Supplementary Table 1. Gene list of IGF-1 ligand (Yale) activation signature

4239 MFAP4

8404 SPARCL1

10186 LHFP

8436 SDPR

10351 ABCA8

90865 IL33

58494 JAM2

1879 EBF1

57088 PLSCR4

2791 GNG11

374864 C18orf34

79785 RERGL

9079 LDB2

11185 INMT

51705 EMCN

79974 FLJ21986

6359 CCL15

2532 DARC

8406 SRPX

9452 ITM2A

9353 SLIT2

858 CAV2

80310 PDGFD

730 C7

7048 TGFBR2

5168 ENPP2

5627 PROS1

1901 EDG1

10628 TXNIP

116159 CYYR1

358 AQP1

6387 CXCL12

219348 PLAC9

25960 GPR124

2205 FCER1A

4629 MYH11

857 CAV1

3489 IGFBP6

152503 SH3D19

128553 TSHZ2

2934 GSN

5239 PGM5

7102 TSPAN7

5166 PDK4

10252 SPRY1

84417 C2orf40

286133 SCARA5

8611 PPAP2A

256691 MAMDC2

25890 ABI3BP

4222 MEOX1

219654 C10orf56

125 ADH1B

1511 CTSG

10112 KIF20A

25927 C2orf32

7450 VWF

54510 PCDH18

3075 CFH

25891 DKFZP586H2123

28984 C13orf15

8490 RGS5

220323 OAF

133584 EGFLAM

2151 F2RL2

7123 CLEC3B

3397 ID1

115207 KCTD12

127435 PODN

32 ACACB

91653 BOC

7122 CLDN5

22974 TPX2

338328 GPIHBP1

6790 AURKA

4692 NDN

124 ADH1A

83700 JAM3

2327 FMO2

730525 LOC730525

3202 HOXA5

388815 C21orf34

4311 MME

10580 SORBS1

1149 CIDEA

51170 HSD17B11

1063 CENPF

1033 CDKN3

1805 DPT

1675 CFD

5468 PPARG

338773 TMEM119

731049 LOC731049

168537 GIMAP7

1959 EGR2

4128 MAOA

2597 GAPDH

57124 CD248

64151 NCAPG

4147 MATN2

221476 PI16

9319 TRIP13

2167 FABP4

1058 CENPA

5156 PDGFRA

991 CDC20

5649 RELN

3512 IGJ

301 ANXA1

3161 HMMR

891 CCNB1

9133 CCNB2

216 ALDH1A1

2353 FOS

9787 DLG7

51203 NUSAP1

259266 ASPM

6414 SEPP1

8140 SLC7A5

128239 IQGAP3

11332 ACOT7

9232 PTTG1

57678 GPAM

1306 COL15A1

2487 FRZB

6422 SFRP1

1308 COL17A1

9833 MELK

11065 UBE2C

5346 PLIN

6867 TACC1

10124 ARL4A

113130 CDCA5

1843 DUSP1

2192 FBLN1

9123 SLC16A3

2819 GPD1

29089 UBE2T

55165 CEP55

2034 EPAS1

5159 PDGFRB

667 DST

83699 SH3BGRL2

4023 LPL

54443 ANLN

3149 HMGB3

7049 TGFBR3

1717 DHCR7

7018 TF

7538 ZFP36

55872 PBK

7083 TK1

116362 RBP7

80704 SLC19A3

8483 CILP

9055 PRC1

948 CD36

120 ADD3

29128 UHRF1

23521 RPL13A

2273 FHL1

7272 TTK

222166 C7orf41

55839 CENPN

3815 KIT

4915 NTRK2

4638 MYLK

284119 PTRF

1346 COX7A1

51659 GINS2

55502 HES6

8910 SGCE

7153 TOP2A

51514 DTL

7060 THBS4

5730 PTGDS

51309 ARMCX1

10234 LRRC17

79901 CYBRD1

25925 ZNF521

83604 TMEM47

50486 G0S2

4173 MCM4

8878 SQSTM1

4501 MT1X

2 A2M

2354 FOSB

1634 DCN

3952 LEP

57214 KIAA1199

8322 FZD4

