
NOTE: Variable Name Change. Classified Area (mm^2) -> VAR6
NOTE: Variable Name Change. acinar + endocrine area -> __acinar___endocrine_area
NOTE: Variable Name Change. other Area -> __other_Area
NOTE: Variable Name Change. Total Cells -> Total_Cells
NOTE: Variable Name Change. Insulin Positive Cells -> __Insulin_Positive_Cells
NOTE: Variable Name Change. CD68 Positive Cells -> __CD68_Positive_Cells
NOTE: Variable Name Change. Negative Cells -> __Negative_Cells
NOTE: Variable Name Change. Tissue Area (um^2) -> VAR13
NOTE: Variable Name Change. CD68 Case Average -> CD68_Case_Average
NOTE: The import data set has 126 observations and 18 variables.
NOTE: WORK.CD68 data set was successfully created.
NOTE: PROCEDURE IMPORT used (Total process time):
real time 0.20 seconds
cpu time 0.04 seconds
36
37 PROC import out = ki67 datafile = "all_data_final.xlsx"
38 dbms = xlsx
39 replace;
40 options validvarname = V7;
41 sheet = "Ki67";
42 run;
NOTE: Variable Name Change. Sample Type -> Sample_Type
NOTE: Variable Name Change. Block # -> Block__
NOTE: Variable Name Change. Classified Area (mm^2) -> VAR6
NOTE: Variable Name Change. acinar+ endocrine Area -> __acinar__endocrine_Area
NOTE: Variable Name Change. other Area -> __other_Area
NOTE: Variable Name Change. Total Cells -> Total_Cells
NOTE: Variable Name Change. Insulin Positive Cells -> __Insulin_Positive_Cells
NOTE: Variable Name Change. Ki67 Positive Cells -> __Ki67_Positive_Cells
NOTE: Variable Name Change. Dual Positive Cells -> __Dual_Positive_Cells
NOTE: Variable Name Change. Negative Cells -> __Negative_Cells
NOTE: Variable Name Change. Tissue Area (um^2) -> VAR14
NOTE: Variable Name Change. Ki67 Case Average -> Ki67_Case_Average
NOTE: Variable Name Change. Ki67 Dual Positive Case Average -> Ki67_Dual_Positive_Case_Average
NOTE: The import data set has 126 observations and 17 variables.
NOTE: WORK.KI67 data set was successfully created.
NOTE: PROCEDURE IMPORT used (Total process time):
real time 0.18 seconds
cpu time 0.04 seconds
43
44 PROC import out = cd45 datafile = "all_data_final.xlsx"
45 dbms = xlsx
46 replace;
47 options validvarname = V7;
48 sheet = "CD45";
49 run;
NOTE: Variable Name Change. Sample Type -> Sample_Type
NOTE: Variable Name Change. Block # -> Block__
NOTE: Variable Name Change. Classified Area (mm^2) -> VAR6
NOTE: Variable Name Change. acinar + endocrine Area -> __acinar___endocrine_Area
NOTE: Variable Name Change. other Area -> __other_Area
NOTE: Variable Name Change. Total Cells -> Total_Cells
NOTE: Variable Name Change. Insulin Positive Cells -> __Insulin_Positive_Cells
NOTE: Variable Name Change. CD45 Positive Cells -> __CD45_Positive_Cells
NOTE: Variable Name Change. Negative Cells -> __Negative_Cells
NOTE: Variable Name Change. Tissue Area (um^2) -> VAR13
NOTE: Variable Name Change. CD45 Case Average -> CD45_Case_Average
NOTE: The import data set has 126 observations and 15 variables.
NOTE: WORK.CD45 data set was successfully created.
NOTE: PROCEDURE IMPORT used (Total process time):
real time 0.15 seconds
cpu time 0.04 seconds
50 ods html5 close;ods listing;
51
CD68 data file
PROC sort data = cd68;
by case;
run;
PROC sort data = grouping_list;
by case;
run;
DATA cd68;
merge cd68 grouping_list;
by case;
run;
DATA cd68;
set cd68;
rename VAR6 = classified_area;
rename __Insulin_Positive_Cells = percent_insulin;
rename __CD68_Positive_Cells = percent_cd68;
rename __Negative_Cells = percent_negative;
rename VAR13 = tissue_area;
run;
53 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
54
55 PROC sort data = cd68;
56 by case;
57 run;
NOTE: There were 126 observations read from the data set WORK.CD68.
NOTE: The data set WORK.CD68 has 126 observations and 18 variables.
NOTE: PROCEDURE SORT used (Total process time):
real time 0.00 seconds
cpu time 0.01 seconds
58
59 PROC sort data = grouping_list;
60 by case;
61 run;
NOTE: There were 39 observations read from the data set WORK.GROUPING_LIST.
NOTE: The data set WORK.GROUPING_LIST has 39 observations and 4 variables.
NOTE: PROCEDURE SORT used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
62
63 DATA cd68;
64 merge cd68 grouping_list;
65 by case;
66 run;
NOTE: There were 126 observations read from the data set WORK.CD68.
NOTE: There were 39 observations read from the data set WORK.GROUPING_LIST.
NOTE: The data set WORK.CD68 has 126 observations and 21 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
67
68 DATA cd68;
69 set cd68;
70 rename VAR6 = classified_area;
71 rename __Insulin_Positive_Cells = percent_insulin;
72 rename __CD68_Positive_Cells = percent_cd68;
73 rename __Negative_Cells = percent_negative;
74 rename VAR13 = tissue_area;
75 run;
NOTE: There were 126 observations read from the data set WORK.CD68.
NOTE: The data set WORK.CD68 has 126 observations and 21 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
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77
Ki67 data file
PROC sort data = ki67;
by case;
run;
PROC sort data = grouping_list;
by case;
run;
DATA ki67;
merge ki67 grouping_list;
by case;
run;
DATA ki67;
set ki67;
rename VAR6 = classified_area;
rename __Insulin_Positive_Cells = percent_insulin;
rename __Ki67_Positive_Cells = percent_ki67;
rename __Dual_Positive_Cells = percent_dual;
rename __Negative_Cells = percent_negative;
rename VAR14 = tissue_area;
run;
79 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
80
81 PROC sort data = ki67;
82 by case;
83 run;
NOTE: There were 126 observations read from the data set WORK.KI67.
NOTE: The data set WORK.KI67 has 126 observations and 17 variables.
NOTE: PROCEDURE SORT used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
84
85 PROC sort data = grouping_list;
86 by case;
87 run;
NOTE: Input data set is already sorted, no sorting done.
NOTE: PROCEDURE SORT used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
88
89 DATA ki67;
90 merge ki67 grouping_list;
91 by case;
92 run;
NOTE: There were 126 observations read from the data set WORK.KI67.
NOTE: There were 39 observations read from the data set WORK.GROUPING_LIST.
NOTE: The data set WORK.KI67 has 126 observations and 20 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.01 seconds
93
94 DATA ki67;
95 set ki67;
96 rename VAR6 = classified_area;
97 rename __Insulin_Positive_Cells = percent_insulin;
98 rename __Ki67_Positive_Cells = percent_ki67;
99 rename __Dual_Positive_Cells = percent_dual;
100 rename __Negative_Cells = percent_negative;
101 rename VAR14 = tissue_area;
102 run;
NOTE: There were 126 observations read from the data set WORK.KI67.
NOTE: The data set WORK.KI67 has 126 observations and 20 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
103 ods html5 close;ods listing;
104
CD45 data file
PROC sort data = cd45;
by case;
run;
PROC sort data = grouping_list;
by case;
run;
DATA cd45;
merge cd45 grouping_list;
by case;
run;
DATA cd45;
set cd45;
rename VAR6 = classified_area;
rename __Insulin_Positive_Cells = percent_insulin;
rename __CD45_Positive_Cells = percent_cd45;
rename __Negative_Cells = percent_negative;
rename VAR13 = tissue_area;
run;
106 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
107
108 PROC sort data = cd45;
109 by case;
110 run;
NOTE: There were 126 observations read from the data set WORK.CD45.
NOTE: The data set WORK.CD45 has 126 observations and 15 variables.
NOTE: PROCEDURE SORT used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
111
112 PROC sort data = grouping_list;
113 by case;
114 run;
NOTE: Input data set is already sorted, no sorting done.
NOTE: PROCEDURE SORT used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
115
116 DATA cd45;
117 merge cd45 grouping_list;
118 by case;
119 run;
NOTE: There were 126 observations read from the data set WORK.CD45.
NOTE: There were 39 observations read from the data set WORK.GROUPING_LIST.
NOTE: The data set WORK.CD45 has 126 observations and 18 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
120
121 DATA cd45;
122 set cd45;
123 rename VAR6 = classified_area;
124 rename __Insulin_Positive_Cells = percent_insulin;
125 rename __CD45_Positive_Cells = percent_cd45;
126 rename __Negative_Cells = percent_negative;
127 rename VAR13 = tissue_area;
128 run;
NOTE: There were 126 observations read from the data set WORK.CD45.
NOTE: The data set WORK.CD45 has 126 observations and 18 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
129 ods html5 close;ods listing;
130
All cases should include blocks from head, body, and tail. In certain cases, blocks were not available from each region, in those cases a block was selected that was close to the region and therefore used to represent that region as noted below.
DATA cd68;
set cd68;
sample_type1 = sample_type;
if case = 6003 and sample_type = "PT" and Block__ = 14 then
sample_type1 = "PB";
if case = 6005 and sample_type = "PH" and Block__ = 9 then
sample_type1 = "PB";
if case = 6007 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6008 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6011 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6019 and sample_type = "PT" and Block__ = 1 then
sample_type1="PB";
if case = 6053 and sample_type = "PO" and Block__ = 1 then
sample_type1="PH";
if case = 6053 and sample_type = "PO" and Block__ = 5 then
sample_type1="PB";
if case = 6053 and sample_type = "PO" and Block__ = 8 then
sample_type1="PT";
sample_type2 = " ";
if sample_type1 = "PH" then
sample_type2 = "A";
if sample_type1 = "PB" then
sample_type2 = "B";
if sample_type1 = "PT" then
sample_type2 = "C";
run;
132 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
133
134 DATA cd68;
135 set cd68;
136
137 sample_type1 = sample_type;
138 if case = 6003 and sample_type = "PT" and Block__ = 14 then
139 sample_type1 = "PB";
140 if case = 6005 and sample_type = "PH" and Block__ = 9 then
141 sample_type1 = "PB";
142 if case = 6007 and sample_type = "PH" and Block__ = 2 then
143 sample_type1 = "PB";
144 if case = 6008 and sample_type = "PH" and Block__ = 2 then
145 sample_type1 = "PB";
146 if case = 6011 and sample_type = "PH" and Block__ = 2 then
147 sample_type1 = "PB";
148 if case = 6019 and sample_type = "PT" and Block__ = 1 then
149 sample_type1="PB";
150 if case = 6053 and sample_type = "PO" and Block__ = 1 then
151 sample_type1="PH";
152 if case = 6053 and sample_type = "PO" and Block__ = 5 then
153 sample_type1="PB";
154 if case = 6053 and sample_type = "PO" and Block__ = 8 then
155 sample_type1="PT";
156
157 sample_type2 = " ";
158 if sample_type1 = "PH" then
159 sample_type2 = "A";
160 if sample_type1 = "PB" then
161 sample_type2 = "B";
162 if sample_type1 = "PT" then
163 sample_type2 = "C";
164 run;
NOTE: Character values have been converted to numeric values at the places given by: (Line):(Column).
138:48 140:48 142:48 144:48 146:48 148:48 150:48 152:48 154:48
NOTE: There were 126 observations read from the data set WORK.CD68.
NOTE: The data set WORK.CD68 has 126 observations and 23 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
165 ods html5 close;ods listing;
166
DATA ki67;
set ki67;
sample_type1 = sample_type;
if case = 6003 and sample_type = "PT" and Block__ = 14 then
sample_type1 = "PB";
if case = 6005 and sample_type = "PH" and Block__ = 9 then
sample_type1 = "PB";
if case = 6007 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6008 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6011 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6019 and sample_type = "PT" and Block__ = 1 then
sample_type1="PB";
if case = 6053 and sample_type = "PO" and Block__ = 1 then
sample_type1="PH";
if case = 6053 and sample_type = "PO" and Block__ = 5 then
sample_type1="PB";
if case = 6053 and sample_type = "PO" and Block__ = 8 then
sample_type1="PT";
sample_type2 = " ";
if sample_type1 = "PH" then
sample_type2 = "A";
if sample_type1 = "PB" then
sample_type2 = "B";
if sample_type1 = "PT" then
sample_type2 = "C";
run;
168 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
169
170 DATA ki67;
171 set ki67;
172
173 sample_type1 = sample_type;
174 if case = 6003 and sample_type = "PT" and Block__ = 14 then
175 sample_type1 = "PB";
176 if case = 6005 and sample_type = "PH" and Block__ = 9 then
177 sample_type1 = "PB";
178 if case = 6007 and sample_type = "PH" and Block__ = 2 then
179 sample_type1 = "PB";
180 if case = 6008 and sample_type = "PH" and Block__ = 2 then
181 sample_type1 = "PB";
182 if case = 6011 and sample_type = "PH" and Block__ = 2 then
183 sample_type1 = "PB";
184 if case = 6019 and sample_type = "PT" and Block__ = 1 then
185 sample_type1="PB";
186 if case = 6053 and sample_type = "PO" and Block__ = 1 then
187 sample_type1="PH";
188 if case = 6053 and sample_type = "PO" and Block__ = 5 then
189 sample_type1="PB";
190 if case = 6053 and sample_type = "PO" and Block__ = 8 then
191 sample_type1="PT";
192
193 sample_type2 = " ";
194 if sample_type1 = "PH" then
195 sample_type2 = "A";
196 if sample_type1 = "PB" then
197 sample_type2 = "B";
198 if sample_type1 = "PT" then
199 sample_type2 = "C";
200 run;
NOTE: Character values have been converted to numeric values at the places given by: (Line):(Column).
174:48 176:48 178:48 180:48 182:48 184:48 186:48 188:48 190:48
NOTE: There were 126 observations read from the data set WORK.KI67.
