Notebook 2 of 5: Preparation of Dataset for Analysis

The code below takes quantitative imaging data from the CytoNuclear IHC Quantification tool (Indica Labs, see main text) and prepares it for later analysis.

Dependencies

In [1]:
libname files "/mnt/hgfs/myfolders";
libname macros "/mnt/hgfs/myfolders/macros";
Out[1]:

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

Import data files

Lab at the University of Florida was not given the final matching schema. Need this to perform analysis.

In [2]:
DATA grouping_list;
     set files.grouping_list;
run;
Out[2]:

18   ods listing close;ods html5 file=stdout options(bitmap_mode='inline') device=png; ods graphics on / outputfmt=png;
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.

In [3]:
/*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;
Out[3]:

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

Merge

CD68 data file

In [4]:
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;
Out[4]:

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

76 ods html5 close;ods listing;

77

Ki67 data file

In [5]:
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;
Out[5]:

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

In [6]:
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;
Out[6]:

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

Clean

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.

In [7]:
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;
Out[7]:

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
In [8]:
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;
Out[8]:

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
In [9]:
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;
Out[9]:

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

Consolidate

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.

In [10]:
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;
Out[10]:
SAS Output

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

Save

Need to save data files for later analysis

In [11]:
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;
Out[11]:

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