Login| Sign Up| Help| Contact|

Patent Searching and Data


Title:
METHOD AND KIT FOR THE DETECTION OF GENES ASSOCIATED WITH PIK3CA MUTATION AND INVOLVED IN PI3K/AKT PATHWAY ACTIVATION IN THE ER-POSITIVE AND HER2-POSITIVE SUBTYPES WITH CLINICAL IMPLICATIONS
Document Type and Number:
WIPO Patent Application WO/2009/103790
Kind Code:
A3
Abstract:
A method to determine the clinical outcome of breast tumour affecting a patient if treated with an antitumoural agent against breast tumour, the said method comprising the step of assaying a sample of a breast tumour from said patient for an expression level of selected genes, by contacting mRNA sequences from the cells of this breast tumour with a set of more than 3 nucleotide sequences related to human mutated PIK3CA or mutated AKT-1 or the PIK3/AKT pathway.

Inventors:
SOTIRIOU CHRISTOS (BE)
LOI SHERENE (AU)
MC ARTHUR GRANT (AU)
HAIBE-KAINS BENJAMIN (BE)
Application Number:
PCT/EP2009/052043
Publication Date:
November 12, 2009
Filing Date:
February 20, 2009
Export Citation:
Click for automatic bibliography generation   Help
Assignee:
UNIV BRUXELLES (BE)
SOTIRIOU CHRISTOS (BE)
LOI SHERENE (AU)
MC ARTHUR GRANT (AU)
HAIBE-KAINS BENJAMIN (BE)
International Classes:
C12Q1/68
Domestic Patent References:
WO2007109026A22007-09-27
Foreign References:
US20050186577A12005-08-25
US20070172844A12007-07-26
Other References:
DAVID J VILLENEUVE ET AL: "cDNA microarray analysis of isogenic paclitaxel and doxorubicin-resistant breast tumor cell lines reveals distinct drug-specific genetic signatures of resistance", BREAST CANCER RESEARCH AND TREATMENT, KLUWER ACADEMIC PUBLISHERS, BO, vol. 96, no. 1, 1 March 2006 (2006-03-01), pages 17 - 39, XP019274976, ISSN: 1573-7217
OH DANIEL S ET AL: "Estrogen-regulated genes predict survival in hormone receptor-positive breast cancers.", JOURNAL OF CLINICAL ONCOLOGY : OFFICIAL JOURNAL OF THE AMERICAN SOCIETY OF CLINICAL ONCOLOGY 10 APR 2006, vol. 24, no. 11, 10 April 2006 (2006-04-10), pages 1656 - 1664, XP002534381, ISSN: 1527-7755
TOKUNAGA E ET AL: "The association between Akt activation and resistance to hormone therapy in metastatic breast cancer", EUROPEAN JOURNAL OF CANCER, PERGAMON PRESS, OXFORD, GB, vol. 42, no. 5, 1 March 2006 (2006-03-01), pages 629 - 635, XP025104813, ISSN: 0959-8049, [retrieved on 20060301]
WOO CHUL NOH ET AL: "Activation of the mTOR signaling pathway in breast cancer and its correlation with the clinicopathologic variables", BREAST CANCER RESEARCH AND TREATMENT, KLUWER ACADEMIC PUBLISHERS, BO, vol. 110, no. 3, 6 September 2007 (2007-09-06), pages 477 - 483, XP019600711, ISSN: 1573-7217
CLARK A S ET AL: "CONSTITUTIVE AND INDUCIBLE AKT ACTIVITY PROMOTES RESISTANCE TO CHEMOTHERAPY, TRASTUZUMAB, OR TAMOXIFEN IN BREAST CANCER CELLS", MOLECULAR CANCER THERAPEUTICS, AMERICAN ASSOCIATION OF CANCER RESEARCH, US, vol. 1, no. 9, 1 July 2002 (2002-07-01), pages 707 - 717, XP009056214, ISSN: 1535-7163
ISAKOFF STEVEN J ET AL: "Breast cancer-associated PIK3CA mutations are oncogenic in mammary epithelial cells", CANCER RESEARCH, vol. 65, no. 23, December 2005 (2005-12-01), pages 10992 - 11000, XP002534440, ISSN: 0008-5472
RODRIGUEZ A A ET AL: "BRCA1 gene expression signature predicts for anthracycline-chemosensitivity in triple-negative breast cancer.", CANCER RESEARCH, vol. 69, no. 2, Suppl. S, January 2009 (2009-01-01), & 31ST ANNUAL SAN ANTONIO BREAST CANCER SYMPOSIUM; SAN ANTONIO, TX, USA; DECEMBER 10 -14, 2008, pages 358S, XP002534183, ISSN: 0008-5472
STEMKE-HALE KATHERINE ET AL: "An integrative genomic and proteomic analysis of PIK3CA, PTEN, and AKT mutations in breast cancer.", CANCER RESEARCH 1 AUG 2008, vol. 68, no. 15, 1 August 2008 (2008-08-01), pages 6084 - 6091, XP002534389, ISSN: 1538-7445
See also references of EP 2247756A2
Attorney, Agent or Firm:
VAN MALDEREN, J. (Avenue Josse Goffin158, Brussels, BE)
Download PDF:
Claims:
CLAIMS

1. A set of more than 3 capture nucleotide sequences related to human mutated PIK3CA, mutated AKT-I sequences and/or sequences involved in PI3K/AKT pathway activation wherein at least a portion of the capture nucleotide sequences of the said set can be hybridized to corresponding target RNA sequence (s) of a breast (cancer) cell.

2. The gene set of claim 1 having more than 5 capture nucleotide sequences.

3. The gene set of claim 1 having more than 10 or 20 capture nucleotide sequences.

4. The set according to any of the preceding claims 1 to 3, wherein the capture nucleotide sequences related to human mutated PIK3CA are selected within the sequences of Table 2a or of Table 2b

5. The set according to any of the preceding claims 1 to 3, wherein the capture nucleotide sequences related to human mutated PIK3CA are all the sequences of Table 2b.

6. The set according to any of the preceding claims 1 to 3 wherein the capture nucleotide sequences related to human mutated PIK3CA are all the sequences of Table 4. 7. The set according to claim 6 further comprising capture probes for a detection of an expression level of 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 or the 12 corresponding target mRNA sequences selected from the group consisting of PML, PP2A, IRS2 PIK3R1, ESRl, FOXO3A, P21 (PAK2), RPS6K, EIF4E, RHEB, P27 and PI3K sequences.

8. A method to determine a signature of mutated PIK3CA comprising the steps of measuring an expression level of genes from a biopsy of a Breast cancer tumour, by contacting mRNA

sequences from the cells of the said biopsy with the set according to any of the preceding claims 1 to 7 and deducing a PIK3CA mutated status of the said tumour.