NOTE: The data set WORK.KI67 has 126 observations and 22 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.01 seconds
201 ods html5 close;ods listing;
202
DATA cd45;
set cd45;
sample_type1 = sample_type;
if case = 6003 and sample_type = "PT" and Block__ = 14 then
sample_type1 = "PB";
if case = 6005 and sample_type = "PH" and Block__ = 9 then
sample_type1 = "PB";
if case = 6007 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6008 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6011 and sample_type = "PH" and Block__ = 2 then
sample_type1 = "PB";
if case = 6019 and sample_type = "PT" and Block__ = 1 then
sample_type1="PB";
if case = 6053 and sample_type = "PO" and Block__ = 1 then
sample_type1="PH";
if case = 6053 and sample_type = "PO" and Block__ = 5 then
sample_type1="PB";
if case = 6053 and sample_type = "PO" and Block__ = 8 then
sample_type1="PT";
sample_type2 = " ";
if sample_type1 = "PH" then
sample_type2 = "A";
if sample_type1 = "PB" then
sample_type2 = "B";
if sample_type1 = "PT" then
sample_type2 = "C";
run;
204 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
205
206 DATA cd45;
207 set cd45;
208
209 sample_type1 = sample_type;
210 if case = 6003 and sample_type = "PT" and Block__ = 14 then
211 sample_type1 = "PB";
212 if case = 6005 and sample_type = "PH" and Block__ = 9 then
213 sample_type1 = "PB";
214 if case = 6007 and sample_type = "PH" and Block__ = 2 then
215 sample_type1 = "PB";
216 if case = 6008 and sample_type = "PH" and Block__ = 2 then
217 sample_type1 = "PB";
218 if case = 6011 and sample_type = "PH" and Block__ = 2 then
219 sample_type1 = "PB";
220 if case = 6019 and sample_type = "PT" and Block__ = 1 then
221 sample_type1="PB";
222 if case = 6053 and sample_type = "PO" and Block__ = 1 then
223 sample_type1="PH";
224 if case = 6053 and sample_type = "PO" and Block__ = 5 then
225 sample_type1="PB";
226 if case = 6053 and sample_type = "PO" and Block__ = 8 then
227 sample_type1="PT";
228
229 sample_type2 = " ";
230 if sample_type1 = "PH" then
231 sample_type2 = "A";
232 if sample_type1 = "PB" then
233 sample_type2 = "B";
234 if sample_type1 = "PT" then
235 sample_type2 = "C";
236 run;
NOTE: Character values have been converted to numeric values at the places given by: (Line):(Column).
210:48 212:48 214:48 216:48 218:48 220:48 222:48 224:48 226:48
NOTE: There were 126 observations read from the data set WORK.CD45.
NOTE: The data set WORK.CD45 has 126 observations and 20 variables.
NOTE: DATA statement used (Total process time):
real time 0.00 seconds
cpu time 0.00 seconds
237 ods html5 close;ods listing;
238
Insulin was double stained with CD45, CD68, and Ki67 in serial sections. Combine the insulin replicate data into one file and obtain averages for analysis.
DATA temp (keep=case hospbin sample_type Block__ staff percent_insulin match_group oppc_ageR age_group sample_type1 sample_type2 source);
set cd45;
source="CD45";
run;
DATA temp1 (keep=case hospbin sample_type Block__ staff percent_insulin match_group oppc_ageR age_group sample_type1 sample_type2 source);
set cd68;
source="CD68";
run;
DATA temp2 (keep=case hospbin sample_type Block__ staff percent_insulin match_group oppc_ageR age_group sample_type1 sample_type2 source);
set ki67;
source="Ki67";
run;
DATA insulin_all;
set temp temp1 temp2;
run;
PROC sort data=insulin_all;
by case sample_type2 hospbin match_group oppc_ageR age_group;
run;
proc print data=insulin_all;
run;
PROC means data=insulin_all noprint;
var percent_insulin;
by case sample_type2 hospbin match_group oppc_ageR age_group;
output out=insulin_ave (keep=case sample_type2 hospbin match_group oppc_ageR age_group percent_insulin) mean=percent_insulin;
run;
proc print data=insulin_ave;
run;
proc sort data=ki67;
by oppc_ageR;
run;
proc print data=ki67;
run;
The SAS System
Obs | Case | hospbin | Sample_Type | Block__ | Staff | percent_insulin | match_group | oppc_ageR | age_group | sample_type1 | sample_type2 | source |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 6003 | 3 | PH | 4 | IK | 1.95614 | 6 | 23 | 3 | PH | A | CD45 |
2 | 6003 | 3 | PH | 4 | IK | 1.9928 | 6 | 23 | 3 | PH | A | CD68 |
3 | 6003 | 3 | PH | 4 | IK | 1.53596 | 6 | 23 | 3 | PH | A | Ki67 |
4 | 6003 | 3 | PT | 14 | IK | 2.518 | 6 | 23 | 3 | PB | B | CD45 |
5 | 6003 | 3 | PT | 14 | IK | 2.62455 | 6 | 23 | 3 | PB | B | CD68 |
6 | 6003 | 3 | PT | 14 | IK | 2.57947 | 6 | 23 | 3 | PB | B | Ki67 |
7 | 6003 | 3 | PT | 18 | IK | 2.3819 | 6 | 23 | 3 | PT | C | CD45 |
8 | 6003 | 3 | PT | 18 | IK | 2.48303 | 6 | 23 | 3 | PT | C | CD68 |
9 | 6003 | 3 | PT | 18 | IK | 2.34844 | 6 | 23 | 3 | PT | C | Ki67 |
10 | 6005 | 9 | PH | 5 | MP | 3.16225 | 1 | 5 | 1 | PH | A | CD45 |
11 | 6005 | 9 | PH | 5 | TP | 2.75708 | 1 | 5 | 1 | PH | A | CD68 |
12 | 6005 | 9 | PH | 5 | TP | 2.48322 | 1 | 5 | 1 | PH | A | Ki67 |
13 | 6005 | 9 | PH | 9 | MP | 2.17384 | 1 | 5 | 1 | PB | B | CD45 |
14 | 6005 | 9 | PH | 9 | TP | 2.32961 | 1 | 5 | 1 | PB | B | CD68 |
15 | 6005 | 9 | PH | 9 | TP | 1.78785 | 1 | 5 | 1 | PB | B | Ki67 |
16 | 6005 | 9 | PT | 8 | MP | 2.54154 | 1 | 5 | 1 | PT | C | CD45 |
17 | 6005 | 9 | PT | 8 | TP | 1.90061 | 1 | 5 | 1 | PT | C | CD68 |
18 | 6005 | 9 | PT | 8 | TP | 2.0015 | 1 | 5 | 1 | PT | C | Ki67 |
19 | 6007 | 9 | PH | 8 | MP | 2.06249 | 3 | 9 | 1 | PH | A | CD45 |
20 | 6007 | 9 | PH | 8 | IK | 2.19879 | 3 | 9 | 1 | PH | A | CD68 |
21 | 6007 | 9 | PH | 8 | IK | 1.64906 | 3 | 9 | 1 | PH | A | Ki67 |
22 | 6007 | 9 | PH | 2 | MP | 1.62851 | 3 | 9 | 1 | PB | B | CD45 |
23 | 6007 | 9 | PH | 2 | IK | 1.70549 | 3 | 9 | 1 | PB | B | CD68 |
24 | 6007 | 9 | PH | 2 | IK | 1.53186 | 3 | 9 | 1 | PB | B | Ki67 |
25 | 6007 | 9 | PT | 4 | IK | 1.78972 | 3 | 9 | 1 | PT | C | CD45 |
26 | 6007 | 9 | PT | 4 | IK | 1.89801 | 3 | 9 | 1 | PT | C | CD68 |
27 | 6007 | 9 | PT | 4 | IK | 1.21053 | 3 | 9 | 1 | PT | C | Ki67 |
28 | 6008 | 9 | PH | 8 | MP | 0.678762 | 7 | 50 | 3 | PH | A | CD45 |
29 | 6008 | 9 | PH | 8 | TP | 0.746072 | 7 | 50 | 3 | PH | A | CD68 |
30 | 6008 | 9 | PH | 8 | TP | 0.745565 | 7 | 50 | 3 | PH | A | Ki67 |
31 | 6008 | 9 | PH | 2 | MP | 0.607784 | 7 | 50 | 3 | PB | B | CD45 |
32 | 6008 | 9 | PH | 2 | TP | 0.590911 | 7 | 50 | 3 | PB | B | CD68 |
33 | 6008 | 9 | PH | 2 | TP | 0.318408 | 7 | 50 | 3 | PB | B | Ki67 |
34 | 6008 | 9 | PT | 9 | MP | 1.33531 | 7 | 50 | 3 | PT | C | CD45 |
35 | 6008 | 9 | PT | 9 | TP | 1.04541 | 7 | 50 | 3 | PT | C | CD68 |
36 | 6008 | 9 | PT | 9 | TP | 0.716831 | 7 | 50 | 3 | PT | C | Ki67 |
37 | 6011 | 9 | PH | 9 | IK | 1.03648 | 5 | 46 | 3 | PH | A | CD45 |
38 | 6011 | 9 | PH | 9 | MP | 1.02986 | 5 | 46 | 3 | PH | A | CD68 |
39 | 6011 | 9 | PH | 9 | MP | 1.04449 | 5 | 46 | 3 | PH | A | Ki67 |
40 | 6011 | 9 | PH | 2 | IK | 1.11031 | 5 | 46 | 3 | PB | B | CD45 |
41 | 6011 | 9 | PH | 2 | MP | 1.1793 | 5 | 46 | 3 | PB | B | CD68 |
42 | 6011 | 9 | PH | 2 | MP | 1.06997 | 5 | 46 | 3 | PB | B | Ki67 |
43 | 6011 | 9 | PT | 10 | IK | 4.41129 | 5 | 46 | 3 | PT | C | CD45 |
44 | 6011 | 9 | PT | 10 | MP | 3.46737 | 5 | 46 | 3 | PT | C | CD68 |
45 | 6011 | 9 | PT | 10 | MP | 3.71151 | 5 | 46 | 3 | PT | C | Ki67 |
46 | 6019 | 9 | PH | 4 | MP | 0.900172 | 9 | 42 | 3 | PH | A | CD45 |
47 | 6019 | 9 | PH | 4 | MP | 1.30829 | 9 | 42 | 3 | PH | A | CD68 |
48 | 6019 | 9 | PH | 4 | MP | 1.0253 | 9 | 42 | 3 | PH | A | Ki67 |
49 | 6019 | 9 | PT | 1 | MP | 2.13415 | 9 | 42 | 3 | PB | B | CD45 |
50 | 6019 | 9 | PT | 1 | MP | 2.6662 | 9 | 42 | 3 | PB | B | CD68 |
51 | 6019 | 9 | PT | 1 | MP | 1.99963 | 9 | 42 | 3 | PB | B | Ki67 |
52 | 6019 | 9 | PT | 8 | MP | 1.20692 | 9 | 42 | 3 | PT | C | CD45 |
53 | 6019 | 9 | PT | 8 | MP | 1.65511 | 9 | 42 | 3 | PT | C | CD68 |
54 | 6019 | 9 | PT | 8 | MP | 1.32632 | 9 | 42 | 3 | PT | C | Ki67 |
55 | 6047 | 6 | PH | 5 | IK | 1.66019 | 10 | 7.8 | 1 | PH | A | CD45 |
56 | 6047 | 6 | PH | 5 | IK | 2.05159 | 10 | 7.8 | 1 | PH | A | CD68 |
57 | 6047 | 6 | PH | 5 | IK | 1.63523 | 10 | 7.8 | 1 | PH | A | Ki67 |
58 | 6047 | 6 | PB | 8 | MP | 0.94154 | 10 | 7.8 | 1 | PB | B | CD45 |
59 | 6047 | 6 | PB | 8 | IK | 1.54997 | 10 | 7.8 | 1 | PB | B | CD68 |
60 | 6047 | 6 | PB | 8 | IK | 0.78928 | 10 | 7.8 | 1 | PB | B | Ki67 |
61 | 6047 | 6 | PT | 7 | IK | 1.72314 | 10 | 7.8 | 1 | PT | C | CD45 |
62 | 6047 | 6 | PT | 7 | IK | 2.56769 | 10 | 7.8 | 1 | PT | C | CD68 |
63 | 6047 | 6 | PT | 7 | IK | 2.0765 | 10 | 7.8 | 1 | PT | C | Ki67 |
64 | 6048 | 3 | PH | 5 | MP | 1.00828 | 11 | 30 | 3 | PH | A | CD45 |
