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!"A %&’()*((*+ !*,* An*.+/&/ ’)0(/1 - 3%B"35 - 6*0/*nn1 !ntro&uction to +icro,rr,-s 78&// 9n/,&,0,1 ):B&)&n:)(;*,&’/ - <= 4.200B

Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

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Page 1: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

!"A %&'()*((*+ !*,* An*.+/&/ ')0(/1 - 3%B"35 - 6*0/*nn1

!ntro&uction*to*+icro,rr,-s

78&// 9n/,&,0,1 ):B&)&n:)(;*,&'/ - <= 4.200B

Page 2: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

<()D.1;E

! Fn').)G+ H1I*(,;1n,

! 7);1 I*,&1n,/ (1/I)nH ,) &ru/*0 D0, n), &ru/*1

! 50;)( ,+I1 B &/ ;)(1 /0/'1I,&D.1 ,) (1/I)nH ,) H(0G ,(1*,;1n,

! JK*, &/ ,K1 I()Gn)/&/ ): ,K1 I*,&1n,

! 2uestion E How can we predict the pharmacological response prior to treatment?

! !art%a&'(ns+er : By understanding and identifying the tumor.

Page 3: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

L)8 '*n 81 (1')Gn&z1 ,0;)0(/ N

!"#$%&'(o*'+$,-./.0o(1$!'l'.0o(1$#*3l0405/.0o(

6"#$$%78/(95803.o*'+

:8o.'0($%:8o.'o*'+

;<-(5.0o(=

%&'(o.>3'+

%:?'(o.>3'+

!"#$,058o/88/>9

78/(95803.0o(1$@3l050(g1BBB

78/(9l/.0o(

:o9.C.8/(9l/.0o(

Page 4: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

O1n);&'/ =0nH*;1n,*./ - P);I.1Q&,+

!&::&'0.,&1/E

"P)n,*;&n*,&)n/

"A.,1(n*,&R1 7I.&'&nG

"A.,1(n*,&R1 <).+AH1n+.*,&)n

;S"A I0(&:&'*,&)n

Page 5: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

3QI(1//&)n *n*.+/&/

! 6)8 ,K()0GKI0,# ")(,K1(n D.),# !&::1(1n,&*. H&/I.*+# T0*n,&,*,&R1 <PS

! L&GK ,K()0GKI0,# !"A *((*+/ / ;&'()*((*+/

! 7I),,1H *((*+/ (7,*n:)(H *((*+/)! A::+;1,(&Q (IK),).&,K)G(*IK+ &n/I&(1H)! F.&G)-*((*+/ (AG&.1n,X "&;D.1O1n)

# 71(&*. An*.+/&/ ): O1n1 3QI(1//&)n (7AO3)

Page 6: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

Tr,nsition

! !ntro&uction*to*5icro,rr,- techno7o/-

Page 7: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

JK*, *(1 !"A %&'()*((*+/ N

%&'()*((*+ *n*.+/&/ &/ * ,1'Kn).)G+ ,K*, *..)8/ /'&1n,&/,/ ,) /&;0.,*n1)0/.+ H1,1', ,K)0/*nH/ ): G1n1/ &n * /;*.. /*;I.1 *nH ,) *n*.+z1 ,K1 1QI(1//&)n ): ,K)/1 G1n1/.

%&'()*((*+/ *(1 /&;I.+ )(H1(1H /1,/ ): !"A ;).1'0.1/ ): Yn)8n /1Z01n'1. [/0*..+ (1',*nG0.*( /K*I1HX ,K1+ '*n ')n/&/, ): * :18 K0nH(1H ,) K0nH(1H/ ): ,K)0/*nH/ ): /1,/. 3*'K &nH&R&H0*. /1Z01n'1 G)1/ )n ,K1 *((*+ *, I(1'&/1.+ H1:&n1H .)'*,&)n.

Page 8: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

T01/,&)n *HH(1//1H D+ ;&'()*((*+/

! JK*, *(1 ,K1 H&::1(1n'1/ (&n G1n1 1QI(1//&)n) D1,811n ,8) '1.. .&n1/ N

! JK*, &/ ,K1 H&::1(1n'1 D1,811n Yn)'Y-)0, *nH 8&.H-,+I1 ;&'1N! JK*, &/ ,K1 H&::1(1n'1 D1,811n * ,0;)( *nH * K1*.,K+ ,&//01 N! A(1 ,K1(1 H&::1(1n, ,0;)( ,+I1/ N

! \1+ ')n'1I,E Compare G1n1 1QI(1//&)n &n ,8) ()( ;)(1) '1../,&//01 ,+I1/ N# O1n1 1QI(1//&)n *//1//1H D+ ;1*/0(&nG ,K1 n0;D1( ): S"A

,(*n/'(&I,/.# ") *D/).0,1 ;1*/0(1;1n,.