9. A method to determine a clinical outcome of breast tumour affecting a patient if treated with an antitumoural agent against breast tumour, the said method comprising the step of assaying a sample of a breast tumour from said patient for an expression level of genes by contacting mRNA sequences from the cells of this breast tumour with the set according to any of the preceding claims 1 to 7 or by detecting and possibly quantifying proteins encoded by the said genes. 10. The method according to claim 9 wherein the breast tumour is HER2 or ER+.

11. The method according to the claims 9 or 10 wherein the breast tumour is obtained from a high proliferative tumour sample, 12. The method according to the claims 9 or

10 wherein the breast tumour is a luminal B ER+ tumour.

13. The method according to claims 9 to 12, wherein the antitumoural agent is an anti oestrogen agent selected from a group consisting of a selective oestrogen receptor modulator (SERM) , a selective oestrogen receptor down regulator (SERD) , a GnRH analog or an aromatase inhibitor (AI) .

14. The method of claim 13, wherein the anti- oestrogen agent is selected from the group consisting of tamoxifen, raloxifene, faslodex or a mixture thereof.

15. The method according to claims 9 to 12, wherein the antitumoural agent is an anti Her2 compound, preferably an anti Her2 antibody.

16. The method of Claim 15, wherein the anti Her2 compound is Trastuzumab (Herceptin) .

17. The method according to claims 9 to 12, wherein the antitumoural agent is a compound used in a method selected from the group of chemotherapy, radiotherapy and addition of PI3-kinase inhibitor (s) .

18. The method according to any of the preceding claims 9 to 17, wherein the detection of proteins comprises a detection of the proteins in patient blood or in breast cancer epithelial cells enriched from the blood of the patient.

19. An anti oestrogen for use in the treatment of Her2 positive breast cancer presenting a mutated PIK3CA signature. 20. An anti oestrogen for use in the treatment of ER positive, luminal B breast cancer presenting a mutated PIK3CA signature.

21. The anti oestrogen of claims 19 or 20, wherein the mutated PIK3CA signature is obtained by the method of claim 8.

22. A diagnostic kit or device which is preferably a computerized system, comprising a bioassay module configured for detecting gene expression (or protein synthesis) from a tumour sample, preferably a breast tumour sample and which is at least based upon the set according to any of the preceding claims 1 to 7 or a set of capture molecules (antibodies or specific hyper variable portion thereof) able to bind to corresponding proteins encoded by the said genes of the set of claims 1 to 7 and

- a processor module configured to calculate expression (over- or under- expression) of the said genes or synthesis of their corresponding proteins to generate a risk assessment for the said tumour sample (risk

assessment to develop a malignant tumour) or to generate a clinical outcome, preferably a survival outcome of this breast tumour affecting a patient or to select an antitumoural compound, which could be administrated to this patient.

Description:

METHOD AND KIT FOR THE DETECTION OF GENES ASSOCIATED WITH PIK3CA MUTATION AND INVOLVED IN PI3K/AKT PATHWAY ACTIVATION IN THE ER-POSITIVE AND HER2-POSITIVE SUBTYPES WITH CLINICAL IMPLICATIONS.

Field of the invention

[0001] The present invention is related to a new detection method and a new detection kit of genes associated with PIK3CA mutation (s) and involved in PIK3/AKT pathway activation in the (luminal-B) ER-positive or HER2 positive subtypes with clinical implications. The present detection method and kit have a predictive clinical outcome

(survival outcome) and could be therefore used for identifying if a patient from which this tumour sample is obtained could be submitted to a specific antitumoural treatment, especially to a tamoxifen or Herceptin treatment (or not) . The present invention is also directed to the therapeutic application of a class of active compounds to be applied efficiently to the subtype of cancer detected by this method.

Background of the invention

[0002] Breast cancer (BC) may be subdivided into subgroups depending on expression profile of several genes and/or protein.

[0003] Her2 over expression in tumours results into a worse prognosis. BC patients having Her2 positive status

are preferably not treated with anti oestrogens, but with anti Her2 drugs, such as Trastuzumab (Herceptin) . [0004] For the BC patients whose tumours express ER receptor (ER group) but do not over express Her2, the over expression of several genes related to proliferation results into the classification into the luminal B subgroup, with a worse prognosis. These luminal B patients are preferably not treated with anti-oestrogens, but with more aggressive treatments (chemotherapy) . [0005] Deregulated phosphatidylinositol 3-kinase (PI3K)-AKT signaling has been implicated in many hallmarks of carcinogenesis as the pathway influences multiple aspects of cell physiology. Many genomic alterations act on this pathway, activating its signaling activity, which contributes to tumor progression, metastases and resistance to treatment.

[0006] PI3Ks are heterodimeric lipid kinases for which the pllOα catalytic and regulatory p85 subunits are encoded by separate genes. In breast cancer, mutations of the PIK3CA gene, which codes for the pllOα catalytic subunit, has been found in 18-40% of human cancers, which makes it one of the most common genetic changes in breast cancer beside p53 mutations and HER2 amplification. Expression of pllOα mutants in human mammary epithelial cells induces multiple phenotypic alterations characteristic of breast tumor cells and in vivo studies with cells expressing PIK3CA mutants result in a more active PI3K pathway and induction of tumors. The lack of a homogeneous population makes it difficult to investigate the prognostic or predictive effect of PIK3CA mutations in breast cancer. Extensive cross-talk at multiple levels with other pathways both upstream and downstream of PI3K also makes the exact role of PIK3CA mutations in breast cancer difficult to elucidate.

[0007] Mutations in the AKTl pleckstrin homology domain (PHD) reported in breast cancer at a frequency of 8% may result in PI3K-independent membrane recruitment and activation of AKTl and downstream signaling. The clinical relevance of this mutation is unknown.

[0008] Given the complexity of PI3K signaling, it is important to have molecular markers that can predict for prognosis and therapeutic response for incorporation into future breast cancer clinical trials with compounds that act on this pathway.

[0009] As the Kaplan-Meier analysis of the PIK3CA mutation versus the wild-type patients did not reveal any statistically significant differences in prognosis, mutation status alone may not be a sensitive marker of significant activation of the PI3K/AKT pathway that would affect tumor progression. Other downstream interactions of an extra oncogenic "hit" may be required.

Aims of the invention [0010] A first aim of the present invention is to propose a new detection method and new detection means (kit) of improving clinical outcome (especially survival outcome) of a human patient following application of this detection method upon a tumour sample obtained from this patient and the defining (selecting among known treatments) the most effective treatment that could be applied to this patient . [0011] In particular, the present invention aims to provide such detection method and kit which allows a better discrimination of clinical outcome of patients with ER- positive and/or HER2-positive sub-types tumour samples and to identify which type of patients should receive (be prescribed) an anti oestrogen, more preferably a tamoxifen

or aromatase inhibitor therapy or Herceptin related therapy or hormone/chemo, radio- or immunotherapy.