65 | 6048 | 3 | PH | 5 | TP | 1.39457 | 11 | 30 | 3 | PH | A | CD68 |
66 | 6048 | 3 | PH | 5 | TP | 0.350052 | 11 | 30 | 3 | PH | A | Ki67 |
67 | 6048 | 3 | PB | 5 | MP | 2.10313 | 11 | 30 | 3 | PB | B | CD45 |
68 | 6048 | 3 | PB | 5 | TP | 2.32709 | 11 | 30 | 3 | PB | B | CD68 |
69 | 6048 | 3 | PB | 5 | TP | 0.218986 | 11 | 30 | 3 | PB | B | Ki67 |
70 | 6048 | 3 | PT | 3 | MP | 2.07398 | 11 | 30 | 3 | PT | C | CD45 |
71 | 6048 | 3 | PT | 3 | TP | 2.1809 | 11 | 30 | 3 | PT | C | CD68 |
72 | 6048 | 3 | PT | 3 | TP | 0.618123 | 11 | 30 | 3 | PT | C | Ki67 |
73 | 6057 | 9 | PH | 3 | MP | 2.31908 | 10 | 22 | 3 | PH | A | CD45 |
74 | 6057 | 9 | PH | 3 | TP | 2.18153 | 10 | 22 | 3 | PH | A | CD68 |
75 | 6057 | 9 | PH | 3 | TP | 2.35323 | 10 | 22 | 3 | PH | A | Ki67 |
76 | 6057 | 9 | PB | 3 | MP | 1.99028 | 10 | 22 | 3 | PB | B | CD45 |
77 | 6057 | 9 | PB | 3 | TP | 1.57874 | 10 | 22 | 3 | PB | B | CD68 |
78 | 6057 | 9 | PB | 3 | MP | 2.65739 | 10 | 22 | 3 | PB | B | Ki67 |
79 | 6057 | 9 | PT | 3 | MP | 2.87883 | 10 | 22 | 3 | PT | C | CD45 |
80 | 6057 | 9 | PT | 3 | TP | 2.86783 | 10 | 22 | 3 | PT | C | CD68 |
81 | 6057 | 9 | PT | 3 | MP | 2.76849 | 10 | 22 | 3 | PT | C | Ki67 |
82 | 6060 | 9 | PH | 1 | IK | 1.15159 | 6 | 24 | 3 | PH | A | CD45 |
83 | 6060 | 9 | PH | 1 | IK | 1.25641 | 6 | 24 | 3 | PH | A | CD68 |
84 | 6060 | 9 | PH | 1 | IK | 0.609631 | 6 | 24 | 3 | PH | A | Ki67 |
85 | 6060 | 9 | PB | 4 | IK | 1.25388 | 6 | 24 | 3 | PB | B | CD45 |
86 | 6060 | 9 | PB | 4 | IK | 1.54439 | 6 | 24 | 3 | PB | B | CD68 |
87 | 6060 | 9 | PB | 4 | IK | 0.812423 | 6 | 24 | 3 | PB | B | Ki67 |
88 | 6060 | 9 | PT | 3 | IK | 2.14095 | 6 | 24 | 3 | PT | C | CD45 |
89 | 6060 | 9 | PT | 3 | IK | 2.4235 | 6 | 24 | 3 | PT | C | CD68 |
90 | 6060 | 9 | PT | 3 | IK | 1.99234 | 6 | 24 | 3 | PT | C | Ki67 |
91 | 6073 | 3 | PH | 2 | MP | 1.57786 | 14 | 19.2 | 2 | PH | A | CD45 |
92 | 6073 | 3 | PH | 2 | TP | 2.49673 | 14 | 19.2 | 2 | PH | A | CD68 |
93 | 6073 | 3 | PH | 2 | MP | 1.73779 | 14 | 19.2 | 2 | PH | A | Ki67 |
94 | 6073 | 3 | PB | 1 | MP | 1.12662 | 14 | 19.2 | 2 | PB | B | CD45 |
95 | 6073 | 3 | PB | 1 | TP | 1.35158 | 14 | 19.2 | 2 | PB | B | CD68 |
96 | 6073 | 3 | PB | 1 | MP | 1.0495 | 14 | 19.2 | 2 | PB | B | Ki67 |
97 | 6073 | 3 | PT | 1 | MP | 1.17586 | 14 | 19.2 | 2 | PT | C | CD45 |
98 | 6073 | 3 | PT | 1 | TP | 1.46959 | 14 | 19.2 | 2 | PT | C | CD68 |
99 | 6073 | 3 | PT | 1 | MP | 1.00803 | 14 | 19.2 | 2 | PT | C | Ki67 |
100 | 6092 | 6 | PH | 2 | IK | 3.42224 | . | . | . | PH | A | CD45 |
101 | 6092 | 6 | PH | 2 | IK | 4.4017 | . | . | . | PH | A | CD68 |
102 | 6092 | 6 | PH | 2 | IK | 2.24493 | . | . | . | PH | A | Ki67 |
103 | 6092 | 6 | PB | 2 | IK | 3.14958 | . | . | . | PB | B | CD45 |
104 | 6092 | 6 | PB | 2 | IK | 4.13975 | . | . | . | PB | B | CD68 |
105 | 6092 | 6 | PB | 2 | IK | 1.55679 | . | . | . | PB | B | Ki67 |
106 | 6092 | 6 | PT | 1 | IK | 3.42301 | . | . | . | PT | C | CD45 |
107 | 6092 | 6 | PT | 1 | IK | 5.98722 | . | . | . | PT | C | CD68 |
108 | 6092 | 6 | PT | 1 | IK | 5.95193 | . | . | . | PT | C | Ki67 |
109 | 6099 | 3 | PH | 6 | MP | 1.28468 | 8 | 14.2 | 2 | PH | A | CD45 |
110 | 6099 | 3 | PH | 6 | TP | 1.57891 | 8 | 14.2 | 2 | PH | A | CD68 |
111 | 6099 | 3 | PH | 6 | TP | 0.78875 | 8 | 14.2 | 2 | PH | A | Ki67 |
112 | 6099 | 3 | PB | 6 | MP | 2.02232 | 8 | 14.2 | 2 | PB | B | CD45 |
113 | 6099 | 3 | PB | 6 | TP | 2.14053 | 8 | 14.2 | 2 | PB | B | CD68 |
114 | 6099 | 3 | PB | 6 | TP | 1.40453 | 8 | 14.2 | 2 | PB | B | Ki67 |
115 | 6099 | 3 | PT | 8 | MP | 2.87676 | 8 | 14.2 | 2 | PT | C | CD45 |
116 | 6099 | 3 | PT | 8 | TP | 3.24817 | 8 | 14.2 | 2 | PT | C | CD68 |
117 | 6099 | 3 | PT | 8 | TP | 1.74987 | 8 | 14.2 | 2 | PT | C | Ki67 |
118 | 6104 | 6 | PH | 6 | IK | 0.279776 | 11 | 41 | 3 | PH | A | CD45 |
119 | 6104 | 6 | PH | 6 | IK | 0.825924 | 11 | 41 | 3 | PH | A | CD68 |
120 | 6104 | 6 | PH | 6 | IK | 0.767642 | 11 | 41 | 3 | PH | A | Ki67 |
121 | 6104 | 6 | PB | 3 | IK | 0.568363 | 11 | 41 | 3 | PB | B | CD45 |
122 | 6104 | 6 | PB | 3 | IK | 1.45467 | 11 | 41 | 3 | PB | B | CD68 |
123 | 6104 | 6 | PB | 3 | IK | 1.36955 | 11 | 41 | 3 | PB | B | Ki67 |
124 | 6104 | 6 | PT | 3 | IK | 0.836434 | 11 | 41 | 3 | PT | C | CD45 |
125 | 6104 | 6 | PT | 3 | IK | 1.02962 | 11 | 41 | 3 | PT | C | CD68 |
126 | 6104 | 6 | PT | 3 | IK | 2.15093 | 11 | 41 | 3 | PT | C | Ki67 |
127 | 6106 | 3 | PH | 4 | IK | 3.48184 | 1 | 2.9 | 1 | PH | A | CD45 |
128 | 6106 | 3 | PH | 4 | IK | 3.19508 | 1 | 2.9 | 1 | PH | A | CD68 |
129 | 6106 | 3 | PH | 4 | IK | 2.51297 | 1 | 2.9 | 1 | PH | A | Ki67 |
130 | 6106 | 3 | PB | 4 | IK | 2.75003 | 1 | 2.9 | 1 | PB | B | CD45 |
131 | 6106 | 3 | PB | 4 | IK | 2.30093 | 1 | 2.9 | 1 | PB | B | CD68 |
132 | 6106 | 3 | PB | 4 | IK | 0.989796 | 1 | 2.9 | 1 | PB | B | Ki67 |
133 | 6106 | 3 | PT | 1 | IK | 3.84303 | 1 | 2.9 | 1 | PT | C | CD45 |
134 | 6106 | 3 | PT | 1 | IK | 2.84063 | 1 | 2.9 | 1 | PT | C | CD68 |
135 | 6106 | 3 | PT | 1 | IK | 2.01948 | 1 | 2.9 | 1 | PT | C | Ki67 |
136 | 6107 | 6 | PH | 4 | MP | 6.26357 | . | . | . | PH | A | CD45 |
137 | 6107 | 6 | PH | 4 | TP | 4.49723 | . | . | . | PH | A | CD68 |
138 | 6107 | 6 | PH | 4 | TP | 3.6587 | . | . | . | PH | A | Ki67 |
139 | 6107 | 6 | PB | 4 | MP | 4.66695 | . | . | . | PB | B | CD45 |
140 | 6107 | 6 | PB | 4 | TP | 3.93402 | . | . | . | PB | B | CD68 |
141 | 6107 | 6 | PB | 4 | TP | 2.84125 | . | . | . | PB | B | Ki67 |
142 | 6107 | 6 | PT | 2 | MP | 4.96262 | . | . | . | PT | C | CD45 |
143 | 6107 | 6 | PT | 2 | TP | 2.0059 | . | . | . | PT | C | CD68 |
144 | 6107 | 6 | PT | 2 | TP | 2.52312 | . | . | . | PT | C | Ki67 |
145 | 6115 | 9 | PH | 2 | IK | 6.11453 | 13 | 0.42 | 1 | PH | A | CD45 |
146 | 6115 | 9 | PH | 2 | IK | 1.68075 | 13 | 0.42 | 1 | PH | A | CD68 |
147 | 6115 | 9 | PH | 2 | IK | 6.2733 | 13 | 0.42 | 1 | PH | A | Ki67 |
148 | 6115 | 9 | PB | 2 | IK | 5.81511 | 13 | 0.42 | 1 | PB | B | CD45 |
149 | 6115 | 9 | PB | 2 | IK | 3.4276 | 13 | 0.42 | 1 | PB | B | CD68 |
150 | 6115 | 9 | PB | 2 | IK | 4.91887 | 13 | 0.42 | 1 | PB | B | Ki67 |
151 | 6115 | 9 | PT | 2 | IK | 7.37693 | 13 | 0.42 | 1 | PT | C | CD45 |
152 | 6115 | 9 | PT | 2 | IK | 4.85216 | 13 | 0.42 | 1 | PT | C | CD68 |
153 | 6115 | 9 | PT | 2 | IK | 6.71331 | 13 | 0.42 | 1 | PT | C | Ki67 |
154 | 6117 | 6 | PH | 2 | MP | 4.99587 | 1 | 0.33 | 1 | PH | A | CD45 |
155 | 6117 | 6 | PH | 2 | TP | 3.83842 | 1 | 0.33 | 1 | PH | A | CD68 |
156 | 6117 | 6 | PH | 2 | TP | 3.32977 | 1 | 0.33 | 1 | PH | A | Ki67 |
157 | 6117 | 6 | PB | 2 | MP | 6.25526 | 1 | 0.33 | 1 | PB | B | CD45 |
158 | 6117 | 6 | PB | 2 | TP | 0.620906 | 1 | 0.33 | 1 | PB | B | CD68 |
159 | 6117 | 6 | PB | 2 | TP | 4.58022 | 1 | 0.33 | 1 | PB | B | Ki67 |
160 | 6117 | 6 | PT | 2 | MP | 7.09524 | 1 | 0.33 | 1 | PT | C | CD45 |
161 | 6117 | 6 | PT | 2 | TP | 6.13231 | 1 | 0.33 | 1 | PT | C | CD68 |
162 | 6117 | 6 | PT | 2 | TP | 5.53943 | 1 | 0.33 | 1 | PT | C | Ki67 |
163 | 6126 | 6 | PH | 4 | IK | 1.35075 | 4 | 25.2 | 3 | PH | A | CD45 |
164 | 6126 | 6 | PH | 4 | IK | 0.662262 | 4 | 25.2 | 3 | PH | A | CD68 |
165 | 6126 | 6 | PH | 4 | IK | 0.995216 | 4 | 25.2 | 3 | PH | A | Ki67 |
166 | 6126 | 6 | PB | 6 | IK | 1.26949 | 4 | 25.2 | 3 | PB | B | CD45 |
167 | 6126 | 6 | PB | 6 | IK | 0.284685 | 4 | 25.2 | 3 | PB | B | CD68 |
168 | 6126 | 6 | PB | 6 | IK | 0.751921 | 4 | 25.2 | 3 | PB | B | Ki67 |
169 | 6126 | 6 | PT | 8 | IK | 1.47744 | 4 | 25.2 | 3 | PT | C | CD45 |
170 | 6126 | 6 | PT | 8 | IK | 0.896397 | 4 | 25.2 | 3 | PT | C | CD68 |
171 | 6126 | 6 | PT | 8 | IK | 1.41687 | 4 | 25.2 | 3 | PT | C | Ki67 |
172 | 6129 | 6 | PH | 6 | MP | 1.40276 | 7 | 42.9 | 3 | PH | A | CD45 |
173 | 6129 | 6 | PH | 6 | TP | 1.09968 | 7 | 42.9 | 3 | PH | A | CD68 |
174 | 6129 | 6 | PH | 6 | TP | 1.22955 | 7 | 42.9 | 3 | PH | A | Ki67 |
175 | 6129 | 6 | PB | 6 | MP | 1.45313 | 7 | 42.9 | 3 | PB | B | CD45 |
176 | 6129 | 6 | PB | 6 | TP | 1.23605 | 7 | 42.9 | 3 | PB | B | CD68 |
177 | 6129 | 6 | PB | 6 | TP | 1.10427 | 7 | 42.9 | 3 | PB | B | Ki67 |
178 | 6129 | 6 | PT | 3 | MP | 2.93531 | 7 | 42.9 | 3 | PT | C | CD45 |
179 | 6129 | 6 | PT | 3 | TP | 2.65332 | 7 | 42.9 | 3 | PT | C | CD68 |
180 | 6129 | 6 | PT | 3 | TP | 1.80129 | 7 | 42.9 | 3 | PT | C | Ki67 |
181 | 6131 | 3 | PH | 4 | IK | 1.63659 | 4 | 24.2 | 3 | PH | A | CD45 |
182 | 6131 | 3 | PH | 4 | IK | 1.42604 | 4 | 24.2 | 3 | PH | A | CD68 |
183 | 6131 | 3 | PH | 4 | IK | 1.3514 | 4 | 24.2 | 3 | PH | A | Ki67 |