217 ALDH2

3043 HBB

124222 PAQR4

1958 EGR1

6678 SPARC

2878 GPX3

718 C3

5157 PDGFRL

10381 TUBB3

2719 GPC3

10512 SEMA3C

2199 FBLN2

11067 C10orf10

8654 PDE5A

6363 CCL19

81035 COLEC12

2690 GHR

64094 SMOC2

4312 MMP1

3040 HBA2

983 CDC2

6038 RNASE4

389336 MGC23985

6376 CX3CL1

6648 SOD2

1410 CRYAB

1363 CPE

84733 CBX2

2947 GSTM3

7704 ZBTB16

5997 RGS2

116496 FAM129A

116496 C1orf24

84952 CGNL1

1301 COL11A1

4781 NFIB

6423 SFRP2

2202 EFEMP1

26577 PCOLCE2

347 APOD

5654 HTRA1

55964 SEPT3

3909 LAMA3

149428 BNIPL

10418 SPON1

8836 GGH

57586 SYT13

3861 KRT14

5284 PIGR

51050 PI15

5021 OXTR

51313 C4orf18

810 CALML3

6279 S100A8

10974 C10orf116

6280 S100A9

4256 MGP

72 ACTG2

23336 DMN

6696 SPP1

6319 SCD

4318 MMP9

1811 SLC26A3

7138 TNNT1

4320 MMP11

3899 AFF3

5304 PIP

1917 EEF1A2

25907 TMEM158

56892 C8orf4

4604 MYBPC1

4250 SCGB2A2

4886 NPY1R

3872 KRT17

6898 TAT

79679 VTCN1

3866 KRT15

57758 SCUBE2

155465 AGR3

6286 S100P

51806 CALML5

6278 S100A7


Supplementary Table 2. IGF1 gene expression and Creighton activation score Correlation in Independent Cohorts

Cohort / Number patients / Correlation (R) / P value
(Pearson two-sided test) / Reference
Van deVivjer / 285 / -0.535 / 2.89e-23 / 16
Wang / 296 / -0.502 / 1.11e-19 / 15
Chin / 113 / -0.518 / 2.16e-9 / 17
Supplemental Table 3A:
Frequencies of Molecular Subtypes by Hormone Receptor Status and IGF ligand group
Subtype: / Basal / Her2 / LumA / LumB / Normal
Hormone Receptor Status / Negative / 18 / 25 / 6 / 6 / 7
Positive / 12 / 7 / 42 / 45 / 32
Missing / 0 / 1 / 1 / 1 / 1
Subtype: / Basal / Her2 / LumA / LumB / Normal
IGF group (Yale) / High / 8 / 3 / 19 / 8 / 27
Intermediate / 6 / 11 / 21 / 13 / 9
Low / 16 / 19 / 9 / 31 / 4
Hormone Receptor: / Positive / Negative / Missing
IGF group (Yale) / High / 53 / 10 / 2
Intermediate / 39 / 21 / 0
Low / 46 / 31 / 2
Subtype: / Basal / Her2 / LumA / LumB / Normal
IGF group (Creighton) / Non-activated / 1 / 1 / 27 / 6 / 23
intermediate / 15 / 17 / 22 / 39 / 17
Activated / 14 / 15 / 0 / 7 / 0
Hormone Receptor: / Positive / Negative / Missing
IGF group (Creighton) / Non-activated / 53 / 5 / 1
intermediate / 78 / 29 / 3
Activated / 7 / 28 / 0
Supplemental Table 3B:
Frequencies of IGF Activation Signature (Creighton) and Yale Signature Groups
Yale group / High / Intermediate / Low
IGF group (Creighton) / Non-activated / 32 / 18 / 8
intermediate / 32 / 37 / 41
Activated / 1 / 5 / 30