Summary of the invention [0012] The present invention is related to a method and a kit for a detection of mutated PIK3CA gene and/or mutated AKT-I gene and/or gene(s) involved PIK3/AKT pathway activation (s) in (especially in high proliferative luminal- B) ER-positive [BC] or HER2-positive subtype tumour sample as described in the enclosed set of claims.

[0013] The inventors have investigated frequency, phenotype and clinical relevance associated with PIK3CA or AKT-I mutations in a large homogenous data set of ER+ (BC) , tamoxifen-only treated breast tumours. The inventors have examined the associated gene expression profiles to further understand the biology associated with PIK3CA or AKT-I mutations when they activate the PI3K/AKT pathway. [0014] The inventors have selected a preferred gene set related to mutated PIK3CA and/or AKT, comprising the 81 genes of Table 2a or the 65 genes of Table 2b, more preferably the 38 genes of Table 4

[0015] The inventors further found other (isolated) genes associated with mutated PIK3CA and/or Akt mutations, advantageously, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11 or all the 12 genes selected from the group consisting of the following genes: PML (Entrez gene ID 5371), PP2A (Entrez gene ID 5523, 5525, 5526), IRS2 (Entrez gene ID 8660), PIK3R1 (Entrez gene ID 5295), ESRl (Entrez gene ID 2099), FOXO3A (Entrez gene ID 2309), P21 (PAK2) (Entrez gene ID 5062), RPS6K (Entrez gene ID 6198), EIF4E (Entrez gene ID 1977), RHEB (Entrez gene ID 6009), P27 (Entrez gene ID 1785), PI3K (Entrez gene ID 18708) and possibly their isoforms or variants.

[0016] The use of the gene set or of the method according to the invention allows an efficient establishment of PIK3CA mutated signature and the use of these gene sets or of the method according to the invention allows accurate and sensitive determination of the state of activation of the PI3K/AKT pathway, similar to that induced by a PIK3CA or a AKTl mutation.

[0017] The present invention is related to a method to determine the clinical outcome (preferably the survival outcome) of a (breast) tumour affecting a patient, if this patient is treated with an anti oestrogen agent against this (breast) tumour, this method comprising the step of assaying a sample of this breast tumour obtained from this patient for an expression level of one or more gene(s) or synthesis of corresponding protein (s) encoded by these gene(s), preferably more than 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19 or 20 genes (including isoforms and variants) or proteins selected from the Table 2a, from mutated PIK3CA genes and proteins and /or from mutated AKT-I genes or proteins involved in the PI3K/AKT pathway.

[0018] By one or more gene(s), it is meant 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30 , 35 , 40, 45, 50, 55, 60, 65, 70, 75 and every number till 81 genes mentioned and identified in these tables 2a, 2b or 4, with every possible combination of selected genes (or corresponding proteins and fragments thereof) .

[0019] The present invention is also related to a method to determine a prognosis and/or prediction of a response of a patient having a (breast) tumour to a treatment, if treated with an anti oestrogen agent against this (breast) tumour, and comprising the step of assaying for an expression level of one or more (preferably more than 3, 9, 10, 19 or all of the gene(s) or protein (s) of

(Table 2a or Table 2b or Table 4), of mutated PIK3CA /AKT-I genes or proteins or genes or proteins involved in the PI3K/AKT pathway activation from a breast cancer cells obtained from a breast cancer tumour sample from the patient.

[0020] The method may also comprise a step of determining a clinical outcome, preferably a survival outcome correlated to an assaying step of the patient and/or a step of selecting an antitumoural compound, (especially an anti oestrogen agent) , which could be administrated to this patient.

[0021] In the method according to the invention, the expression levels are indicative of probabilities of recurrence (or relapsing) of cancer, possibly through metastasis.

[0022] By anti oestrogen, it is meant the administration of a selective oestrogen receptor modulator (SERM) , a selective oestrogen receptor down regulator (SERD), tamoxifen, raloxifene, faslodex, or a mixture thereof.

[0023] In the method according to the invention, the anti oestrogen agent against breast cancer is also any compound that could be used in hormonal therapy of cancer, preferably by administration of an efficient compound selected from the group consisting of a selective oestrogen receptor modulator (SERM) , a selective oestrogen receptor down regulator (SERD), preferably tamoxifen, raloxifene, faslodex or a mixture thereof, GnRH analog or a aromatase inhibitor (AI) such as Letrozole, Anastrozle or Exemestane. [0024] In the method according to the invention, the breast tumour is a HER2+ OR ER+ (BC) tumour, especially a luminal-B ER+ tumour evidenced by high expression of proliferative genes.

[0025] By HER2-positive, it is meant HER2 over expression. This status is measured at gene level {i.e. amplification}, at mRNA level or at the protein level and wherein this over expression in BC tumours results into a worse prognosis.

[0026] BC patients having HER2 positive status are generally not treated with anti oestrogens as they are relatively resistant to their effects. [0027] By luminal B, it is meant a highly proliferative tumour (ER+ and Her2-) , preferably demonstrated using published prognostic gene expression profiles such as GGI, Oncotype Dx, Intrinsic gene set, Amsterdam 70-gene signature, Rotterdam 76-gene signature, Wound-response signature or having KI67 high expression (>5%) .

[0028] Luminal B represents a worse prognosis. These luminal B patients are generally not treated with anti- oestrogens alone. [0029] In the method of the invention, the step of assaying for the expression level of one or more gene(s), protein (s) or portions thereof comprises a detection of target nucleic acids prepared by a mRNA amplification from the sample, by a detection of (the amplified) target nucleic acids from the sample, by a quantitative PCR, (preferably a qRT PCR) , by a detection of corresponding target proteins or their fragments through specific binding with corresponding capture antibodies or similar capture molecules (nanobodies, specific Hypervariable portions of antibodies, etc) , preferably such detection of target proteins is obtained in patient blood or in breast cancer epithelial cells enriched from patient blood. [0030] Advantageously, in the method according to the invention, the detected target genes or proteins are selected from the group consisting of more than 3 genes (9,

10 or 15) or corresponding proteins of the genes presented in Table 2a, Table 2b or Table 4 or genes involved in PI3K/AKT pathway activation.