184 | 6131 | 3 | PB | 4 | IK | 1.81351 | 4 | 24.2 | 3 | PB | B | CD45 |
185 | 6131 | 3 | PB | 4 | IK | 1.9115 | 4 | 24.2 | 3 | PB | B | CD68 |
186 | 6131 | 3 | PB | 4 | IK | 1.28565 | 4 | 24.2 | 3 | PB | B | Ki67 |
187 | 6131 | 3 | PT | 1 | IK | 3.80083 | 4 | 24.2 | 3 | PT | C | CD45 |
188 | 6131 | 3 | PT | 1 | IK | 2.68285 | 4 | 24.2 | 3 | PT | C | CD68 |
189 | 6131 | 3 | PT | 1 | IK | 2.09605 | 4 | 24.2 | 3 | PT | C | Ki67 |
190 | 6134 | 3 | PH | 4 | IK | 0.922926 | 13 | 26.7 | 3 | PH | A | CD45 |
191 | 6134 | 3 | PH | 4 | IK | 0.642632 | 13 | 26.7 | 3 | PH | A | CD68 |
192 | 6134 | 3 | PH | 4 | IK | 0.360882 | 13 | 26.7 | 3 | PH | A | Ki67 |
193 | 6134 | 3 | PB | 3 | IK | 1.6395 | 13 | 26.7 | 3 | PB | B | CD45 |
194 | 6134 | 3 | PB | 3 | IK | 0.617355 | 13 | 26.7 | 3 | PB | B | CD68 |
195 | 6134 | 3 | PB | 3 | IK | 1.33605 | 13 | 26.7 | 3 | PB | B | Ki67 |
196 | 6134 | 3 | PT | 4 | IK | 1.62734 | 13 | 26.7 | 3 | PT | C | CD45 |
197 | 6134 | 3 | PT | 4 | IK | 1.32288 | 13 | 26.7 | 3 | PT | C | CD68 |
198 | 6134 | 3 | PT | 4 | IK | 0.729753 | 13 | 26.7 | 3 | PT | C | Ki67 |
199 | 6140 | 9 | PH | 6 | SS | 2.09694 | 11 | 38 | 3 | PH | A | CD45 |
200 | 6140 | 9 | PH | 6 | IK | 0.887932 | 11 | 38 | 3 | PH | A | CD68 |
201 | 6140 | 9 | PH | 6 | IK | 1.18795 | 11 | 38 | 3 | PH | A | Ki67 |
202 | 6140 | 9 | PB | 2 | SS | 1.58205 | 11 | 38 | 3 | PB | B | CD45 |
203 | 6140 | 9 | PB | 2 | IK | 0.641783 | 11 | 38 | 3 | PB | B | CD68 |
204 | 6140 | 9 | PB | 2 | IK | 0.96808 | 11 | 38 | 3 | PB | B | Ki67 |
205 | 6140 | 9 | PT | 2 | SS | 2.45803 | 11 | 38 | 3 | PT | C | CD45 |
206 | 6140 | 9 | PT | 2 | IK | 1.12306 | 11 | 38 | 3 | PT | C | CD68 |
207 | 6140 | 9 | PT | 2 | IK | 1.43252 | 11 | 38 | 3 | PT | C | Ki67 |
208 | 6144 | 9 | PH | 4 | MP | 1.90764 | 15 | 7.5 | 1 | PH | A | CD45 |
209 | 6144 | 9 | PH | 4 | TP | 1.48423 | 15 | 7.5 | 1 | PH | A | CD68 |
210 | 6144 | 9 | PH | 4 | MP | 1.55538 | 15 | 7.5 | 1 | PH | A | Ki67 |
211 | 6144 | 9 | PB | 4 | MP | 1.99187 | 15 | 7.5 | 1 | PB | B | CD45 |
212 | 6144 | 9 | PB | 4 | TP | 1.23244 | 15 | 7.5 | 1 | PB | B | CD68 |
213 | 6144 | 9 | PB | 4 | MP | 2.44171 | 15 | 7.5 | 1 | PB | B | Ki67 |
214 | 6144 | 9 | PT | 4 | MP | 3.17098 | 15 | 7.5 | 1 | PT | C | CD45 |
215 | 6144 | 9 | PT | 4 | TP | 2.63515 | 15 | 7.5 | 1 | PT | C | CD68 |
216 | 6144 | 9 | PT | 4 | MP | 3.37192 | 15 | 7.5 | 1 | PT | C | Ki67 |
217 | 6162 | 3 | PH | 2 | MP | 0.890499 | 9 | 22.7 | 3 | PH | A | CD45 |
218 | 6162 | 3 | PH | 2 | MP | 0.693241 | 9 | 22.7 | 3 | PH | A | CD68 |
219 | 6162 | 3 | PH | 2 | MP | 0.926481 | 9 | 22.7 | 3 | PH | A | Ki67 |
220 | 6162 | 3 | PB | 4 | MP | 0.905603 | 9 | 22.7 | 3 | PB | B | CD45 |
221 | 6162 | 3 | PB | 4 | MP | 0.919414 | 9 | 22.7 | 3 | PB | B | CD68 |
222 | 6162 | 3 | PB | 4 | MP | 1.15435 | 9 | 22.7 | 3 | PB | B | Ki67 |
223 | 6162 | 3 | PT | 6 | MP | 1.47222 | 9 | 22.7 | 3 | PT | C | CD45 |
224 | 6162 | 3 | PT | 6 | MP | 1.04272 | 9 | 22.7 | 3 | PT | C | CD68 |
225 | 6162 | 3 | PT | 6 | MP | 1.86023 | 9 | 22.7 | 3 | PT | C | Ki67 |
226 | 6165 | 6 | PH | 4 | MP | 0.652295 | 5 | 45.8 | 3 | PH | A | CD45 |
227 | 6165 | 6 | PH | 4 | MP | 0.67724 | 5 | 45.8 | 3 | PH | A | CD68 |
228 | 6165 | 6 | PH | 4 | MP | 0.825606 | 5 | 45.8 | 3 | PH | A | Ki67 |
229 | 6165 | 6 | PB | 4 | MP | 0.517004 | 5 | 45.8 | 3 | PB | B | CD45 |
230 | 6165 | 6 | PB | 4 | MP | 0.533513 | 5 | 45.8 | 3 | PB | B | CD68 |
231 | 6165 | 6 | PB | 4 | MP | 0.608098 | 5 | 45.8 | 3 | PB | B | Ki67 |
232 | 6165 | 6 | PT | 6 | MP | 0.872135 | 5 | 45.8 | 3 | PT | C | CD45 |
233 | 6165 | 6 | PT | 6 | MP | 0.691027 | 5 | 45.8 | 3 | PT | C | CD68 |
234 | 6165 | 6 | PT | 6 | MP | 1.03413 | 5 | 45.8 | 3 | PT | C | Ki67 |
235 | 6172 | 9 | PH | 04A | MP | 2.91443 | 14 | 19.2 | 2 | PH | A | CD45 |
236 | 6172 | 9 | PH | 04A | TP | 2.69002 | 14 | 19.2 | 2 | PH | A | CD68 |
237 | 6172 | 9 | PH | 04A | TP | 2.72272 | 14 | 19.2 | 2 | PH | A | Ki67 |
238 | 6172 | 9 | PB | 3 | MP | 2.75209 | 14 | 19.2 | 2 | PB | B | CD45 |
239 | 6172 | 9 | PB | 3 | TP | 2.56684 | 14 | 19.2 | 2 | PB | B | CD68 |
240 | 6172 | 9 | PB | 3 | TP | 2.03368 | 14 | 19.2 | 2 | PB | B | Ki67 |
241 | 6172 | 9 | PT | 2 | MP | 3.26475 | 14 | 19.2 | 2 | PT | C | CD45 |
242 | 6172 | 9 | PT | 2 | TP | 2.40321 | 14 | 19.2 | 2 | PT | C | CD68 |
243 | 6172 | 9 | PT | 2 | TP | 2.80427 | 14 | 19.2 | 2 | PT | C | Ki67 |
244 | 6174 | 3 | PH | 1 | IK | 1.59259 | 3 | 20.8 | 3 | PH | A | CD45 |
245 | 6174 | 3 | PH | 1 | IK | 1.38636 | 3 | 20.8 | 3 | PH | A | CD68 |
246 | 6174 | 3 | PH | 1 | IK | 1.49872 | 3 | 20.8 | 3 | PH | A | Ki67 |
247 | 6174 | 3 | PB | 3 | IK | 1.14367 | 3 | 20.8 | 3 | PB | B | CD45 |
248 | 6174 | 3 | PB | 3 | IK | 0.976719 | 3 | 20.8 | 3 | PB | B | CD68 |
249 | 6174 | 3 | PB | 3 | IK | 0.871795 | 3 | 20.8 | 3 | PB | B | Ki67 |
250 | 6174 | 3 | PT | 3 | IK | 2.0345 | 3 | 20.8 | 3 | PT | C | CD45 |
251 | 6174 | 3 | PT | 3 | IK | 1.64766 | 3 | 20.8 | 3 | PT | C | CD68 |
252 | 6174 | 3 | PT | 3 | IK | 1.44786 | 3 | 20.8 | 3 | PT | C | Ki67 |
253 | 6178 | 9 | PH | 02A | MP | 1.30008 | 8 | 24.5 | 3 | PH | A | CD45 |
254 | 6178 | 9 | PH | 02A | TP | 1.336 | 8 | 24.5 | 3 | PH | A | CD68 |
255 | 6178 | 9 | PH | 02A | MP | 1.67021 | 8 | 24.5 | 3 | PH | A | Ki67 |
256 | 6178 | 9 | PB | 2 | MP | 0.677443 | 8 | 24.5 | 3 | PB | B | CD45 |
257 | 6178 | 9 | PB | 2 | TP | 0.608804 | 8 | 24.5 | 3 | PB | B | CD68 |
258 | 6178 | 9 | PB | 2 | MP | 0.453258 | 8 | 24.5 | 3 | PB | B | Ki67 |
259 | 6178 | 9 | PT | 4 | MP | 1.94526 | 8 | 24.5 | 3 | PT | C | CD45 |
260 | 6178 | 9 | PT | 4 | TP | 1.50806 | 8 | 24.5 | 3 | PT | C | CD68 |
261 | 6178 | 9 | PT | 4 | MP | 1.67368 | 8 | 24.5 | 3 | PT | C | Ki67 |
262 | 6179 | 9 | PH | 04A | SS | 0.936621 | 4 | 21.8 | 3 | PH | A | CD45 |
263 | 6179 | 9 | PH | 04A | IK | 0.540597 | 4 | 21.8 | 3 | PH | A | CD68 |
264 | 6179 | 9 | PH | 04A | IK | 1.03118 | 4 | 21.8 | 3 | PH | A | Ki67 |
265 | 6179 | 9 | PB | 04A | SS | 0.591454 | 4 | 21.8 | 3 | PB | B | CD45 |
266 | 6179 | 9 | PB | 04B | IK | 0.355512 | 4 | 21.8 | 3 | PB | B | CD68 |
267 | 6179 | 9 | PB | 04B | IK | 1.02502 | 4 | 21.8 | 3 | PB | B | Ki67 |
268 | 6179 | 9 | PT | 01B | SS | 1.35136 | 4 | 21.8 | 3 | PT | C | CD45 |
269 | 6179 | 9 | PT | 01B | IK | 0.683134 | 4 | 21.8 | 3 | PT | C | CD68 |
270 | 6179 | 9 | PT | 01B | IK | 1.34147 | 4 | 21.8 | 3 | PT | C | Ki67 |
271 | 6187 | 6 | PH | 2 | MP | 9.96946 | 13 | 0.33 | 1 | PH | A | CD45 |
272 | 6187 | 6 | PH | 2 | TP | 7.42491 | 13 | 0.33 | 1 | PH | A | CD68 |
273 | 6187 | 6 | PH | 2 | TP | 7.51264 | 13 | 0.33 | 1 | PH | A | Ki67 |
274 | 6187 | 6 | PB | 2 | MP | 10.394 | 13 | 0.33 | 1 | PB | B | CD45 |
275 | 6187 | 6 | PB | 2 | TP | 7.55625 | 13 | 0.33 | 1 | PB | B | CD68 |
276 | 6187 | 6 | PB | 2 | TP | 6.56726 | 13 | 0.33 | 1 | PB | B | Ki67 |
277 | 6187 | 6 | PT | 2 | MP | 11.5628 | 13 | 0.33 | 1 | PT | C | CD45 |
278 | 6187 | 6 | PT | 2 | TP | 9.69708 | 13 | 0.33 | 1 | PT | C | CD68 |
279 | 6187 | 6 | PT | 2 | TP | 7.28183 | 13 | 0.33 | 1 | PT | C | Ki67 |
280 | 6200 | 3 | PH | 2 | SS | 20.6566 | 15 | 0.0065753425 | 1 | PH | A | CD45 |
281 | 6200 | 3 | PH | 2 | IK | 13.6544 | 15 | 0.0065753425 | 1 | PH | A | CD68 |
282 | 6200 | 3 | PH | 2 | IK | 21.8636 | 15 | 0.0065753425 | 1 | PH | A | Ki67 |
283 | 6200 | 3 | PB | 2 | SS | 18.1477 | 15 | 0.0065753425 | 1 | PB | B | CD45 |
284 | 6200 | 3 | PB | 2 | IK | 12.5858 | 15 | 0.0065753425 | 1 | PB | B | CD68 |
285 | 6200 | 3 | PB | 2 | IK | 9.17583 | 15 | 0.0065753425 | 1 | PB | B | Ki67 |
286 | 6200 | 3 | PT | 2 | SS | 16.7712 | 15 | 0.0065753425 | 1 | PT | C | CD45 |
287 | 6200 | 3 | PT | 2 | IK | 11.816 | 15 | 0.0065753425 | 1 | PT | C | CD68 |
288 | 6200 | 3 | PT | 2 | IK | 14.4399 | 15 | 0.0065753425 | 1 | PT | C | Ki67 |
289 | 6219 | 6 | PH | 2 | MP | 6.03919 | 15 | 0.5 | 1 | PH | A | CD45 |
290 | 6219 | 6 | PH | 2 | TP | 5.16184 | 15 | 0.5 | 1 | PH | A | CD68 |
291 | 6219 | 6 | PH | 2 | TP | 5.85334 | 15 | 0.5 | 1 | PH | A | Ki67 |
292 | 6219 | 6 | PB | 2 | MP | 3.91894 | 15 | 0.5 | 1 | PB | B | CD45 |
293 | 6219 | 6 | PB | 2 | TP | 3.73988 | 15 | 0.5 | 1 | PB | B | CD68 |
294 | 6219 | 6 | PB | 2 | TP | 3.8661 | 15 | 0.5 | 1 | PB | B | Ki67 |
295 | 6219 | 6 | PT | 2 | MP | 3.23457 | 15 | 0.5 | 1 | PT | C | CD45 |
296 | 6219 | 6 | PT | 2 | TP | 2.98503 | 15 | 0.5 | 1 | PT | C | CD68 |
297 | 6219 | 6 | PT | 2 | TP | 3.07598 | 15 | 0.5 | 1 | PT | C | Ki67 |
298 | 6222 | 6 | PH | 2 | SS | 5.35097 | . | . | . | PH | A | CD45 |