Page 9: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

8otenti,7*,997ic,tion*&o5,ins

! !(0G H&/')R1(+ *nH ,)Q&').)G+ /,0H&1/

! %0,*,&)n/I).+;)(IK&/; H1,1',&)n (7"<]/)

! <*,K)G1n *n*.+/&/

! !&::1(&nG 1QI(1//&)n ): G1n1/ )R1( ,&;1X D1,811n ,&//01/X *nH H&/1*/1

/,*,1/

! <(1R1n,&R1 ;1H&'&n1

! %)(1 ,*(G1,1H H(0G ,(1*,;1n,/

Page 10: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

5K1 'K*..1nG1

5K1 D&G (1R).0,&)n K1(1 &/ &n ,K1 ^;&'()^ ,1(;. "18 /.&H1/ 8&.. ')n,*&n * /0(R1+ ): ,K1 K0;*n G1n);1 )n * 2 ';2 'K&I_ 5K1 0/1 ): ,K&/ .*(G1-/'*.1 ;1,K)H ,1nH/ ,) '(1*,1 IK1n);1n*. *;)0n,/ ): H*,*X ,K*, K*R1 ,K1n ,) D1 *n*.+z1HX I()'1//1H *nH /,)(1H.

5K&/ &/ * `)D :)(a B&)&n:)(;*,&'/ _

Page 11: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

1io7o/ic,7*:uestion(e.g. !&::1(1n,&*..+ 1QI(1//1H G1n1/X

7*;I.1 '.*// I(1H&',&)nX etc.)

51/,&nG

B&).)G&'*. R1(&:&'*,&)n *nH &n,1(I(1,*,&)n

%&'()*((*+ 1QI1(&;1n,

3/,&;*,&)n

3QI1(&;1n,*. H1/&Gn

!5,/e*,n,7-sis/T0*.&,+ *//1//;1n,

")(;*.&z*,&)n

P.0/,1(&nG !&/'(&;&n*,&)n

(failed)

Pre-processing steps

Data Analysis

S"#$%&#'#"(P*o"$,,

Page 12: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

PK)&'1 ): 51'Kn).)G&1/

! 58) !+1 51'Kn).)G&1/ (1QI1(&;1n, / (1:1(1n'1)

# F.&G)*((*+/ (B0 ;1(/)

# '!"A '0/,); *((*R/

! 7&nG.1 !+1 51'Kn).)G&1/

! F.&G)*((*+/ (25 ;1(/)

Page 13: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

Page 14: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

T;<*<=8<>!+<?T*@*5,Ain/*the*chi9

! Desi/nin/*the*chi9*@*# choosin/*/enes*oC*interest*Cor*the*eD9eri5ent

! 8roEe*se7ection*str,te/-*shou7&*ensure@

# 1io7o/ic,77-*5e,nin/Cu7*resu7ts*FThe*truthGGGH# IoJer,/eK*LensitiJit-*FGGG*The*Mho7e*truthGGGH# L9eciCicit-*FGGG*0n&*nothin/*Eut*the*truthH# 0nnot,tion# >e9ro&uc,Ei7it-

Page 15: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

71.1',&)n ): G1n1 (1G&)n/

! Co.#%/(*$/#o%(012F4(! A%%o&6&#o%(*$l6&#8$l9(,6'$! :o(;*o<l$=,(>#&?(6l&$*%6&#8$(;ol9A(,#&$,! :o(*$;$&#&#8$($l$=$%&,(o*(o&?$*('u%%9(,$Au$%"$,! .6%/$*(o'("lo,$(#,o'o*=,! .6%/$*(o'(6l&$*%6&#8$(,;l#"#%/

BC(u%&*6%,l6&$.(*$/#o%! A%%o&6&#o%(l$,,(,6'$! .6%/$*(o'(6l&$*%6&#8$(;ol9A(,#&$,! .6%/$*(o'(*$;$&#&#8$($l$=$%&,! l$,,(l#D$l9(&o("*o,,E?9<*#.#F$(>#&?(#,o'o*=,! l#&&l$(.6%/$*(o'(6l&$*%6&#8$(,;l#"#%/

! GC(u%&*6%,l6&$.(*$/#o%! "lo,$(l#%D6/$(&o(;*o=o&$*! '*$Au$%&l9(%o&(686#l6<l$

Page 16: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

+icro,rr,-s@*the*5,Ain/*oC

%&'()/I),,&nG *nH &nY-`1,,&nG

Page 17: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A((*+ <()H0',&)nE 7I),,&nG

Page 18: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

1- 7*;I.1/

2- 3Q,(*',&nG ;S"A

d- 6*D1.&nG

4- L+D(&H&z&nG

5- 7'*nn&nG

B- e&/0*.&z&nG

Page 19: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

7I),,1H *nH ).&G) *((*+ 0/*G1

Hybridizationwashing

Relative mRNAlevels

Scanning

cy5 labeledcDNA

cy3 labeledcDNA

Mix

Page 20: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A((*+ <()H0',&)nE fIK),).&,K)G(*IK+^