[0031] Advantageously, these genes are present in two groups: a group 1 comprising RPL 23A, OR7E156P, RPL14, FGFR2, PFN2, IER31P1, ELA2A, ACAA2 , ORCL, GTPBP4, MYC, HBXIP, COXIl, MGC39900, FSB, RAD54B, GABARAPL2, IRS2, IGSFK4B, E2F5, CEP63, TXN, DPH5, RANBPl, FAM53C, CREN, ATP6VOE, RPL17, GTPBP4, ARPP19, GCSH, MNATl, DHRS3, UBE2EA, DRGl, RANBP5, TMEM5, POLG2, AKAP8L, SIPl, C10ORF22, NGNBAL (the first group of these genes being under expressed in PIK3CA mutated subjects) and a second group comprising CST4, SCGB2A2, NOTCH2, SEPT6, PYK3R3, VPS37B, TNIK, NFYC, GOLPH2, RNFlO, ARHGDIB, PTGDR, GALNT2, SPTLC2, SCGDAD2, NKTR, ASCC3L1, TMEM51, CARD15, CSFA, CKAP4, PITXA, UBR2 , SWAP70, ZDHHC14, RBM16, NPAC, SLC17A5, CYP4A11, SlOOAIl, MBIP, NPAK2 (these genes of the second group being over expressed in PIK3CA mutated subjects) . [0032] In the method according to the invention, the sample could be obtained by various techniques, preferably by biopsy, more preferably by a minimally invasive technique or selected from core biopsy, excisional biopsy, ductal lavage simple, a fine needle aspiration sample or from cells micro dissected from the sample. [0033] Another aspect of the present invention is related to a set of capture nucleotide sequences comprising one or more strand (s) of sufficient length of about 15 to about 250 or more nucleotides for obtaining an efficient and specific hybridization of corresponding target nucleotide sequences (RNA sequences) of human mutated

PIK3CA/AKT-1 sequences or sequences involved in PI3K/AKT pathway activation, especially one or more sequence (s) of

Table 2a, Table 2b or Table 4 or capture molecules

(antibodies, etc) that may bind specifically these

corresponding target proteins, wherein at least a portion of this set is hybridized to nucleotides quantitatively amplified from RNA sequences of breast cells. [0034] Advantageously, the set of capture nucleotide sequences or capture molecules that may bind the proteins is immobilised on a solid support surface as a microarray. [0035] Preferably, (specific) hybridisation between capture and target sequences is obtained under stringent conditions (under conditions well-known to the person skilled in the art, for instance, the one described by SAMBROOK ET AL) which provides sufficient binding efficiency of the target sequences on their specific capture probes to the detected with no or very low, preferably lower than 5% and even lower than 1%, cross-hybridization on non-related target capture probes.

[0036] Advantageously, the hybridized target nucleotide sequences are previously amplified from RNA sequences of breast cells. [0037] Advantageously, the breast tumour cell is ER+ (BC) or HER2+ tumour cells.

[0038] A further aspect of the present invention is related to this set, wherein the mutated genes comprise mutation (s) in the PIK3CA mutated sequences are PIK3CA mutations selected from a group consisting of A3140G, A3150T in EXON20 of the genomic DNA and/or G1633A, G1624A or G1634A in EXON9 of the genomic DNA and corresponding nucleotide of messenger RNA sequence.

[0039] More preferably, the set according to the invention comprises more than 3, 5, 10, 15 or all the sequences selected from the group consisting of the sequences above-described and present in a Table 2a, Table 2b or Table 4.

[0040] Advantageously, the set according to the invention may also further comprise one or more genes

selected from the group consisting of IL17BR (55540), CHDH (55349), QPRT (23475), HOXB13 (10481) genes wherein over expression of IL17BR and/or CHDH sequences and/or under expression of QPRT and/or HOXN13 sequences are negative prognosis of selective oestrogen receptor modulator SERM treatment of oestrogen receptor positive patient. [0041] Another aspect of the invention is identifying a subgroup of Her2 positive breast cancer (patients) having the signature of mutated PIK3CA (preferably identified by the method of the invention) , that would benefit from anti oestrogen treatment [0042] Another aspect of the invention is therefore anti oestrogen for use in the treatment of Her2 positive breast cancer (patients) having the signature of mutated PIK3CA and being preferably identified by the method of the invention .

[0043] Another aspect of the invention is anti oestrogen for use in the treatment of ER positive, luminal B breast cancer (patients) having the signature of mutated PIK3CA.

[0044] The method and kit according to the invention could be also combined with one or more detection method, kit and tools already described in the state of the art especially in the document WO 2006/119593, especially prognostic means (signature) or gene list (gene set) which could be used for an efficient prognosis (prognostic) of cancer in ER+ patient, but also possibly in ER- patient such as the one described by WANG ET AL. (2005), LANCET 365, page 671-679, VAN 'T VEER ET AL. (2002), Nature 415, pages 530-536, PAIK ET AL. (2004) New ENGL. J. MED.351, pages 2817-2826, TESCHENDORF ET AL . (2006) . Genome Biol. 7, RlOl 206, VAN DE VIJVER ET AL . (2002) New ENGL. J. MED. 347, pages 1999-2009, PEROU ET AL. (2000) Nature, 406, pages 747- 752, SOTIRIOU ET AL (2003) PNAS 100, pages 10393-10398,

SORLIE ET AL. (2001) PNAS 98, pages 10869-10874, MILLER ET AL.

(2005) PNAS 102, pages 13550-13555, NADERI ET AL. (2007)

Oncogene 26, pages 1959-1970, PAIR ET AL. (2006) J. Clin.

Oncol. 24, pages 3726-3734, SOTIRIOU ET AL. (2006) J. Natl. Cancer Inst. , 98, pages 262-272, CHANG ET AL. (2004) PLOS

BIOL 2 : E7, SORLIE ET AL . (2003) PNAS 100, pages 8418-8423,

IvsHiNA ET AL. (2006) Cancer Res. 66, pages 10292-10301,

PAWITAN ET AL. , (2005) Breast Cancer Res ; 7 : R953-964,

FARMER ET AL. (2005) Oncogene 24, pages 4660-4671, WHITFIELD ET AL. (2006) Nat. Rev. Cancer 6, pages 99-106,

HTTP: //genome-www. Stanford. edu/breast . cancer/mopo . clinical/dataset. shtml and the expression profiling protein used in breast cancer as described in document WO2005/071419, the expression profiling protein/gene described in the document WO2005/021788. The set of the invention may also comprise or consist of capture nucleotide sequences or capture molecules that can bind specifically the proteins encoded by these genes of these nucleotide or proteins sets. [0045] Another aspect of the present invention is related to a kit or device, preferably a computerised system comprising a bioassay module configured for detecting gene expression (or protein synthesis) from a tumour sample which is based upon the genes set including molecules that bind specifically the proteins encoded by these genes set according to the invention and a processor module configured to calculate expression (over or under expression) of these genes and/or synthesis of corresponding encoded proteins and to generate a clinical outcome, preferably a survival outcome and a risk assessment for a tumour sample (risk assessment to develop a malignant tumour) or susceptibility that a patient from which this tumour sample has been obtained could be treated by efficient therapeutic treatment, especially a treatment based upon the administration of an anti oestrogen,

preferably tamoxifen. Advantageously, the generated set of genes (and proteins) according to the invention may also provide a detection of tumour correlated with a Herceptin