299 | 6222 | 6 | PH | 2 | IK | 4.47358 | . | . | . | PH | A | CD68 |
300 | 6222 | 6 | PH | 2 | IK | 7.32702 | . | . | . | PH | A | Ki67 |
301 | 6222 | 6 | PB | 2 | SS | 8.14153 | . | . | . | PB | B | CD45 |
302 | 6222 | 6 | PB | 2 | IK | 7.29933 | . | . | . | PB | B | CD68 |
303 | 6222 | 6 | PB | 2 | IK | 10.6492 | . | . | . | PB | B | Ki67 |
304 | 6222 | 6 | PT | 2 | SS | 9.99287 | . | . | . | PT | C | CD45 |
305 | 6222 | 6 | PT | 2 | IK | 9.97143 | . | . | . | PT | C | CD68 |
306 | 6222 | 6 | PT | 2 | IK | 7.32702 | . | . | . | PT | C | Ki67 |
307 | 6229 | 6 | PH | 2 | MP | 2.38921 | 8 | 31 | 3 | PH | A | CD45 |
308 | 6229 | 6 | PH | 2 | TP | 1.84069 | 8 | 31 | 3 | PH | A | CD68 |
309 | 6229 | 6 | PH | 2 | TP | 2.41629 | 8 | 31 | 3 | PH | A | Ki67 |
310 | 6229 | 6 | PB | 4 | MP | 3.10721 | 8 | 31 | 3 | PB | B | CD45 |
311 | 6229 | 6 | PB | 4 | TP | 2.86298 | 8 | 31 | 3 | PB | B | CD68 |
312 | 6229 | 6 | PB | 4 | TP | 3.23301 | 8 | 31 | 3 | PB | B | Ki67 |
313 | 6229 | 6 | PT | 4 | MP | 4.38558 | 8 | 31 | 3 | PT | C | CD45 |
314 | 6229 | 6 | PT | 4 | TP | 3.7176 | 8 | 31 | 3 | PT | C | CD68 |
315 | 6229 | 6 | PT | 4 | MP | 4.73257 | 8 | 31 | 3 | PT | C | Ki67 |
316 | 6230 | 6 | PH | 02A | MP | 0.697502 | 3 | 16 | 2 | PH | A | CD45 |
317 | 6230 | 6 | PH | 02A | MP | 0.933891 | 3 | 16 | 2 | PH | A | CD68 |
318 | 6230 | 6 | PH | 02A | MP | 1.85253 | 3 | 16 | 2 | PH | A | Ki67 |
319 | 6230 | 6 | PB | 2 | MP | 0.290928 | 3 | 16 | 2 | PB | B | CD45 |
320 | 6230 | 6 | PB | 2 | MP | 0.274113 | 3 | 16 | 2 | PB | B | CD68 |
321 | 6230 | 6 | PB | 2 | MP | 1.35769 | 3 | 16 | 2 | PB | B | Ki67 |
322 | 6230 | 6 | PT | 3 | MP | 0.598355 | 3 | 16 | 2 | PT | C | CD45 |
323 | 6230 | 6 | PT | 3 | MP | 0.509147 | 3 | 16 | 2 | PT | C | CD68 |
324 | 6230 | 6 | PT | 3 | MP | 2.35367 | 3 | 16 | 2 | PT | C | Ki67 |
325 | 6235 | 3 | PH | 02A | MP | 1.06403 | 7 | 30 | 3 | PH | A | CD45 |
326 | 6235 | 3 | PH | 02A | IK | 1.13836 | 7 | 30 | 3 | PH | A | CD68 |
327 | 6235 | 3 | PH | 02A | IK | 1.14634 | 7 | 30 | 3 | PH | A | Ki67 |
328 | 6235 | 3 | PB | 2 | SS | 0.832732 | 7 | 30 | 3 | PB | B | CD45 |
329 | 6235 | 3 | PB | 2 | IK | 0.687038 | 7 | 30 | 3 | PB | B | CD68 |
330 | 6235 | 3 | PB | 2 | IK | 0.968489 | 7 | 30 | 3 | PB | B | Ki67 |
331 | 6235 | 3 | PT | 2 | SS | 1.09633 | 7 | 30 | 3 | PT | C | CD45 |
332 | 6235 | 3 | PT | 2 | IK | 0.975824 | 7 | 30 | 3 | PT | C | CD68 |
333 | 6235 | 3 | PT | 2 | IK | 1.03829 | 7 | 30 | 3 | PT | C | Ki67 |
334 | 6250 | 3 | PH | 2 | IK | 2.01231 | 5 | 40 | 3 | PH | A | CD45 |
335 | 6250 | 3 | PH | 2 | IK | 2.04181 | 5 | 40 | 3 | PH | A | CD68 |
336 | 6250 | 3 | PH | 2 | IK | 2.19101 | 5 | 40 | 3 | PH | A | Ki67 |
337 | 6250 | 3 | PB | 2 | IK | 1.10101 | 5 | 40 | 3 | PB | B | CD45 |
338 | 6250 | 3 | PB | 2 | IK | 1.29268 | 5 | 40 | 3 | PB | B | CD68 |
339 | 6250 | 3 | PB | 2 | IK | 1.43958 | 5 | 40 | 3 | PB | B | Ki67 |
340 | 6250 | 3 | PT | 2 | IK | 2.0011 | 5 | 40 | 3 | PT | C | CD45 |
341 | 6250 | 3 | PT | 2 | IK | 1.95688 | 5 | 40 | 3 | PT | C | CD68 |
342 | 6250 | 3 | PT | 2 | IK | 2.27815 | 5 | 40 | 3 | PT | C | Ki67 |
343 | 6251 | 6 | PH | 04B | MP | 0.96969 | 6 | 33 | 3 | PH | A | CD45 |
344 | 6251 | 6 | PH | 04B | IK | 0.396213 | 6 | 33 | 3 | PH | A | CD68 |
345 | 6251 | 6 | PH | 04B | IK | 1.29753 | 6 | 33 | 3 | PH | A | Ki67 |
346 | 6251 | 6 | PB | 4 | MP | 1.13006 | 6 | 33 | 3 | PB | B | CD45 |
347 | 6251 | 6 | PB | 4 | IK | 0.733112 | 6 | 33 | 3 | PB | B | CD68 |
348 | 6251 | 6 | PB | 4 | IK | 1.18211 | 6 | 33 | 3 | PB | B | Ki67 |
349 | 6251 | 6 | PT | 2 | MP | 1.25335 | 6 | 33 | 3 | PT | C | CD45 |
350 | 6251 | 6 | PT | 2 | IK | 0.898907 | 6 | 33 | 3 | PT | C | CD68 |
351 | 6251 | 6 | PT | 2 | IK | 1.54331 | 6 | 33 | 3 | PT | C | Ki67 |
352 | 6254 | 6 | PH | 04A | MP | 1.54185 | 9 | 38 | 3 | PH | A | CD45 |
353 | 6254 | 6 | PH | 04A | MP | 1.48654 | 9 | 38 | 3 | PH | A | CD68 |
354 | 6254 | 6 | PH | 04A | MP | 1.56138 | 9 | 38 | 3 | PH | A | Ki67 |
355 | 6254 | 6 | PB | 2 | MP | 1.34668 | 9 | 38 | 3 | PB | B | CD45 |
356 | 6254 | 6 | PB | 2 | MP | 1.29244 | 9 | 38 | 3 | PB | B | CD68 |
357 | 6254 | 6 | PB | 2 | MP | 1.60479 | 9 | 38 | 3 | PB | B | Ki67 |
358 | 6254 | 6 | PT | 2 | MP | 2.4578 | 9 | 38 | 3 | PT | C | CD45 |
359 | 6254 | 6 | PT | 2 | MP | 2.35662 | 9 | 38 | 3 | PT | C | CD68 |
360 | 6254 | 6 | PT | 2 | MP | 2.63447 | 9 | 38 | 3 | PT | C | Ki67 |
361 | 6278 | 3 | PH | 4 | MP | 2.57934 | 10 | 10 | 1 | PH | A | CD45 |
362 | 6278 | 3 | PH | 4 | IK | 2.37012 | 10 | 10 | 1 | PH | A | CD68 |
363 | 6278 | 3 | PH | 4 | IK | 3.0574 | 10 | 10 | 1 | PH | A | Ki67 |
364 | 6278 | 3 | PB | 4 | MP | 2.66287 | 10 | 10 | 1 | PB | B | CD45 |
365 | 6278 | 3 | PB | 4 | IK | 2.54791 | 10 | 10 | 1 | PB | B | CD68 |
366 | 6278 | 3 | PB | 4 | IK | 2.99486 | 10 | 10 | 1 | PB | B | Ki67 |
367 | 6278 | 3 | PT | 2 | MP | 3.4862 | 10 | 10 | 1 | PT | C | CD45 |
368 | 6278 | 3 | PT | 2 | IK | 3.37269 | 10 | 10 | 1 | PT | C | CD68 |
369 | 6278 | 3 | PT | 2 | IK | 3.58494 | 10 | 10 | 1 | PT | C | Ki67 |
370 | 6279 | 6 | PH | 02A | MP | 2.16804 | 14 | 19 | 2 | PH | A | CD45 |
371 | 6279 | 6 | PH | 02A | TP | 1.98467 | 14 | 19 | 2 | PH | A | CD68 |
372 | 6279 | 6 | PH | 02A | MP | 2.29605 | 14 | 19 | 2 | PH | A | Ki67 |
373 | 6279 | 6 | PB | 2 | MP | 1.45178 | 14 | 19 | 2 | PB | B | CD45 |
374 | 6279 | 6 | PB | 2 | TP | 1.60301 | 14 | 19 | 2 | PB | B | CD68 |
375 | 6279 | 6 | PB | 2 | MP | 1.8466 | 14 | 19 | 2 | PB | B | Ki67 |
376 | 6279 | 6 | PT | 4 | MP | 3.37895 | 14 | 19 | 2 | PT | C | CD45 |
377 | 6279 | 6 | PT | 4 | TP | 3.44889 | 14 | 19 | 2 | PT | C | CD68 |
378 | 6279 | 6 | PT | 4 | MP | 3.72758 | 14 | 19 | 2 | PT | C | Ki67 |
The SAS System
Obs | Case | sample_type2 | hospbin | match_group | oppc_ageR | age_group | percent_insulin |
---|---|---|---|---|---|---|---|
1 | 6003 | A | 3 | 6 | 23 | 3 | 1.8283 |
2 | 6003 | B | 3 | 6 | 23 | 3 | 2.5740066667 |
3 | 6003 | C | 3 | 6 | 23 | 3 | 2.4044566667 |
4 | 6005 | A | 9 | 1 | 5 | 1 | 2.80085 |
5 | 6005 | B | 9 | 1 | 5 | 1 | 2.0971 |
6 | 6005 | C | 9 | 1 | 5 | 1 | 2.1478833333 |
7 | 6007 | A | 9 | 3 | 9 | 1 | 1.9701133333 |
8 | 6007 | B | 9 | 3 | 9 | 1 | 1.6219533333 |
9 | 6007 | C | 9 | 3 | 9 | 1 | 1.6327533333 |
10 | 6008 | A | 9 | 7 | 50 | 3 | 0.7234663333 |
11 | 6008 | B | 9 | 7 | 50 | 3 | 0.505701 |
12 | 6008 | C | 9 | 7 | 50 | 3 | 1.032517 |
13 | 6011 | A | 9 | 5 | 46 | 3 | 1.0369433333 |
14 | 6011 | B | 9 | 5 | 46 | 3 | 1.11986 |
15 | 6011 | C | 9 | 5 | 46 | 3 | 3.86339 |
16 | 6019 | A | 9 | 9 | 42 | 3 | 1.0779206667 |
17 | 6019 | B | 9 | 9 | 42 | 3 | 2.26666 |
18 | 6019 | C | 9 | 9 | 42 | 3 | 1.3961166667 |
19 | 6047 | A | 6 | 10 | 7.8 | 1 | 1.7823366667 |
20 | 6047 | B | 6 | 10 | 7.8 | 1 | 1.0935966667 |
21 | 6047 | C | 6 | 10 | 7.8 | 1 | 2.1224433333 |
22 | 6048 | A | 3 | 11 | 30 | 3 | 0.917634 |
23 | 6048 | B | 3 | 11 | 30 | 3 | 1.5497353333 |
24 | 6048 | C | 3 | 11 | 30 | 3 | 1.6243343333 |
25 | 6057 | A | 9 | 10 | 22 | 3 | 2.2846133333 |
26 | 6057 | B | 9 | 10 | 22 | 3 | 2.07547 |
27 | 6057 | C | 9 | 10 | 22 | 3 | 2.8383833333 |
28 | 6060 | A | 9 | 6 | 24 | 3 | 1.005877 |
29 | 6060 | B | 9 | 6 | 24 | 3 | 1.2035643333 |
30 | 6060 | C | 9 | 6 | 24 | 3 | 2.1855966667 |
31 | 6073 | A | 3 | 14 | 19.2 | 2 | 1.93746 |
32 | 6073 | B | 3 | 14 | 19.2 | 2 | 1.1759 |
33 | 6073 | C | 3 | 14 | 19.2 | 2 | 1.2178266667 |
34 | 6092 | A | 6 | . | . | . | 3.35629 |
35 | 6092 | B | 6 | . | . | . | 2.9487066667 |
36 | 6092 | C | 6 | . | . | . | 5.12072 |
37 | 6099 | A | 3 | 8 | 14.2 | 2 | 1.2174466667 |
38 | 6099 | B | 3 | 8 | 14.2 | 2 | 1.8557933333 |
39 | 6099 | C | 3 | 8 | 14.2 | 2 | 2.6249333333 |
40 | 6104 | A | 6 | 11 | 41 | 3 | 0.6244473333 |
41 | 6104 | B | 6 | 11 | 41 | 3 | 1.130861 |
42 | 6104 | C | 6 | 11 | 41 | 3 | 1.3389946667 |
43 | 6106 | A | 3 | 1 | 2.9 | 1 | 3.0632966667 |
44 | 6106 | B | 3 | 1 | 2.9 | 1 | 2.0135853333 |
45 | 6106 | C | 3 | 1 | 2.9 | 1 | 2.9010466667 |
46 | 6107 | A | 6 | . | . | . | 4.8065 |
47 | 6107 | B | 6 | . | . | . | 3.8140733333 |
48 | 6107 | C | 6 | . | . | . | 3.16388 |
49 | 6115 | A | 9 | 13 | 0.42 | 1 | 4.6895266667 |
50 | 6115 | B | 9 | 13 | 0.42 | 1 | 4.7205266667 |
51 | 6115 | C | 9 | 13 | 0.42 | 1 | 6.3141333333 |
52 | 6117 | A | 6 | 1 | 0.33 | 1 | 4.0546866667 |
53 | 6117 | B | 6 | 1 | 0.33 | 1 | 3.8187953333 |
54 | 6117 | C | 6 | 1 | 0.33 | 1 | 6.25566 |
55 | 6126 | A | 6 | 4 | 25.2 | 3 | 1.0027426667 |
56 | 6126 | B | 6 | 4 | 25.2 | 3 | 0.7686986667 |
