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["Experiment","Pathological Response","Tumor reduction %","Predicted outcome PCA cross validated K-NN","Predicted outcome PLS-DA","MRT (cm)","Sonography (cm)","Pathologic report after surgery","Grading","NPI","Histology pre","Histology post","Response_Clin","Rresponse_Pathologic","Date of birth","Date of surgery","Age","ERscore","PRscore","P53score","KI_67 %","EGF_R","MIB","bcl2_score","cerbB2","Topo2a","pNdecode","Chemotherapy","Treatment"]
["BC1843","NC",0,"NC","NC","3 Herds max. 2,5x2,5","3 Herds: 2,7x2,6x1,7 a. 1x1x1,2 a. 1,1x1,6x1,1cm","ypT1c (1,5 1,5 1,7cm) N0 (0/2) R0",2,2.54,"invasive ductal G2 (at least bifocal) cN? M? (i)","three-focal 1,5 1,5 1,7 and CA diss. 1,5cm","NC","NC","1940-02-26","2003-12-02",63,300,90,0,18,0,35,200,"1+","","","4xEC 1-2/04","2.4.04 Ablatio rCHThts"]
["BC1850","NC",0,"NC","NC","2,4x1,8","1,8x1,9x,0,8cm","ypT2(3cm) N0(0/7; SNB I 0/4; NSNB 0/3) G2",2,2.4,"invasive lobular G2 M0","invasive lobular","NC","NC","1944-09-09","2003-06-27",58,300,140,0,6,0,13,300,0,2,"","4xEC","CHT7-9/03"]
["BC1862","NC",0,"NC","NC","5x3,5","2,8x2,0","ypT2(2,5cm) N0(0/9) G2",2,2.56,"invasive lobular a. intraductal G2(invasive, intraductal) with Sat.-Herds, Pectoralis infiltr.?  M?","invasive lobular 2,5cm + intraductal(<5%)","part. Response","NC","1943-12-05","2003-05-07",59,400,285,0,11,0,13,196,"1+",1.8,"","4xEC.Fem","CHT:5/03-23.7.03; Fem:8/03-22.9.03"]
["BC1871","NC",10,"NC","NC","NK","2,7x2,5x1,9","ypT1c(2,1x1,8cm) N0(0/11) G2",2,2.54,"invasive lobular G2 M0 ","invasive lobular","part. response (Sono pre 2,7x2,5cm and  MRT post 4xEC 2,1x1,8cm) Sono: clear response","NC","1956-08-26","2003-06-04",46,70,270,400,24,0,49,140,"0","","","4xEC","CHT: 6/03-28.8.03;OP:18.9.2003"]
["BC1869","pCR",100,"CR","CR","3,6x3,6","2,9x2,8x2,4 a. 0,7x0,5x1,2","ypT0 N0(0/12)",3,3.6,"invasive ductal G3 2nd Herd intramammärer LN","CR f. PT, LK (Level I u. III) mit Lymph. carc.","Sono: CR; MG: very good response","CR","1942-12-24","2003-10-15",60,0,0,0,50,5,100,0,"0",1.2,"","4xEC","CHT:11/03-5.1.04"]
["BC1864","pCR",100,"CR","CR","5,5x4,5 + small sat. Herd","NK","ypT0 N0(0/25)",2,3.1,"invasive G2 a. intraductal (DCIS; 80%) G3 M0","CR?","CR post 4xEC","CR","1947-09-14","2003-05-28",55,0,0,0,50,5,98,0,0,1,"","6xEC","6CHT:6/03-6.10.03"]
["BC1421","pCR",100,"CR","CR","1,6x1,6","NK","ypT0 N1a (1/14) L1(small Lymph., carc, in 1LN Level III, discrete Lymph., carc, in perilymphonod. fat tissue Level I) G2 (Tumor im LN)",2,3.32,"invasive lobular G2 pN1a(1/1) M?  cT2","CR f. PT, LK (Level I u. III) with Lymph. carc.","CR","CR","1931-08-05","2002-12-04",71,0,0,180,26,0,"NK",0,0,2,"1a","4xEC","CHT:1-3/03"]
["BC1870","cCR",100,"CR","CR","2,2x1,5","2,7x1,8x2,1","pCR (on the basis of jet biopsy)",2,2.54,"cT2 cN0 M0 G2","NK","good response; 3x2 reduced to 2,5x2","pCR (on the basis of Jet biopsy)","1960-09-04","2004-02-18",43,0,0,400,35,5,70,0,"1+ to 2+",2.6,"","4xEC","BET 19,7,2004"]