(Trastuzumab Genentech, California USA) resistance in HER2 tumour samples. Therefore, the method of the invention could be used in patients presenting a HER2 subtype combined with this resistance for selecting an appropriate treatment that is not based upon administration of

Herceptin to the patient [0046] The inventors have measured that the signature of the invention (mutated signature of PIK3CA and/or Akt) predicts for a better outcome of anti-oestrogen treatments of BC patients. [0047] The inventors have measured that the signature of the invention (mutated signature of PIK3CA and/or Akt) predicts for a better outcome of anti-oestrogen treatments in luminal B BC patients.

[0048] The inventors have measured that luminal B BC patients having the mutated PIK3CA and/or Akt signature according to the invention benefit from anti-oestrogen treatments .

[0049] Surprisingly, the inventors have observed that the mutated signature of PIK3CA and/or Akt in ER+ and HER2+ BC patients predicts for a better outcome. [0050] Surprisingly, the inventors have observed that the mutated signature of PIK3CA and/or Akt in ER+

(including for luminal B patients) and HER2 positive BC patients predicts for a better response to anti oestrogens, possibly in addition for Her2 positive BC patients of anti HER2 drugs, such as Herceptin (trastuzumab) .

[0051] The inventors have therefore treated with anti oestrogen BC patients with the PIK3CA mutated signature identified according to the method of the invention .

[0052] The BC patients (with the PIK3CA mutated signature) treated (according to the invention) with anti oestrogen are ER positive.

[0053] The BC patients (with the PIK3CA mutated signature) treated (according to the invention) with anti oestrogen are luminal B ER positive.

[0054] The BC (with the PIK3CA mutated signature) treated (according to the invention) with anti oestrogen are Her2 positive. [0055] Conversely, the inventors have observed that chemotherapy is less effective in BC patients having the gene signature of mutated PIK3CA and/or Akt, according to the present invention. [0056] The inventors have further observed that radiotherapy is less effective in BC patients having the gene signature of mutated PIK3CA and/or Akt, according to the present invention.

[0057] The inventors have further observed that PI3kinase/AKT/mTOR pathway inhibitors are less effective in BC patients having the gene signature of mutated PIK3CA and/or Akt, according to the present invention. [0058] The method, gene (protein) set and kit (or tools) according to the invention could be also used for selecting an adequate therapeutic treatment to get apply to the patient from which the tumour sample has been obtained, especially selecting an appropriate dose and/or schedule of chemo-therapeutic and/or bio-pharmaceutical and/or targeted agent . This treatment could be based upon administration of anti oestrogens, taxanes, anthracyclines, CHOP or other drugs like velcade, fluorouracil, uracil, vinblastine, gemcitabine, methotrexate, goserelin, irinotecan, thiotepa, topotecan, toremifene, anti-EGFR, anti-HER2/neu, anti-VEGF,

RTK-inhibitor, anti-VEGFR, GRH, anti-EGFR/VEGF, HER2/neu, EGF-R or anti-HER2.

[0059] The method, set and kit according to the invention could be also used in combination with a method for controlling the efficiency of the treated method or an active compound in cancer therapy. Indeed, the method, set and kit (or tools) according to the invention that apply for an efficient prognostic of cancer in various breast cancer types could also be used for an efficient monitoring of the treatment applying to the patient suffering from this cancer.

[0060] The method according to the invention may require a first prognostic step which is applied to the patient before submitting the patient to a treatment or to a second diagnosis step following this treatment.

[0061] This method could be applied several times

(two time, three times, four times, five times, etc) to the mammal subject (human patient) during the treatment or during the monitoring of the treatment several weeks (one week, two weeks, three weeks, four weeks, etc) or months (one month, two months, three months, etc) after the end of the treatment to reveal if a modification of gene expression or protein synthesis in a sample subject is obtained following the treatment.

Detailed description of the invention Figure legends

Figure 1 shows that there was no correlation between PIK3CA mutations and the luminal subtypes defined using the GG values, evidencing that PIK3CA mutations are not associated with either molecular ER-positive subtypes. In contrast, the inventors did surprisingly find an association between the expression levels of the associated

PI3K mutation signature and the molecular subtypes. Indeed, higher levels of PI3K associated mutation signature were associated with the HER2 and luminal A low proliferate subtypes .

Figure 2 presents a Kaplan-Meier analysis revealed that PIK3CA mutations were surprisingly not significantly associated with a better or worse prognosis compared with those tumours without a mutation. Analyses of exon 9 and 20 mutations separately did not change this result. Univariate survival analysis confirmed no significant correlation between PIK3CA mutations and prognosis.

Figure 3 shows surprisingly that higher expression levels of the PIK3CA signature were associated with statistically better clinical outcome when tamoxifen only treated patient were considered.

Figure 4 shows the association between the expression levels of the PIK3CA signature and clinical outcome was better evidenced within the highly proliferative high risk luminal B tumours. Tumours with higher expression levels of the signature benefit better from tamoxifen than those with lower expression levels.

Figure 5 presents results that are similar in the breast cancer patients who had received no systemic treatment and that the group of patients with higher expression levels of the PIK3CA mutation signature had better clinical outcome than those with lower expression levels as shown by this KM curve analysis.

Figure 6 shows the association between the expression levels of the PIK3CA signature and clinical outcome was only seen within the highly proliferative high risk luminal B tumours. Surprisingly, tumours with higher expression levels of the signature showed better clinical outcome than with lower expression levels.

Materials and Methods

Tumour samples screened for mutation status [0062] Primary breast cancer tumour samples from a previously described "tamoxifen-only treated" data set

(Loi, 2007; J. Clin Oncol., 25, 1239-46;) were collected for DNA extraction and mutation analysis. The inventors obtained DNA from 173 samples for PIK3CA mutation sequencing and from 131 samples for AKTl mutation analysis. The median follow-up of these samples was 9.0 yrs (range: 8.2-9.8yrs), with 45 (28%) distant metastatic events.