57 | 6126 | C | 6 | 4 | 25.2 | 3 | 1.263569 |
58 | 6129 | A | 6 | 7 | 42.9 | 3 | 1.2439966667 |
59 | 6129 | B | 6 | 7 | 42.9 | 3 | 1.2644833333 |
60 | 6129 | C | 6 | 7 | 42.9 | 3 | 2.4633066667 |
61 | 6131 | A | 3 | 4 | 24.2 | 3 | 1.4713433333 |
62 | 6131 | B | 3 | 4 | 24.2 | 3 | 1.67022 |
63 | 6131 | C | 3 | 4 | 24.2 | 3 | 2.85991 |
64 | 6134 | A | 3 | 13 | 26.7 | 3 | 0.6421466667 |
65 | 6134 | B | 3 | 13 | 26.7 | 3 | 1.197635 |
66 | 6134 | C | 3 | 13 | 26.7 | 3 | 1.2266576667 |
67 | 6140 | A | 9 | 11 | 38 | 3 | 1.3909406667 |
68 | 6140 | B | 9 | 11 | 38 | 3 | 1.063971 |
69 | 6140 | C | 9 | 11 | 38 | 3 | 1.6712033333 |
70 | 6144 | A | 9 | 15 | 7.5 | 1 | 1.6490833333 |
71 | 6144 | B | 9 | 15 | 7.5 | 1 | 1.8886733333 |
72 | 6144 | C | 9 | 15 | 7.5 | 1 | 3.05935 |
73 | 6162 | A | 3 | 9 | 22.7 | 3 | 0.8367403333 |
74 | 6162 | B | 3 | 9 | 22.7 | 3 | 0.9931223333 |
75 | 6162 | C | 3 | 9 | 22.7 | 3 | 1.45839 |
76 | 6165 | A | 6 | 5 | 45.8 | 3 | 0.7183803333 |
77 | 6165 | B | 6 | 5 | 45.8 | 3 | 0.5528716667 |
78 | 6165 | C | 6 | 5 | 45.8 | 3 | 0.865764 |
79 | 6172 | A | 9 | 14 | 19.2 | 2 | 2.7757233333 |
80 | 6172 | B | 9 | 14 | 19.2 | 2 | 2.45087 |
81 | 6172 | C | 9 | 14 | 19.2 | 2 | 2.8240766667 |
82 | 6174 | A | 3 | 3 | 20.8 | 3 | 1.4925566667 |
83 | 6174 | B | 3 | 3 | 20.8 | 3 | 0.9973946667 |
84 | 6174 | C | 3 | 3 | 20.8 | 3 | 1.7100066667 |
85 | 6178 | A | 9 | 8 | 24.5 | 3 | 1.43543 |
86 | 6178 | B | 9 | 8 | 24.5 | 3 | 0.579835 |
87 | 6178 | C | 9 | 8 | 24.5 | 3 | 1.709 |
88 | 6179 | A | 9 | 4 | 21.8 | 3 | 0.8361326667 |
89 | 6179 | B | 9 | 4 | 21.8 | 3 | 0.6573286667 |
90 | 6179 | C | 9 | 4 | 21.8 | 3 | 1.1253213333 |
91 | 6187 | A | 6 | 13 | 0.33 | 1 | 8.3023366667 |
92 | 6187 | B | 6 | 13 | 0.33 | 1 | 8.1725033333 |
93 | 6187 | C | 6 | 13 | 0.33 | 1 | 9.5139033333 |
94 | 6200 | A | 3 | 15 | 0.0065753425 | 1 | 18.724866667 |
95 | 6200 | B | 3 | 15 | 0.0065753425 | 1 | 13.30311 |
96 | 6200 | C | 3 | 15 | 0.0065753425 | 1 | 14.342366667 |
97 | 6219 | A | 6 | 15 | 0.5 | 1 | 5.68479 |
98 | 6219 | B | 6 | 15 | 0.5 | 1 | 3.84164 |
99 | 6219 | C | 6 | 15 | 0.5 | 1 | 3.0985266667 |
100 | 6222 | A | 6 | . | . | . | 5.71719 |
101 | 6222 | B | 6 | . | . | . | 8.6966866667 |
102 | 6222 | C | 6 | . | . | . | 9.0971066667 |
103 | 6229 | A | 6 | 8 | 31 | 3 | 2.2153966667 |
104 | 6229 | B | 6 | 8 | 31 | 3 | 3.0677333333 |
105 | 6229 | C | 6 | 8 | 31 | 3 | 4.2785833333 |
106 | 6230 | A | 6 | 3 | 16 | 2 | 1.1613076667 |
107 | 6230 | B | 6 | 3 | 16 | 2 | 0.6409103333 |
108 | 6230 | C | 6 | 3 | 16 | 2 | 1.153724 |
109 | 6235 | A | 3 | 7 | 30 | 3 | 1.1162433333 |
110 | 6235 | B | 3 | 7 | 30 | 3 | 0.8294196667 |
111 | 6235 | C | 3 | 7 | 30 | 3 | 1.0368146667 |
112 | 6250 | A | 3 | 5 | 40 | 3 | 2.08171 |
113 | 6250 | B | 3 | 5 | 40 | 3 | 1.2777566667 |
114 | 6250 | C | 3 | 5 | 40 | 3 | 2.07871 |
115 | 6251 | A | 6 | 6 | 33 | 3 | 0.887811 |
116 | 6251 | B | 6 | 6 | 33 | 3 | 1.015094 |
117 | 6251 | C | 6 | 6 | 33 | 3 | 1.2318556667 |
118 | 6254 | A | 6 | 9 | 38 | 3 | 1.5299233333 |
119 | 6254 | B | 6 | 9 | 38 | 3 | 1.4146366667 |
120 | 6254 | C | 6 | 9 | 38 | 3 | 2.4829633333 |
121 | 6278 | A | 3 | 10 | 10 | 1 | 2.6689533333 |
122 | 6278 | B | 3 | 10 | 10 | 1 | 2.7352133333 |
123 | 6278 | C | 3 | 10 | 10 | 1 | 3.4812766667 |
124 | 6279 | A | 6 | 14 | 19 | 2 | 2.1495866667 |
125 | 6279 | B | 6 | 14 | 19 | 2 | 1.6337966667 |
126 | 6279 | C | 6 | 14 | 19 | 2 | 3.5184733333 |
The SAS System
Obs | Case | hospbin | Sample_Type | Block__ | Staff | classified_area | __acinar__endocrine_Area | __other_Area | Total_Cells | percent_insulin | percent_ki67 | percent_dual | percent_negative | tissue_area | Ki67_Case_Average | Ki67_Dual_Positive_Case_Average | Q | match_group | oppc_ageR | age_group | sample_type1 | sample_type2 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 6092 | 6 | PH | 2 | IK | 52.92887 | 92.2 | 7.8 | 426294 | 2.24493 | 2.88158 | 0.0605216 | 94.934 | 46701600 | . | . | . | . | . | PH | A | |
2 | 6092 | 6 | PB | 2 | IK | 67.20916 | 95.15 | 4.85 | 611194 | 1.55679 | 3.45406 | 0.0559560 | 95.0451 | 62281100 | . | . | . | . | . | PB | B | |
3 | 6092 | 6 | PT | 1 | IK | 12.80871 | 95.27 | 4.73 | 111426 | 5.95193 | 3.73970 | 0.2979560 | 90.6063 | 10628700 | 3.358 | 0.138 | . | . | . | PT | C | |
4 | 6107 | 6 | PH | 4 | TP | 134.49350 | 98.19 | 1.81 | 1248915 | 3.6587 | 0.43198 | 0.0239408 | 95.9333 | 125993000 | . | . | . | . | . | PH | A | |
5 | 6107 | 6 | PB | 4 | TP | 128.96070 | 96.59 | 3.41 | 1187857 | 2.84125 | 0.56892 | 0.0316536 | 96.6215 | 113992000 | . | . | . | . | . | PB | B | |
6 | 6107 | 6 | PT | 2 | TP | 59.23476 | 98.52 | 1.48 | 550272 | 2.52312 | 0.70093 | 0.0307121 | 96.8067 | 55987500 | 0.567 | 0.029 | . | . | . | PT | C | |
7 | 6222 | 6 | PH | 2 | IK | 128.50183 | 93.74 | 6.26 | 870559 | 7.32702 | 1.00005 | 0.0673131 | 91.7402 | 93857700 | . | . | . | . | . | PH | A | |
8 | 6222 | 6 | PB | 2 | IK | 105.46243 | 85.68 | 14.32 | 691957 | 10.6492 | 2.49452 | 0.1867170 | 87.043 | 76601100 | . | . | . | . | . | PB | B | |
9 | 6222 | 6 | PT | 2 | IK | 128.50183 | 93.74 | 6.26 | 870559 | 7.32702 | 1.00005 | 0.0673131 | 91.7402 | 93857700 | 1.498 | 0.107 | . | . | . | PT | C | |
10 | 6200 | 3 | PH | 2 | IK | 45.51403 | 67.23 | 32.77 | 327407 | 21.8636 | 10.42040 | 2.0503500 | 69.7664 | 29467300 | . | . | 15 | 0.0065753425 | 1 | PH | A | |
11 | 6200 | 3 | PB | 2 | IK | 19.01676 | 76.13 | 23.87 | 153305 | 9.17583 | 11.01460 | 0.6346820 | 80.4442 | 13807500 | . | . | 15 | 0.0065753425 | 1 | PB | B | |
12 | 6200 | 3 | PT | 2 | IK | 9.04846 | 79.97 | 20.03 | 80617 | 14.4399 | 8.55403 | 0.8596200 | 77.8657 | 6960780 | 9.996 | 1.182 | 15 | 0.0065753425 | 1 | PT | C | |
13 | 6117 | 6 | PH | 2 | TP | 25.78693 | 99.78 | 0.22 | 250678 | 3.32977 | 1.88608 | 0.0187492 | 94.8029 | 24744400 | . | . | 1 | 0.33 | 1 | PH | A | |
14 | 6117 | 6 | PB | 2 | TP | 51.12483 | 99.34 | 0.66 | 478274 | 4.58022 | 1.52235 | 0.0229994 | 93.9204 | 47546200 | . | . | 1 | 0.33 | 1 | PB | B | |
15 | 6117 | 6 | PT | 2 | TP | 30.65939 | 99.1 | 0.9 | 314527 | 5.53943 | 1.22406 | 0.0279785 | 93.2645 | 28535500 | 1.544 | 0.023 | 1 | 0.33 | 1 | PT | C | |
16 | 6187 | 6 | PH | 2 | TP | 122.70000 | 96.28 | 3.72 | 1102848 | 7.51264 | 0.90393 | 0.0364511 | 91.6199 | 108985000 | . | . | 13 | 0.33 | 1 | PH | A | |
17 | 6187 | 6 | PB | 2 | TP | 42.78505 | 98.62 | 1.38 | 392782 | 6.56726 | 1.37685 | 0.0445540 | 92.1005 | 40042900 | . | . | 13 | 0.33 | 1 | PB | B | |
18 | 6187 | 6 | PT | 2 | TP | 43.13010 | 97.91 | 2.09 | 412918 | 7.28183 | 1.21671 | 0.0389908 | 91.5405 | 40459500 | 1.166 | 0.040 | 13 | 0.33 | 1 | PT | C | |
19 | 6115 | 9 | PH | 2 | IK | 70.96911 | 97.28 | 2.72 | 652432 | 6.2733 | 13.28800 | 0.2916780 | 80.7304 | 67326600 | . | . | 13 | 0.42 | 1 | PH | A | |
20 | 6115 | 9 | PB | 2 | IK | 77.25447 | 93.25 | 6.75 | 660761 | 4.91887 | 12.20490 | 0.2085470 | 83.0848 | 68143700 | . | . | 13 | 0.42 | 1 | PB | B | |
21 | 6115 | 9 | PT | 2 | IK | 38.30002 | 98.11 | 1.89 | 375910 | 6.71331 | 9.18172 | 0.2154770 | 84.3204 | 36536800 | 11.558 | 0.239 | 13 | 0.42 | 1 | PT | C | |
22 | 6219 | 6 | PH | 2 | TP | 43.45305 | 99.25 | 0.75 | 433308 | 5.85334 | 1.15945 | 0.0258477 | 93.0131 | 37631700 | . | . | 15 | 0.5 | 1 | PH | A | |
23 | 6219 | 6 | PB | 2 | TP | 74.33061 | 99.18 | 0.82 | 788935 | 3.8661 | 1.00997 | 0.0186327 | 95.1426 | 69411800 | . | . | 15 | 0.5 | 1 | PB | B | |
24 | 6219 | 6 | PT | 2 | TP | 35.01949 | 99.67 | 0.33 | 363787 | 3.07598 | 0.66165 | 0.0123699 | 96.2747 | 32644200 | 0.944 | 0.019 | 15 | 0.5 | 1 | PT | C | |
25 | 6106 | 3 | PH | 4 | IK | 101.31116 | 93.97 | 6.03 | 844778 | 2.51297 | 0.23261 | 0.0015389 | 97.256 | 60134800 | . | . | 1 | 2.9 | 1 | PH | A | |
26 | 6106 | 3 | PB | 4 | IK | 100.31338 | 97.6 | 2.4 | 920594 | 0.989796 | 0.27971 | 0.0004345 | 98.7309 | 95905300 | . | . | 1 | 2.9 | 1 | PB | B | |
27 | 6106 | 3 | PT | 1 | IK | 141.03490 | 92.54 | 7.46 | 1123755 | 2.01948 | 0.27257 | 0.0023137 | 97.7103 | 105740000 | 0.262 | 0.001 | 1 | 2.9 | 1 | PT | C | |
28 | 6005 | 9 | PH | 5 | TP | 56.40330 | 86.84 | 13.16 | 448973 | 2.48322 | 0.16727 | 0.0004455 | 97.35 | 45693200 | . | . | 1 | 5 | 1 | PH | A | |
29 | 6005 | 9 | PH | 9 | TP | 85.95309 | 90.58 | 9.42 | 709344 | 1.78785 | 0.15817 | 0.0016917 | 98.0557 | 75429400 | . | . | 1 | 5 | 1 | PB | B | |
30 | 6005 | 9 | PT | 8 | TP | 75.66836 | 95.35 | 4.65 | 611243 | 2.0015 | 0.08818 | 0.0013088 | 97.9116 | 66647000 | 0.138 | 0.001 | 1 | 5 | 1 | PT | C | |