["BC1861","PR",40,"PR","PR","4x4","NK","ypT2 (2,5cm) N0 (0/8) G3 (intraductal) G3 (invasive) R0",3,3.8,"invasive ductal a. intraductal (very small) G3","invasive ductal MammaCa right with 10% intraductal (DCIS) component","part. response (n.3xEC jetzt 2,5cm)","PR","1967-02-23","2003-09-16",36,0,0,100,35,5,70,0,0,3.1,"","3xEC.3xFEC","CHT:8-9/03"]
["BC1879","PR",47,"PR","NC","5,3x3x3","NK","Rest 1,9x1,4 ypT2 (2,5) pN1a (2/31) R0 G2",2,4.06,"cT3 pN1 G2 invasive ductal","Rest 1,9x1,4ypT2 (2,5) pN1a (2/31) R0 G2","NK","PR","1966-08-03","2004-02-17",37,270,40,40,45,0,90,500,0,3.5,"","4x EC +GMCSF+4xT","2-6/04; 704 SNB Axilla Mastektomy"]
["BC1866","PR",40,"PR","CR","3,5x2,3","2,7 x 2,5","ypT1c(1,5cm) N0 G2 R0",2,2.54,"invasive lobular G2 M0","","NK","PR","1951-02-13","2004-01-12",52,400,100,180,24,0,49,300,"2+ to 3+",9.8,"","4xEC Tam 6 Weeks","CHT: 9-10/03; Tam:11/03-01/04"]
["BC1837","PR",90,"CR","CR","3x3,1","2,9x2,1x2,1","ypT1a (0,3 cm) N0(0/12) G3 R0",3,3.6,"invasive ductal G3 cT2 cN0 M0","1,8 cm scar region with max. 0,3 cm tumor rest ; invasive ductal","NK","PR","1934-05-19","2003-12-01",69,0,0,10,48,0,95,0,"1+","","","3xEC","CHT:9-10.03"]
["BC1838","PR",80,"PR","NC","2,5x2","2,4x1,7x1,6","ypT1c (Ca Diss 0,5 cm)N0 (0/7) G2 R0",2,2.5,"invasive lobular G2 M0 (array from right)","invasive lobular, particularly CaDiss 0,5cm","good response","PR ","1944-02-14","2003-12-04",59,110,3,0,20,0,40,50,"1+ to 2+",3,"","4xEC12/03 03/04","CHT:12/03-  03/04"]
["BC1842","PR",92,"PR","PR","2,5x2,5 + 2 small Sat.(<1 cm)","NK","ypT1a(0,2cm) N0(0/21) G2",2,2.5,"invasive ductal G2 N? M0","invasive ductal Ca Diss 0,2cm","clear PR","PR Ca diss","1935-05-27","2003-11-13",68,0,0,0,29,0,58,0,"1+",1.1,"","4xEC","CHT:11/03-01/04 Surgery 02/04"]
["BC1834","PR",0,"PR","PR","2,2x1,7 + 2 Sat. 0,5 a. 0,3;","1,5x1,5","ypT2(2,5cm) N3a(10/28;SNB I 4/4; NSNB I 6/24) M1Lym(1/6; SNB subscap, 1/2; NSNB 0/4) G2",3,6.44,"invasive ductal a. intraductal(very small) G3(invasive) G2(intraductal) pN1a M0","invasive ductal","part. response (j1,5x1cm; post 4xEC)","NC","1942-12-06","2003-09-22",60,60,90,30,10,0,20,30,"3+",11.9,"1a","4xEC.Fem","CHT:10/03-12/03; Fem:12/03-21.1.04"]
["BC1858","PR",0,"NC","NC","NK","1,2x1,2x1","ypT1b(1,8cm) N0(0/15) G2",2,2.24,"invasive lobular G2 M0","invasive lobular","PR","part. response (50% survived tumor tissue)","1940-12-25","2003-08-05",62,200,400,0,16,0,31,140,"1+",1.98,"","3xEC","CHT:9-10.03"]
["BC1880","PR",40,"PR","PR","5,5x5","3,4x2x2,8","ypT2(bifocal; 1,5 u, 3,5cm) N1a(1/31) G2 R0",2,4,"invasive and intraductal (5%) G2(invasive, intraductal) pN+ M0","invasive + intraductal(15%)","part. response (post 4xEC, clear positive); Sono:very small tumot size reduction","part. Response","1941-05-24","2003-07-14",62,70,240,0,26,0,51,200,0,2.1,"","4xEC.Femara","CHT:7-10/03; Fem:10/03-20.11.03"]
["BC1881","PR",62,"NC","PR","3,8x3,8","3,1x1,5","ypT1c(1,2cm) N0(0/10) G2",2,2.62,"invasive ductal G2 M0","invasive ductal","part. response (posr therapy: 2,6x2,5x2,3cm); Sono:part. response (2,6x1,8x1,1cm)","part. response ","1931-04-02","2003-07-14",72,0,0,400,22,5,45,0,0,2.6,"","4xEC","CHT: 8-10/03"]
["BC1849","PR",22,"NC","NC","3,0x2,7x2,5","3,2x3x2,7","ypT2(2,5cm) N0(0/4) G2 R0",2,2.64,"invasive ductal G2 M0 N?","invasive ductal","Sono: part. response (2,8x1,7x1,4cm)","PR (40% survived tumor cells)","1950-08-28","2003-06-17",52,400,0,140,19,0,38,200,"3+",17.9,"","4xEC","CHT:7/03-4.9.03"]