Screening for mutations PIK3CA

[0063] The vast majority (>85%) of PIK3CA mutations reported in human breast cancers are missense mutations clustering in exons 9 (E545K) and 20 (H1047R) . (SAAL, 2005) These exons we screened for mutations using single strand conformation polymorphism (SSCP) . The PIK3CA primer sets are as follows: Exon 9:

Forward: { 6FAM} TGAAAATGTATTTGCTTTTTCTGT; SEQ ID N° 3 Reverse: { VIC} TGTAAATTCTGCTTTATTTATTCC; SEQ ID N° 4 Exon 20:

Forward: {NED} TCCAAACTGACCAAACTGTTCTT; SEQ ID N° 5

Reverse: { PE } TCCAGAGTGAGCTTTCATTTTCTC . SEQ ID N° 6

Primers labeled with 5' fluorescence (Applied Biosystems) . PCR was carried out with 10 ng of genomic DNA in a reaction

volume of 10 μL, with the inclusion of 0.25 units Hot Star

TaqDNA polymerase (QIAGEN, Valencia, CA) . After an initial denaturation step of 95°C for 10 minutes, a "touch-down" program was used consisting of 2 cycles of amplification at annealing temperatures of 63°C to 59°C; followed by 30 amplification cycles at an annealing temperature of 58°C and a final extension cycle of 72°C for 5 minutes. Samples were prepared for single-strand conformational polymorphism

(SSCP) analysis using the ABI-3130 automated capillary sequencer. The sample, size standard and Hi-Di™ Formamide was mixed in each well of sample plate. The PCR-product was denatured for 3 minutes at 95°C and then cooled on ice for 2 minutes to avoid re-annealing of the complementary strands before being run using the Genemapper fragment analysis module on ABI 3130 genetic analyzer. Labelled fragments are visualized on an Applied Biosystems DNA analyzer. The genescan LIZ® size standard was used in all samples as an internal ladder to align data from different capillaries and eliminate capillary-to-capillary or run-to- run variability. Cases showing aberrant peak shifts by SSCP were reamplified and sequenced directly with the BigDye terminator method (Applied Biosystems; Warrington, United Kingdom or Forster City, CA) on an auto sequencer (ABI PRISM 3100) .

AKTl

[0064] The mutation screening for AKTl exon 4 was carried by High-Resolution Melting (HRM) analysis. These exons were screened for mutations using capillary electrophoresis single strand conformation polymorphism (CESSCP)

The AKTl primer sets are as follows:

Exon 4 Forward: AGGGTCTGACCCCTAGAGATG SEQ ID N° 1

Reverse: AGAGGGCTCCAGCCAACC SEQ ID N° 2

[0065] PCR was carried out with 15ng of genomic DNA in a reaction volume of 10μL, including 5μL of the High- Resolution Melting Master (Roche) for amplification and detection of heteroduplex regions in PCR amplicons. The High-resolution melting master contains a dye, ResoLight that enables detection of double-stranded DNA by fluorescence, monitoring formation of amplicons during PCR cycling, and melt curve analysis. Samples were carried out in duplicate, in a 96-well plate. After an initial denaturation step of 95°C for 15 minutes, a touch-down program was used consisting of 2 cycles of amplification at annealing temperatures of 63°C to 59°C; followed by 55 amplification cycles at an annealing temperature of 58°C and a final Melt from 70 0 C to 95°C. PCR cycling and HRM analysis was performed on the Light Cycler 480 (Roche Diagnostics; F. Hoffmann-La Roche Ltd.) . LightCycler480 Software (vl .3.0.0705) was used to analyse results. Samples with variations in DNA sequence are distinguished by discrepancies in melting curve shape. Samples showing deviations in melt curve were treated with ExoSapIT (GE Healthcare, Buckinghamshire, England) according to the manufacturer's instructions and sequenced directly with the BigDye terminator method (Applied Biosystems; Warrington, United Kingdom or Forster City, CA) on an auto sequencer (ABI PRISM 3100) .

Microarray analysis

[0066] Part of the tamoxifen-treated dataset has previously been described (Loi, 2007) . Another 77 primary breast cancer samples also treated with tamoxifen monotherapy with corresponding Affymetrix gene expression data was also used for the survival analysis.

[0067] For the survival analysis using breast cancer samples which had received no systemic treatment (hereby

referred to as the "untreated" dataset) , gene expression data was used from datasets described in DESMEDT ET AL., 2007, Clin Cancer Res., 13, 3207-14; WANG ET AL., 2005 and

VAN DE VlJVER ET AL . , 2002. [0068] The inventors used the normalized data (Iog2 intensity in single-channel platforms or Iog2 ratio in dual-channel platforms) as published by the original studies. Hybridization probes were mapped to Entrez GenelD. When multiple probes were mapped to the same GenelD, the one with the highest variance in a particular dataset was selected to represent the GenelD.

[0069] Data analyses between performed using BRB ArrayTools version 3.5 developed by Dr. Richard Simon and Amy Peng Lam (http://linus.nci.nih.gov/BRB- ArrayTools.html) . Differential gene expression between PIK3CA mutation carriers versus non-mutation carriers was performed using the "class comparison" tool. A two sample t- test was used at a significance value of 0.001 and statistical significance of the gene expression profiles between the classes was tested by 1000 permutations of the class labels. For this analysis, of the 173 sequenced for PIK3CA mutations, 161 had corresponding microarray data. Only those samples with exon 20 mutations were used in the class comparison analysis. [0070] The inventors have developed an index called the PIK3CA index that could measure the similarity between the expression profile of any given tumour sample and the PI3K/AKT pathway activation by breast cancers with a PIK3CA mutation. The signature score is the sum of the expression of the genes up-regulated in the mutated tumours minus the sum of the expression of the genes up-regulated in the wild type tumours .

PIK3CA index: ^P j£N

where P is the set of genes up-regulated in the mutated tumours and N is the set of genes up-regulated in the wild type tumours .

The weight of the genes was either +1 or -1 depending on their association with PIK3CA mutation status. As a result, the index was not optimized to specifically identify mutation positive samples. Advantageously, no clinical outcome data was used to identify the genes used in the PIK3CA index hence the inventors were able to use the tamoxifen-treated dataset for the survival analyses.

Interaction networks and functional analysis [0071] Gene oncology and gene interaction analyses were carried out using Ingenuity Pathways Analysis (IPA) version 3.0 (http://www.ingenuity.com) . The gene lists containing the Affymetrix probe, as well as the fold change was inputted into IPA and mapped to the corresponding gene object in the database. These focus genes were then used to generate the networks based on the curated list of molecular interactions in the IPA database. Significance of enrichment is determined by a right-tailed Fisher' s exact test, using a list of all the genes on the array as a reference set.