31 | 6144 | 9 | PH | 4 | MP | 75.08206 | 99.9 | 0.1 | 686008 | 1.55538 | 1.96878 | 0.0021866 | 96.478 | 74367000 | . | . | 15 | 7.5 | 1 | PH | A | |
32 | 6144 | 9 | PB | 4 | MP | 94.64888 | 99.74 | 0.26 | 853131 | 2.44171 | 2.00251 | 0.0114871 | 95.5673 | 93328900 | . | . | 15 | 7.5 | 1 | PB | B | |
33 | 6144 | 9 | PT | 4 | MP | 46.38572 | 99.55 | 0.45 | 464868 | 3.37192 | 1.68327 | 0.0062383 | 94.951 | 45471100 | 1.885 | 0.007 | 15 | 7.5 | 1 | PT | C | |
34 | 6047 | 6 | PH | 5 | IK | 114.66222 | 96.25 | 3.75 | 916204 | 1.63523 | 0.09583 | 0.0050207 | 98.274 | 99607600 | . | . | 10 | 7.8 | 1 | PH | A | |
35 | 6047 | 6 | PB | 8 | IK | 100.99597 | 94 | 6 | 725598 | 0.78928 | 1.58862 | 0.0044102 | 97.6265 | 71697200 | . | . | 10 | 7.8 | 1 | PB | B | |
36 | 6047 | 6 | PT | 7 | IK | 68.96861 | 88.3 | 11.7 | 490826 | 2.0765 | 0.96368 | 0.0105944 | 96.9704 | 48552700 | 0.883 | 0.007 | 10 | 7.8 | 1 | PT | C | |
37 | 6007 | 9 | PH | 2 | IK | 73.90197 | 90.32 | 9.68 | 593266 | 1.53186 | 0.74031 | 0.0175301 | 97.7454 | 62471600 | . | . | 3 | 9 | 1 | PB | B | |
38 | 6007 | 9 | PH | 8 | IK | 126.90570 | 91.81 | 8.19 | 929804 | 1.64906 | 1.06248 | 0.0226930 | 97.3112 | 95712300 | . | . | 3 | 9 | 1 | PH | A | |
39 | 6007 | 9 | PT | 4 | IK | 96.58652 | 93.4 | 6.6 | 768178 | 1.21053 | 0.94796 | 0.0137989 | 97.8553 | 81689200 | 0.917 | 0.018 | 3 | 9 | 1 | PT | C | |
40 | 6278 | 3 | PH | 4 | IK | 163.51646 | 91.97 | 8.03 | 1210834 | 3.0574 | 0.16361 | 0.0113145 | 96.7903 | 128413000 | . | . | 10 | 10 | 1 | PH | A | |
41 | 6278 | 3 | PB | 4 | IK | 128.88909 | 92.63 | 7.37 | 1086994 | 2.99486 | 0.28151 | 0.0135235 | 96.7371 | 113550000 | . | . | 10 | 10 | 1 | PB | B | |
42 | 6278 | 3 | PT | 2 | IK | 118.88762 | 91.44 | 8.56 | 1017087 | 3.58494 | 0.40016 | 0.0190741 | 96.034 | 106196000 | 0.282 | 0.015 | 10 | 10 | 1 | PT | C | |
43 | 6099 | 3 | PH | 6 | TP | 191.96300 | 97 | 3 | 1473470 | 0.78875 | 0.18799 | 0.0010859 | 99.0243 | 165140000 | . | . | 8 | 14.2 | 2 | PH | A | |
44 | 6099 | 3 | PB | 6 | TP | 184.04340 | 96.49 | 3.51 | 1397477 | 1.40453 | 0.27636 | 0.0026476 | 98.3218 | 154718000 | . | . | 8 | 14.2 | 2 | PB | B | |
45 | 6099 | 3 | PT | 8 | TP | 172.71790 | 97.35 | 2.65 | 1355590 | 1.74987 | 0.30688 | 0.0028032 | 97.9461 | 155184000 | 0.257 | 0.002 | 8 | 14.2 | 2 | PT | C | |
46 | 6230 | 6 | PH | 02A | MP | 96.58949 | 99.52 | 0.48 | 876155 | 1.85253 | 0.17018 | 0.0083319 | 97.9856 | 94895800 | . | . | 3 | 16 | 2 | PH | A | |
47 | 6230 | 6 | PB | 2 | MP | 157.69852 | 99.55 | 0.45 | 1421020 | 1.35769 | 0.18761 | 0.0069668 | 98.4617 | 153772000 | . | . | 3 | 16 | 2 | PB | B | |
48 | 6230 | 6 | PT | 3 | MP | 131.75841 | 99.64 | 0.36 | 1186786 | 2.35367 | 0.32281 | 0.0203912 | 97.3439 | 129965000 | 0.227 | 0.012 | 3 | 16 | 2 | PT | C | |
49 | 6279 | 6 | PH | 02A | MP | 144.37379 | 89.06 | 10.94 | 1102806 | 2.29605 | 0.22271 | 0.0374499 | 97.5187 | 125375000 | . | . | 14 | 19 | 2 | PH | A | |
50 | 6279 | 6 | PB | 2 | MP | 176.01302 | 84.17 | 15.83 | 1307595 | 1.8466 | 0.15196 | 0.0246254 | 98.0261 | 138388000 | . | . | 14 | 19 | 2 | PB | B | |
51 | 6279 | 6 | PT | 4 | MP | 240.14077 | 90.11 | 9.89 | 1748185 | 3.72758 | 0.25838 | 0.0741912 | 96.0882 | 194612000 | 0.211 | 0.045 | 14 | 19 | 2 | PT | C | |
52 | 6073 | 3 | PH | 2 | MP | 42.25320 | 97.56 | 2.44 | 376110 | 1.73779 | 1.03826 | 0.0042541 | 97.2282 | 39489300 | . | . | 14 | 19.2 | 2 | PH | A | |
53 | 6073 | 3 | PB | 1 | MP | 163.50231 | 98.9 | 1.1 | 1355315 | 1.0495 | 1.73111 | 0.0047222 | 97.2241 | 151291000 | . | . | 14 | 19.2 | 2 | PB | B | |
54 | 6073 | 3 | PT | 1 | MP | 204.58874 | 99.04 | 0.96 | 1780101 | 1.00803 | 1.39750 | 0.0035953 | 97.5981 | 192588000 | 1.389 | 0.004 | 14 | 19.2 | 2 | PT | C | |
55 | 6172 | 9 | PH | 04A | TP | 50.91071 | 86.12 | 13.88 | 380391 | 2.72272 | 0.28891 | 0.0031547 | 96.9915 | 38256300 | . | . | 14 | 19.2 | 2 | PH | A | |
56 | 6172 | 9 | PB | 3 | TP | 197.79860 | 77.21 | 22.79 | 1193109 | 2.03368 | 0.23518 | 0.0015087 | 97.7326 | 132571000 | . | . | 14 | 19.2 | 2 | PB | B | |
57 | 6172 | 9 | PT | 2 | TP | 262.97050 | 85.06 | 14.94 | 2050409 | 2.80427 | 0.22552 | 0.0036578 | 96.9739 | 207833000 | 0.250 | 0.003 | 14 | 19.2 | 2 | PT | C | |
58 | 6174 | 3 | PH | 1 | IK | 90.40913 | 86.73 | 13.27 | 659964 | 1.49872 | 0.14637 | 0.0009091 | 98.3558 | 77440900 | . | . | 3 | 20.8 | 3 | PH | A | |
59 | 6174 | 3 | PB | 3 | IK | 220.64194 | 89.81 | 10.19 | 1540271 | 0.871795 | 0.11875 | 0.0018828 | 99.0113 | 190679000 | . | . | 3 | 20.8 | 3 | PB | B | |
60 | 6174 | 3 | PT | 3 | IK | 208.80121 | 90.38 | 9.62 | 1519489 | 1.44786 | 0.14768 | 0.0021060 | 98.4066 | 168823000 | 0.138 | 0.002 | 3 | 20.8 | 3 | PT | C | |
61 | 6179 | 9 | PH | 04A | IK | 256.61760 | 91.31 | 8.69 | 1873864 | 1.03118 | 4.78866 | 0.0157429 | 94.1959 | 202500000 | . | . | 4 | 21.8 | 3 | PH | A | |
62 | 6179 | 9 | PB | 04B | IK | 153.92828 | 96.11 | 3.89 | 1022032 | 1.02502 | 4.64027 | 0.0119370 | 94.3467 | 107448000 | . | . | 4 | 21.8 | 3 | PB | B | |
63 | 6179 | 9 | PT | 01B | IK | 158.83461 | 97.45 | 2.55 | 1211208 | 1.34147 | 5.65411 | 0.0208882 | 93.0253 | 132068000 | 5.028 | 0.016 | 4 | 21.8 | 3 | PT | C | |
64 | 6057 | 9 | PH | 3 | TP(IK) | 101.24418 | 96.71 | 3.29 | 1005852 | 2.35323 | 1.55500 | 0.0203807 | 96.1122 | 95863300 | . | . | 10 | 22 | 3 | PH | A | |
65 | 6057 | 9 | PB | 3 | MP | 101.28938 | 98.24 | 1.76 | 822611 | 2.65739 | 0.63736 | 0.0190856 | 96.7243 | 80716700 | . | . | 10 | 22 | 3 | PB | B | |
66 | 6057 | 9 | PT | 3 | MP | 146.55174 | 98.91 | 1.09 | 1290233 | 2.76849 | 0.99687 | 0.0330173 | 96.2677 | 132506000 | 1.063 | 0.024 | 10 | 22 | 3 | PT | C | |
67 | 6162 | 3 | PH | 2 | MP | 78.61784 | 96.3 | 3.7 | 610590 | 0.926481 | 0.08156 | 0.0001638 | 98.9921 | 62453900 | . | . | 9 | 22.7 | 3 | PH | A | |
68 | 6162 | 3 | PB | 4 | MP | 112.23042 | 98.14 | 1.86 | 922163 | 1.15435 | 0.12536 | 0.0005422 | 98.7208 | 103094000 | . | . | 9 | 22.7 | 3 | PB | B | |
69 | 6162 | 3 | PT | 6 | MP | 157.47999 | 98.97 | 1.03 | 1409072 | 1.86023 | 0.26053 | 0.0007807 | 97.88 | 151432000 | 0.156 | 0.000 | 9 | 22.7 | 3 | PT | C | |
70 | 6003 | 3 | PH | 4 | IK | 45.49503 | 91.33 | 8.67 | 359188 | 1.53596 | 0.22857 | 0.0022273 | 98.2377 | 40778500 | . | . | 6 | 23 | 3 | PH | A | |
71 | 6003 | 3 | PT | 14 | IK | 78.54141 | 89.42 | 10.58 | 555464 | 2.57947 | 0.11378 | 0.0009001 | 97.3077 | 66130700 | . | . | 6 | 23 | 3 | PB | B | |
72 | 6003 | 3 | PT | 18 | IK | 85.01371 | 94.14 | 5.86 | 634378 | 2.34844 | 0.07456 | 0.0004729 | 97.5775 | 78332700 | 0.139 | 0.001 | 6 | 23 | 3 | PT | C | |
73 | 6060 | 9 | PH | 1 | IK | 212.35342 | 96.11 | 3.89 | 1718746 | 0.609631 | 1.23864 | 0.0032582 | 98.155 | 200318000 | . | . | 6 | 24 | 3 | PH | A | |
74 | 6060 | 9 | PB | 4 | IK | 147.79934 | 96.27 | 3.73 | 1215131 | 0.812423 | 1.23073 | 0.0139903 | 97.9708 | 140278000 | . | . | 6 | 24 | 3 | PB | B | |
75 | 6060 | 9 | PT | 3 | IK | 193.61501 | 97.01 | 2.99 | 1707292 | 1.99234 | 1.14972 | 0.0248932 | 96.8828 | 185913000 | 1.206 | 0.014 | 6 | 24 | 3 | PT | C | |
76 | 6131 | 3 | PH | 4 | IK | 139.76563 | 94.11 | 5.89 | 1036477 | 1.3514 | 0.14926 | 0.0106129 | 98.51 | 128918000 | . | . | 4 | 24.2 | 3 | PH | A | |
77 | 6131 | 3 | PB | 4 | IK | 110.46105 | 86.96 | 13.04 | 734492 | 1.28565 | 0.24779 | 0.0243706 | 98.4909 | 89823900 | . | . | 4 | 24.2 | 3 | PB | B | |
78 | 6131 | 3 | PT | 1 | IK | 165.62645 | 86.9 | 13.1 | 1107466 | 2.09605 | 0.27513 | 0.0296172 | 97.6584 | 134976000 | 0.224 | 0.022 | 4 | 24.2 | 3 | PT | C | |
79 | 6178 | 9 | PH | 02A | MP | 176.27854 | 96.96 | 3.04 | 1466704 | 1.67021 | 0.26072 | 0.0017045 | 98.0708 | 134354000 | . | . | 8 | 24.5 | 3 | PH | A | |
80 | 6178 | 9 | PB | 2 | MP | 112.05880 | 99.12 | 0.88 | 1014653 | 0.453258 | 0.32159 | 0.0002957 | 99.2254 | 108828000 | . | . | 8 | 24.5 | 3 | PB | B | |
81 | 6178 | 9 | PT | 4 | MP | 199.42466 | 98.65 | 1.35 | 1680847 | 1.67368 | 0.30372 | 0.0024987 | 98.0251 | 189724000 | 0.295 | 0.001 | 8 | 24.5 | 3 | PT | C | |
82 | 6126 | 6 | PH | 4 | IK | 112.55165 | 94.31 | 5.69 | 968734 | 0.995216 | 0.95362 | 0.0042323 | 98.0554 | 102388000 | . | . | 4 | 25.2 | 3 | PH | A | |
83 | 6126 | 6 | PB | 6 | IK | 187.24793 | 89.43 | 10.57 | 1353333 | 0.751921 | 1.66182 | 0.0040640 | 97.5903 | 106031000 | . | . | 4 | 25.2 | 3 | PB | B | |
84 | 6126 | 6 | PT | 8 | IK | 249.26247 | 91.67 | 8.33 | 2015356 | 1.41687 | 1.40253 | 0.0103208 | 97.1909 | 207178000 | 1.339 | 0.006 | 4 | 25.2 | 3 | PT | C | |