! 3*'K I()D1 25 DI .)nG! 22-40 I()D1/ I1( G1n1! <1(:1', %*,'K (<%) */ 81.. */

%&/%*,'K (%%) I()D1/

A::+;1,(&Q =1D&,/"&;D.1O1n

! <()D1 .1nG,KE 24;1( -70;1(! O1n1/A((*+E [I ,) dhX000! <()D1//O1n1E 10-25! Fn.+ I1(:1', ;*,'K I()D1/

Page 21: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A::+;1,(&Q 'K&I I(1I*(*,&)n

9n-/&,0 /+n,K1/&/

25 DI /1Z01n'1/

71Z01n'1 H*,*D*/1/

%&..&)n/ ): 1QI1(&;1n,/8)(.H8&H1

<()D1 (/1Z01n'1) H1/&Gn-Yn)8n G1n1/ -I0,*,&R1 G1n1/-*.,1(n*,&R1 /I.&'&nG-OP ')n,1n,/

B&)&n:)(;*,&'/ ,K&nY&nG+&1.H/ G1n1-/I1'&:&' /1Z01n'1/ (d]-1nH)

i100/ ): DI j')n/1n/0/f/1Z01n'1/

Page 22: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A::+;1,(&Q /+/,1;

!11 to 16'

Usually the most 3 prime area, often UTR

25mer25mer25mer

AAAA..

25mer

Page 23: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

O1n1 <()D1/1,/ *nH <()D1/

71Z01n'1 ): O1n1 jAAf

<%

%%

<()D1/1, jAA1f <()D1/1, jAA2f

“Probeset redundancy may be a blessing and a curse !”

Page 24: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A::+;1,(&Q 'K&I 0/*G1

Relative mRNAlevels

Hybridizationwashing

Page 25: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

P);I*(&/)n ): ,1'Kn&Z01/

0&J,nt,/esk ") n11H ,) &/).*,1 *nH I0(&:+ '!"A/

D1'*0/1 ).&G)n0'.1),&H1/ '*n D1 /+n,K1/&z1H.

k 7K)(, ).&G)n0'.1),&H1/ *(1 .1// .&Y1.+ ,) K*R1 '()//-(1*',&R&,+ 8&,K ),K1( /1Z01n'1/ &n ,K1 ,*(G1, !"A.

k !1n/&,+ ): 'K&I/ &/ K&GK1( ,K*n 8&,K '!"A/.

Ni5it,tionsk 5K1 /1Z01n'1 K*/ ,) D1 Yn)8n.k 7+n,K1/&/ '*n D1 1QI1n/&R1 *nH ,&;1-

')n/0;&nG.k 5K1 /K)(, /1Z01n'1/ *(1 n), */ /I1'&:&' :)(

,*(G1, !"AX /) *II()I(&*,1 ')n,()./ ;0/, D1 *HH1H.

!nOsitu*L-nthesis*P*Q7i/os 8I>*8ro&ucts*P*cD?0*8roEes

0&J,nt,/esk =.1Q&D&.&,+ ,) /,0H+ '!"A/ :(); *n+ /)0('1.k '!"A/ H) n), (1Z0&(1 *n+ * I(&)(&

&n:)(;*,&)n *D)0, ,K1 ')((1/I)nH&nG G1n1/.k 6)nG1( /1Z01n'1/ &n'(1*/1 K+D(&H&z*,&)n

/I1'&:&'&,+X 8K&'K (1H0'1/ :*./1 I)/&,&R1/.

Ni5it,tionsk 9/).*,&)n ): &nH&R&H0*. '!"A/ ,) &;;)D&.&z1

)n 1*'K /I), '*n D1 '0;D1(/);1.k !1n/&,+ &/ .)81( ,K*n /+n,K1/&z&nG

).&G)n0'.1),&H1/ )n ,K1 /0(:*'1 ): ,K1 'K&I.k '!"A/ *(1 .)nG1( /1Z01n'1/ *nH *(1 ;)(1

.&Y1.+ ,) (*nH);.+ ')n,*&n /1Z01n'1/ :)0nH &n ,*(G1, !"AX 8K&'K (1/0.,/ &n '()//-(1*',&R&,+.

Page 26: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

71.1',&)n ): G1n1 (1G&)n/

dl [5S

FS=

5l [5S

Page 27: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A.,1(n*,&R1 I).+*H1n+.*,&)n

<*(,&'0.*( I()D.1; 8&,K A::+;1,(&Q

Page 28: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A.,1(n*,&R1 /I.&'&nG

Page 29: Microarray course: Day 1 - Bioinformatics · 7 8 &/ / 9- / ,&,0 ,1 ) : 4 &) &- :) ( ; * ,&' / 2 < = $c ?@ a a b 4;

78&// 9n/,&,0,1 ): B&)&n:)(;*,&'/ - <= 9.200B

A.,1(n*,&R1 I();),1( 0/*G1