Statistical analysis

[0072] Statistical analysis was performed using the SPSS statistical software package (SPSS Inc. Chicago, IL) version 13.0. The chi-square test was used to evaluate for possible associations between mutation status and the various clinico-pathological factors. In the univariate and

multivariate Cox regression, the histologic grade (grade 1 and. 2 vs. 3), tumour size (≤ 2cm vs. >2cm) , nodal status

(positive vs. negative) and age (≤50 vs. >50yrs) were treated as binary variables. The PIK3CA gene signature was treated as a continuous variable. Survival outcomes were also estimated with the Kaplan-Meier method and compared using the log-rank statistic. The PIK3CA gene signature was dichotomized to form two groups for the illustration by

Kaplan-Meier survival curves using a cut-off at 66:33% as survival of PIK3CA-GS highest two tertiles of dataset were similar. The group with the higher and lower expression of the PIK3CA-GS is referred to as "mt-like" and "wt-like" respectively.

Breast cancer molecular subgroups were defined using a previously reported method of WIRAPATI ET AL, 2008, Breast cancer cell, 10, R65. The gene expression grade index (GGI) was used as a quantification of the expression of proliferation genes (SOTIRIOU ET AL, 2006) . For ER+ BC subtypes, proliferation expression was used to classify tumours representing the luminal-A and-B molecular subgroups described by PEROU ET AL., 2000, into luminal low- risk and luminal high-risk subgroups respectively (Loi, 2007) .

Results

Frequency and location of mutations

[0073] Mutational analysis of the PIK3CA gene was performed in 173 primary ER+BCs . A total of 46 mutations were found (26%) . The majority (71%) of these mutations were located on exon 20. One sample had mutations in both exon 9 and 20. Twenty-nine (91%) of mutations on exon 20 were H1047R substitutions, its high frequency consistent with previous reports (Table 1) . Five AKTl mutations were found in the 131 samples that were able to be tested

(3.8%) . All 5 mutations were E17K substitutions, were found in PIK3CA wild type samples.

Mutations and correlation with clinico-pathological features

[0074] There were no significant correlations between PIK3CA mutations and other important clinico- pathologic features, except a borderline association with tumour size (p=0.057) (Table 1) . Similarly, AKTl mutations were not associated with any clinical factors, though the small numbers make this result difficult to interpret.

Kaplan-Meier analysis revealed that mutations of PIK3CA

(Figure 2), AKTl or both were not significantly correlated with prognosis compared with those tumours without a mutation. PIK3CA exon 9 and 20 mutations were examined combined and separately and results were similar. Univariate survival analysis confirmed no significant correlation between both mutations and prognosis. There was no correlation between either mutation and gene expression grade (GGI) values, suggesting that these mutations are not associated with a particular ER+ molecular subtype. There was no significant association with PIK3CA mutation and ERBB2 or PTEN over expression (p=0.4 and 0.1 respectively) .

Microarray analysis

[0075] The lack of correlation of PIK3CA mutations with prognosis with other studies may be due to the unique features of this patient dataset (all ER+ tumours) , or that PIK3CA mutations may predict favourably for tamoxifen treatment. Another possibility is that PIK3CA mutations alone are not prognostic in breast cancer but may need to interact with other genetic changes in cancer cells to affect prognosis or other properties of the cancer cells. The corresponding gene expression data was therefore

examined with the aim to gain further insight into the biology of activation of the PI3K/AKT pathway through PIK3CA mutations in ER+BC .

PIK3CA mutation-positive associated differential gene expression signature and interaction networks [0076] Firstly, those breast cancers harboring PIK3CA exon 20 mutations with available transcriptional profiles (n=28) were compared to wild type samples (n=120) . Using a supervised analysis, 81 probe sets were found to be significantly differentially expressed at the nominated t- test level (see Table 2a or the refined tables 2b and Table 4; the genes of Tables 2b and of table 4 are the most suitable genes selected from the Table 2a) . The statistical significance of the class label permutation was significant at a p value of 0.03, confirming that the gene expression profiles were significantly different between classes. Results were similar if all mutation samples (exon 9 and 20) were used. [0077] The molecular interactions of these differentially expressed genes were examined using Ingenuity Pathways Analysis (IPA) . According to Ingenuity Pathways Analysis (IPA), the top canonical pathway was insulin receptor signalling (p=0.002) and the top function was protein synthesis (p=0.0005)

Overall, these data were consistent with the notion that the PI3K pathway is activated by PIK3CA mutations and PIK3CA mutations in breast cancer are associated with a distinct molecular profile.

Activation of the PI3K/AKT pathway due to PIK3CA mutations predicts outcome of ER+BC treated with adjuvant tamoxifen . [0078] As the molecular profile of the breast cancer samples with a PIK3CA mutation seemed to represent

activation of the PI3K/AKT pathway, the inventors went on to create an index using the 81 differentially expressed genes that would be able to quantify the extent of activation of the pathway in a given tumour sample. In this way, the inventors were able to encapsulate clinically relevant activation of this pathway through other mechanisms as well as PIK3CA mutations.

[0079] The inventors further found the gene signature (of the 81, the 65 or of the 38 genes differentially expressed) corresponding to mutated PIK3CA and/or AKT in (PIK3CA and/or AKT) wt patients and conclude that the mutated signature they evidenced represents a more physiological read out than the qualitative identification of a mutation in PIK3CA and/or AKT gene(s) . [0080] Firstly, the inventors looked at correlation between the PIK3CA mutated signature and subtypes of cancers .

[0081] The inventors found no correlation with luminal status of ER+ Breast cancers (Figure 1) . [0082] The inventors found a positive correlation between Her2 positive status and PIK3CA mutated signature (Figure 1) .

[0083] The inventors looked at prognostic ability of PIK3CA index in the dataset of ER+, (HER2-negative) tamoxifen-treated patients. Surprisingly, an increasing expression level of index was associated with a significantly better outcome in these patients (log rank p value: 0.004- Figure 3) . These results were similar in the 405 available patient samples which had not received any systemic treatment (p value: 0.04- Figure 5) . The inventors then went on to look at the relevance of PI3K/AKT activation in the 2 molecular subtypes of ER+BC. Interestingly, in the tamoxifen-treated group, the PIK3CA index was able to separate the luminal-B, but not the

luminal-A group of breast cancers into two prognostically distinct groups (p=0.02; Figure 6) . This phenomenon was also observed in the untreated dataset (Figure 4) . However, it noteworthy that in the tamoxifen dataset, the outcome of the luminal-B group treated with tamoxifen with high expression of the PIK3CA index (Figure 6) seemed to nearly approximate the survival curves of the luminal-A tumours for the first 5 years, suggesting that tamoxifen may, in fact, have a beneficial effect on outcome in this subgroup. Overall, these data suggest that the high expression of the PIK3CA mutation index and hence increased activation of the PI3K/AKT pathway through PIK3CA mutations may predict favourably for tamoxifen treatment in the luminal-B, highly proliferative ER+BCs . [0084] Univariate and multivariate analyses confirmed that the PIK3CA index was able to provide independent prognostic information the tamoxifen dataset (Table 3) [0085] The inventors further looked at the response of Her2 positive BC patients treated with tamoxifen and observed that the Her2 positive BC patients having the mutated PIK3CA signature responded better to tamoxifen than the other Her2 positive patients. [0086] The inventors conclude that anti oestrogen treatments may be useful for Her2 positive BC patients having the mutated PIK3CA signature.