85 | 6134 | 3 | PH | 4 | IK | 95.90603 | 94.89 | 5.11 | 762298 | 0.360882 | 0.90542 | 0.0005247 | 98.7342 | 89833200 | . | . | 13 | 26.7 | 3 | PH | A | |
86 | 6134 | 3 | PB | 3 | IK | 205.65603 | 88.69 | 11.31 | 1426668 | 1.33605 | 0.79998 | 0.0028738 | 97.8668 | 179196000 | . | . | 13 | 26.7 | 3 | PB | B | |
87 | 6134 | 3 | PT | 4 | IK | 125.47674 | 92.96 | 7.04 | 975536 | 0.729753 | 1.01237 | 0.0016401 | 98.2595 | 115252000 | 0.906 | 0.002 | 13 | 26.7 | 3 | PT | C | |
88 | 6048 | 3 | PH | 5 | TP | 148.97680 | 96.05 | 3.95 | 984426 | 0.350052 | 0.10554 | 0.0008127 | 99.5452 | 131186000 | . | . | 11 | 30 | 3 | PH | A | |
89 | 6048 | 3 | PB | 5 | TP | 130.23690 | 95.32 | 4.68 | 833844 | 0.218986 | 0.18505 | 0.0001199 | 99.5961 | 118816000 | . | . | 11 | 30 | 3 | PB | B | |
90 | 6048 | 3 | PT | 3 | TP | 156.71150 | 94.64 | 5.36 | 961135 | 0.618123 | 0.18634 | 0.0002081 | 99.1957 | 140327000 | 0.159 | 0.000 | 11 | 30 | 3 | PT | C | |
91 | 6235 | 3 | PH | 02A | IK | 251.59156 | 92.06 | 7.94 | 2111506 | 1.14634 | 0.22022 | 0.0080985 | 98.6415 | 224428000 | . | . | 7 | 30 | 3 | PH | A | |
92 | 6235 | 3 | PB | 2 | IK | 265.51388 | 91.3 | 8.7 | 1931668 | 0.968489 | 0.25186 | 0.0082830 | 98.7879 | 234186000 | . | . | 7 | 30 | 3 | PB | B | |
93 | 6235 | 3 | PT | 2 | IK | 396.09493 | 92.49 | 7.51 | 2878293 | 1.03829 | 0.27881 | 0.0107355 | 98.6936 | 353308000 | 0.250 | 0.009 | 7 | 30 | 3 | PT | C | |
94 | 6229 | 6 | PH | 2 | TP | 373.46136 | 92.25 | 7.75 | 2676329 | 2.41629 | 0.12577 | 0.0025408 | 97.4605 | 270193000 | . | . | 8 | 31 | 3 | PH | A | |
95 | 6229 | 6 | PB | 4 | TP | 338.20631 | 93.91 | 6.09 | 2603332 | 3.23301 | 0.11147 | 0.0019206 | 96.6574 | 283907000 | . | . | 8 | 31 | 3 | PB | B | |
96 | 6229 | 6 | PT | 4 | MP | 240.38974 | 92.62 | 7.38 | 1564562 | 4.73257 | 0.09146 | 0.0031319 | 95.1791 | 183968000 | 0.110 | 0.003 | 8 | 31 | 3 | PT | C | |
97 | 6251 | 6 | PH | 04B | IK | 255.75922 | 89.14 | 10.86 | 1976141 | 1.29753 | 0.15576 | 0.0023784 | 98.5491 | 225218000 | . | . | 6 | 33 | 3 | PH | A | |
98 | 6251 | 6 | PB | 4 | IK | 366.65903 | 91.55 | 8.45 | 2670726 | 1.18211 | 0.09076 | 0.0006740 | 98.7278 | 323582000 | . | . | 6 | 33 | 3 | PB | B | |
99 | 6251 | 6 | PT | 2 | IK | 355.02351 | 91.4 | 8.6 | 2659668 | 1.54331 | 0.10306 | 0.0010528 | 98.3547 | 314608000 | 0.117 | 0.001 | 6 | 33 | 3 | PT | C | |
100 | 6140 | 9 | PH | 6 | IK | 107.49395 | 92.97 | 7.03 | 829917 | 1.18795 | 1.61679 | 0.0038558 | 97.1991 | 93358400 | . | . | 11 | 38 | 3 | PH | A | |
101 | 6140 | 9 | PB | 2 | IK | 235.68373 | 84.51 | 15.49 | 1627345 | 0.96808 | 1.28012 | 0.0019664 | 97.7538 | 165954000 | . | . | 11 | 38 | 3 | PB | B | |
102 | 6140 | 9 | PT | 2 | IK | 203.02349 | 86.95 | 13.05 | 1463579 | 1.43252 | 1.88251 | 0.0034846 | 96.6885 | 152637000 | 1.593 | 0.003 | 11 | 38 | 3 | PT | C | |
103 | 6254 | 6 | PH | 04A | MP | 157.99191 | 96.17 | 3.83 | 1323058 | 1.56138 | 0.28306 | 0.0084652 | 98.164 | 146331000 | . | . | 9 | 38 | 3 | PH | A | |
104 | 6254 | 6 | PB | 2 | MP | 228.70444 | 94.25 | 5.75 | 1795251 | 1.60479 | 0.57463 | 0.0144827 | 97.8351 | 186890000 | . | . | 9 | 38 | 3 | PB | B | |
105 | 6254 | 6 | PT | 2 | MP | 199.68410 | 95.44 | 4.56 | 1555305 | 2.63447 | 0.63627 | 0.0217964 | 96.7511 | 173029000 | 0.498 | 0.015 | 9 | 38 | 3 | PT | C | |
106 | 6250 | 3 | PH | 2 | IK | 180.86463 | 85.58 | 14.42 | 1429841 | 2.19101 | 0.17254 | 0.0087422 | 97.6452 | 148163000 | . | . | 5 | 40 | 3 | PH | A | |
107 | 6250 | 3 | PB | 2 | IK | 151.03157 | 86.8 | 13.2 | 1177705 | 1.43958 | 0.20319 | 0.0028870 | 98.3601 | 124344000 | . | . | 5 | 40 | 3 | PB | B | |
108 | 6250 | 3 | PT | 2 | IK | 208.21808 | 88.6 | 11.4 | 1727323 | 2.27815 | 0.29618 | 0.0109997 | 97.4367 | 175303000 | 0.224 | 0.008 | 5 | 40 | 3 | PT | C | |
109 | 6104 | 6 | PH | 6 | IK | 108.44840 | 97.63 | 2.37 | 993822 | 0.767642 | 0.16401 | 0.0024149 | 99.0708 | 104958000 | . | . | 11 | 41 | 3 | PH | A | |
110 | 6104 | 6 | PB | 3 | IK | 173.73084 | 95.04 | 4.96 | 1654996 | 1.36955 | 0.16477 | 0.0028399 | 98.4685 | 163807000 | . | . | 11 | 41 | 3 | PB | B | |
111 | 6104 | 6 | PT | 3 | IK | 151.12799 | 94.18 | 5.82 | 1323148 | 2.15093 | 0.16166 | 0.0055927 | 97.693 | 141026000 | 0.163 | 0.004 | 11 | 41 | 3 | PT | C | |
112 | 6019 | 9 | PH | 4 | MP | 214.07000 | 98.16 | 1.84 | 1967223 | 1.0253 | 0.03391 | 0.0002033 | 98.941 | 195343000 | . | . | 9 | 42 | 3 | PH | A | |
113 | 6019 | 9 | PT | 1 | MP | 161.00361 | 95.83 | 4.17 | 1452972 | 1.99963 | 0.08438 | 0.0081213 | 97.9241 | 140400000 | . | . | 9 | 42 | 3 | PB | B | |
114 | 6019 | 9 | PT | 8 | MP | 112.68636 | 96.86 | 3.14 | 998627 | 1.32632 | 0.07961 | 0.0033045 | 98.5974 | 93056900 | 0.066 | 0.004 | 9 | 42 | 3 | PT | C | |
115 | 6129 | 6 | PH | 6 | TP | 125.40540 | 94.94 | 5.06 | 1119837 | 1.22955 | 0.24414 | 0.0030362 | 98.5293 | 105361000 | . | . | 7 | 42.9 | 3 | PH | A | |
116 | 6129 | 6 | PB | 6 | TP | 231.36930 | 92.16 | 7.84 | 1806889 | 1.10427 | 0.61642 | 0.0009408 | 98.2802 | 183985000 | . | . | 7 | 42.9 | 3 | PB | B | |
117 | 6129 | 6 | PT | 3 | TP | 182.10570 | 95.44 | 4.56 | 1630106 | 1.80129 | 0.49500 | 0.0024538 | 97.7062 | 164766000 | 0.452 | 0.002 | 7 | 42.9 | 3 | PT | C | |
118 | 6165 | 6 | PH | 4 | MP | 152.91045 | 97.73 | 2.27 | 1432282 | 0.825606 | 0.17399 | 0.0018851 | 99.0023 | 144080000 | . | . | 5 | 45.8 | 3 | PH | A | |
119 | 6165 | 6 | PB | 4 | MP | 240.51170 | 94.89 | 5.11 | 2064469 | 0.608098 | 0.07803 | 0.0002906 | 99.3142 | 187909000 | . | . | 5 | 45.8 | 3 | PB | B | |
120 | 6165 | 6 | PT | 6 | MP | 198.71449 | 97.21 | 2.79 | 1825107 | 1.03413 | 0.27829 | 0.0027396 | 98.6903 | 176408000 | 0.177 | 0.002 | 5 | 45.8 | 3 | PT | C | |
121 | 6011 | 9 | PH | 2 | MP | 94.85763 | 97.87 | 2.13 | 835161 | 1.06997 | 0.71423 | 0.0016763 | 98.2175 | 85117000 | . | . | 5 | 46 | 3 | PB | B | |
122 | 6011 | 9 | PH | 9 | MP | 55.65687 | 98.95 | 1.05 | 537871 | 1.04449 | 0.85336 | 0.0027888 | 98.1049 | 53589000 | . | . | 5 | 46 | 3 | PH | A | |
123 | 6011 | 9 | PT | 10 | MP | 75.03190 | 99.44 | 0.56 | 676166 | 3.71151 | 1.06764 | 0.0082820 | 95.2291 | 73189600 | 0.878 | 0.004 | 5 | 46 | 3 | PT | C | |
124 | 6008 | 9 | PH | 2 | TP | 105.32220 | 85.56 | 14.44 | 713236 | 0.318408 | 1.00093 | 0.0002804 | 98.6809 | 86677000 | . | . | 7 | 50 | 3 | PB | B | |
125 | 6008 | 9 | PH | 8 | TP | 87.23425 | 89.31 | 10.69 | 588547 | 0.745565 | 0.84734 | 0.0003398 | 98.4074 | 70407600 | . | . | 7 | 50 | 3 | PH | A | |
126 | 6008 | 9 | PT | 9 | TP | 146.68400 | 93.11 | 6.89 | 1010978 | 0.716831 | 1.26808 | 0.0005935 | 98.0157 | 126208000 | 1.039 | 0.000 | 7 | 50 | 3 | PT | C |
Need to save data files for later analysis
DATA files.cd68;
set cd68;
run;
DATA files.ki67;
set ki67;
run;
DATA files.cd45;
set cd45;
run;
DATA files.insulin;
set insulin_ave;
run;
DATA files.insulin_all;
set insulin_all;
run;
286 ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
NOTE: Writing HTML5 Body file: STDOUT
287
288 DATA files.cd68;
289 set cd68;
290 run;
NOTE: There were 126 observations read from the data set WORK.CD68.
NOTE: The data set FILES.CD68 has 126 observations and 23 variables.
NOTE: DATA statement used (Total process time):
real time 0.23 seconds
cpu time 0.01 seconds
291
292 DATA files.ki67;
293 set ki67;
294 run;
NOTE: There were 126 observations read from the data set WORK.KI67.
NOTE: The data set FILES.KI67 has 126 observations and 22 variables.
NOTE: DATA statement used (Total process time):
real time 0.20 seconds
cpu time 0.02 seconds
295
296 DATA files.cd45;
297 set cd45;
298 run;
NOTE: There were 126 observations read from the data set WORK.CD45.
NOTE: The data set FILES.CD45 has 126 observations and 20 variables.
NOTE: DATA statement used (Total process time):
real time 0.22 seconds
cpu time 0.01 seconds
299
300 DATA files.insulin;
301 set insulin_ave;
302 run;
NOTE: There were 126 observations read from the data set WORK.INSULIN_AVE.
NOTE: The data set FILES.INSULIN has 126 observations and 7 variables.
NOTE: DATA statement used (Total process time):
real time 0.22 seconds
cpu time 0.00 seconds
303
304 DATA files.insulin_all;
305 set insulin_all;
306 run;
NOTE: There were 378 observations read from the data set WORK.INSULIN_ALL.
NOTE: The data set FILES.INSULIN_ALL has 378 observations and 12 variables.
NOTE: DATA statement used (Total process time):
real time 0.23 seconds
cpu time 0.01 seconds
307 ods html5 close;ods listing;
308