["BC1839","PR",45,"NC","NC ","2x2 a. 2nd herd","NK","ypT1c (bifocal; 0,4 a. 1,8cm) N1a(1/19) G2",2,3.44,"invasive ductal G2 M0","invasive ductal","Sono: part. response","PR","1941-02-24","2003-06-11",62,0,0,300,16,5,31,45,0,2.1,"","4xEC","CHT:7-9/03"]
["BC1513","PR",33,"PR","PR","3,7x3,3","NK","ypT2(three-centr.; 0,2;1,8 a. 2,5cm) N1a(1/19; SNB I 1/1; SNB II 0/4; NSNB 0/14) G2",2,3.74,"invasive lobular G2 M0 multizentr. (MRT: u.a. 3,7x3,3cm)","invasive lobular, three centres","part. response","part. response (Ca. diss.)","1943-03-04","2003-03-20",60,20,180,0,10,0,14,300,0,2,"","4xEC.Femara","CHT:4/03-20.6.03; Fem:16.9.03-29.9.03"]
["BC1877","PR/NC",50,"PR","NC","multifocal Ca right (3x1,5) a. left (7x4x4)","NK","ypT2(1,5 a. 3,5cm)N1a G2 R0",2,4.4,"left: invasive lobular G2 a. CLIS Type-A; right: lobular invasive G2 a. CLIS Typ-A  3x1,5M1?(V.a. Metastase in right part of liver)","invasive lobular","positive response from 7 to 4cm","PR","1950-03-16","2003-10-17",53,200,60,0,6,0,12,300,"1+",2,"","4xEC 11/03-01/04\nFemara","03/2004 Ablatio"]
["BC1853","PR/NC",0,"NC","NC","1,5x1,5","2,3x1,3x1,1","ypT1c(1,5cm) N0(0/12) G1",2,2.3,"invasive lobular G2 M0","invasive tubular-lobular","part. response (post 4xEC 1cm); Sono:part. response (1,2cm)","PR (change pG2 to pG1)","1952-06-18","2003-07-10",51,300,500,0,14,0,28,400,0,2,"","4xEC.Femara","CHT:7-9/03; Fem:10/03-18.11.03"]
["BC1448","PR",68,"CR","CR","4,6x3 a. 1,1x0,9","NK","ypT1c(1,5cm)N0(0/28) G3 R0",3,3.92,"medullary invasive","NK","PR","PR","1953-08-21","2003-01-17",50,180,60,300,38,0,"NK",30,"3+",null,"1a","6xEC","CHT:10/02-5/03"]
["BC1134","PR/NC",5,"NC","NC","right: 5,6x3,3","NK","right: ypT3 (5,5cm) N2a (5/17) M1Lym (1/1) G2",2,5.12,"right: Mamille infiltr.  left: Cutis infiltr., mamille quest.","NK","left:part. response (-70%); right:small response (-10%)","left: part. response (Ca dissolutum); right: part. Response","1928-12-18","2002-05-14",73,200,0,0,14,0,"NK",70,0,2,null,"4xEC Femara","CHT:8-9/02,Fem:9/02-21.10.02"]
["BC1840","PR",25,"NC","NC","5x5x5","4,7x3,5x3,3cm","ypT2(3,5cm) N0(0/33) G3",3,4,"invasive ductal G3  Mamille infiltr.","invasive ductal 3,5x3x2cm","Sono:(post. 4xEC part. response), MG:post.4xEC no change, post 4xEC+4xTaxol part. response)","part. response?(at least 50% survived tumor cells)","1958-01-13","2003-05-22",45,300,45,60,35,0,51,60,"2+ to 3+",4.9,"","4xEC, 4xTaxol Zoladex(6/03-)","CHT-CHT:6/03-8.03 CHT Tax: 8/03-11/03"]
["BC1848","PR",85,"CR","CR","3,5x2,5 + small sat. herd 1,5 cm","NK","ypTis(DCIS; bicentr.; 0,9 a. 0,7cm) N0(0/9; SNB 0/6; NSNB 0/3) G2",2,2.7,"invasive ductal bifocal G2 with lymphato-plasmacellular demarcation","intraductal","part. response; MG. a. Sono: the same","CR for invasive tumor part (1st herd: pre tumor: 2x2x1,5cm; post: 0,7cm; 2nd herd: pre: 1,5x1,5x1cm; post: 0,5cm)","1960-07-18","2003-05-09",42,15,0,400,28,0,51,500,"3+",1.4,"","6xEC.Zoladex","CHT:5-9/03; Zola.:9/03-10.10.03"]

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