[0087] The overall incidence of PIK3CA mutations found in this current study is within the range of the four other reported large studies on PIK3CA mutations in breast cancer, even though the analysis of the PIK3CA gene in this study was restricted to exons 9 and 20 only. In contrast to other studies, the majority of mutations found were located on exon 20. This is most likely, because almost all of the breast cancers in this data set were invasive ductal

carcinomas, consistent with previous observations that exon 9 mutations are more common in invasive lobular carcinoma. The incidence of PIK3CA mutations observed to date makes it one of the commonest genetic alterations in breast cancer. [0088] This study, similar to others, did not find a particular association of PIK3CA mutations with breast cancer clinico-pathological characteristics (Table 1) . The only consistent finding thus far has been the association between PIK3CA mutations and a positive ER status. [0089] The inventors report here for the first time the incidence and clinical outcome of AKTl PHD mutations in ER+BC treated with adjuvant tamoxifen monotherapy. AKTl PHD mutations have been reported to activate the PI3K/AKT pathway. The incidence here was lower than previously reported (3.8% vs. 8%), which makes the results from further analyses difficult to interpret. Interestingly, all AKTl mutations occurred in PIK3CA wild type samples. However, neither PIK3CA and/or AKTl PHD mutations per se were associated with prognosis in our ER+BC dataset. These data does not support a recent study which reported that in breast cancer, PIK3CA mutations located on exon 9 conveyed a worse prognosis that those located on exon 20, though the incidence of exon 9 mutations here was less. Given the conflicting data in the literature and the low incidence of AKTl mutations, it seems it may be impossible to use PIK3CA and AKTl mutation status alone to predict prognosis and treatment response. AKTl PHD mutations may even predict for a favourable prognosis given that cell line and animal models suggest that unlike AKT2, AKTl does not influence invasion and metastases.

[0090] However, the PI3K/AKT pathway is complex, impacting on multiple areas of cell physiology, hence activation of the pathway by different mechanisms is likely to trigger different cellular functions. Using the

corresponding gene expression data, the inventors were able to identify a molecular profile from PIK3CA mutation positive breast cancers. The inventors then used the 81 genes to form an index that could quantify the level of PI3K/AKT pathway activation of a given tumour similar to that triggered by a PIK3CA mutation. Interestingly, the inventors found that in ER+BC, high expression of the index, or activation of the PI3K/AKT pathway seemed to predict for a better outcome and also a beneficial effect from tamoxifen treatment. This finding was most impressive in the luminal-B subgroup, which normally has a poor prognosis compared with the luminal-A subgroup. The index was relevant to tumour samples that were negative for PIK3CA mutations, implying that those tumours with high expression of the PIK3CA signature had clinically relevant PI3K/AKT pathway deregulation through some other mechanism. The PIK3CA signature could therefore be a better indicator of pathway dysfunction than mutation status per se. [0091] Given the multiple levels of molecular interactions in the PI3K/AKT pathway, it is not inconceivable that different activators of the pathway will be associated with different transcriptional profiles and clinical outcomes. [0092] In cell lines, PIK3CA mutant lines including MCF7 and T47D, were found to be more sensitive to tamoxifen than PIK3CA normal lines. These results may be extremely significant for the luminal-B subtype as it could identify which tumours may benefit from endocrine therapy and which tumours will require other treatments to alter its poor prognosis. It will also be important in the future to determine whether the PIK3CA gene set can predict response to PI3K inhibitors.

[0093] The inventors report that PIK3CA mutations and for the first time, AKTl mutations do not correlate

with prognosis in a large cohort of ER+BCs treated with adjuvant tamoxifen monotherapy. The inventors propose a gene signature that may identify those ER+BCs with clinically relevant activation of the PI3K/AKT pathway, and identify those breast cancers that respond favourably to tamoxifen. These findings may be particularly significant for the luminal-B ER+ subgroup and may provide useful stratification in future clinical trials evaluating endocrine therapy in ER+BC .

Table 1

(A)

(B)

Note 1) all 173 BC samples were ER+; 2) for some samples, values were missing; 3) for those samples whose gene expression data (n=161) were available, 41 samples had PIK3CA mutations. * see reference Loi ET AL, 2007.

Table 2a

WT: wild type; FDR: false discovery rate

Table 2b

Table 3

(A) Factor Univariate HR P value Multivariate HR* P value

Age 1 .8 (0.6-5.7) 0.3

Tumor size 2.9 (1 .6-5.0) 0.0002 3.2 (1 .3-8.7) 0.01

Nodal status 2.1 (1 .2-3.5) 0.0004 0.9 (0.4-2.3) 0.9

Histologic grade λ 1.8 (1.1-2.6) 0.005

PIK3CA mutation 0.6 (0.3-1.4) 0.26

PIK3CA index 0.4 (0.3-0.7) 0.01 0.5 (0.3-0.8) 0.01

Luminal B vs A 2.2 (1.6-3.0) 0.0000004 2.2 (1 .3-3.7) 0.004 subtype#

* Only those factors significant in the Univariate analysis were used in the multivariate model.

λ histologic grade was not used in the multivariate model has highly correlated to the gene expression grade index (GGI)

# as defined by the GGI (see Loi ET AL; 2007)

HR: hazard ratio Total patient samples: 305

(B)

Factor Univariate HR P value Multivariate HR

Age 0. .9 (0. .6-1 .6) 0. 8

Tumor size 1. .7 (1. .1-2 .8) 0. 03

Nodal status 1. .0 (0. .4-2 7) 0. 1

Histologic grade λ 4. .2 (2. .2-7 .8) 0. 00000007

PIK3CA index 0. .7(0.; 5-0.! 9) 0. 03

Luminal B vs A 3. .0 (1. .9-4 .6) 0. 0000006 subtype#

*Only those factors significant in the Univariate analysis were used in the multivariate model.

λ histologic grade was not used in the multivariate model has highly correlated to the gene expression grade index (GGI) # as defined by the GGI (see Loi ET AL; 2007) HR: hazard ratio Total patient samples: 425

Table 4: Preferred genes associated with PIK3CA mutation

ADO is also mentioned as C10orf22; GOLM1 is also mentioned as GOLPH2.