| Literature DB >> 26279627 |
Rachel E Ellsworth1, Allyson L Toro2, Heather L Blackburn2, Alisha Decewicz2, Brenda Deyarmin2, Kimberly A Mamula2, Nicholas S Costantino2, Jeffrey A Hooke3, Craig D Shriver3, Darrell L Ellsworth2.
Abstract
Molecular heterogeneity within primary breast carcinomas and among axillary lymph node (LN) metastases may impact diagnosis and confound treatment. In this study, we used short tandem repeated sequences to assess genomic heterogeneity and to determine hereditary relationships among primary tumor areas and regional metastases from 30 breast cancer patients. We found that primary carcinomas were genetically heterogeneous and sampling multiple areas was necessary to adequately assess genomic variability. LN metastases appeared to originate at different time periods during disease progression from different sites of the primary tumor and the extent of genomic divergence among regional metastases was associated with a less favorable patient outcome (P = 0.009). In conclusion, metastasis is a complex process influenced by primary tumor heterogeneity and variability in the timing of dissemination. Genomic variation in primary breast tumors and regional metastases may negatively impact clinical diagnostics and contribute to therapeutic resistance.Entities:
Keywords: allelic imbalance; axillary lymph nodes; breast cancer; intratumor heterogeneity; metastasis
Year: 2015 PMID: 26279627 PMCID: PMC4511091 DOI: 10.4137/CGM.S29490
Source DB: PubMed Journal: Cancer Growth Metastasis ISSN: 1179-0644
Figure 1(A) Hematoxylin and eosin stained tissue sections from a representative patient showing areas of the primary breast tumor (T) microdissected to assess genomic changes. Areas of invasive carcinoma are outlined in green. (B) Most parsimonious phylogenetic tree depicting hereditary relationships among areas of the primary breast carcinoma (T) and axillary LN metastases from the same patient shown above in panel “A” based on patterns of genomic changes assessed by AI.
Short tandem repeated sequences used to assess genomic heterogeneity in primary breast carcinomas and axillary lymph node metastases.
| MARKER | MAP LOCATION | FORWARD PRIMER | REVERSE PRIMER | AI FREQUENCY IN PRIMARY TUMOR | AI FREQUENCY IN LN METASTASES |
|---|---|---|---|---|---|
| D1S468 | 1p36.32 | AATTAACCGTTTTGGTCCT | GCGACACACACTTCCC | 0.17 | 0.08 |
| D1S434 | 1p36.22 | AGCTAATTTACATTACCCAAAAAGA | GCAGGTGGCACAGTGA | 0.05 | 0.03 |
| D2S112 | 2q21.2 | GAGTGGCGGTGAGAAGGTAT | AGCCATTGCTATCTTTGAGG | 0.04 | 0.06 |
| D2S2188 | 2q31.1 | GGAGTCAACCTAGTGCCTATT | CATCCAGCCAGGATTC | 0.03 | 0.02 |
| D3S1581 | 3p21.31 | CAGAACTGCCAAACCA | GGGTAACAGGAGCGAG | 0.13 | 0.08 |
| D3S1566 | 3p13 | GCTGCTGAAGCACCAAATC | CTCGTTGGAAATCATTCTGAGG | 0.16 | 0.14 |
| D5S433 | 5q21.2 | TGTAAGACATACTCTCTATCACCC | TCAGACATCCATCTGTGTG | 0.19 | 0.10 |
| D5S2084 | 5q21.3 | AGCTGCTTACCACGAATGTC | TCAGACTTTGAGCCCTGCTA | 0.19 | 0.12 |
| D6S462 | 6q15 | GTGACATCATAGGGAGGCTG | ACTGGAGTTGGGGGACAT | 0.06 | 0.02 |
| D6S1671 | 6q16.2 | TTTGGTCAATTTCAATCTGTAG | ATCCTCCAGGGGTGCT | 0.09 | 0.08 |
| D6S1698 | 6q21 | TGCAGGTAATTTGACTACCC | ACACCCCTCATATATACTTGAGTGT | 0.20 | 0.07 |
| D6S287 | 6q22.31 | ATATTAGTGCCTTATGCTTCTG | AAATTGGATATTCATGCTTG | 0.08 | 0.07 |
| D6S1577 | 6q25.2 | TGACATTAGGAGGCACTGG | TTAACTTGTCTGGCTGTTTGGAT | 0.12 | 0.16 |
| D6S264 | 6q27 | AGCTGACTTTATGCTGTTCCT | TTTTCCATGCCCTTCTATCA | 0.09 | 0.08 |
| D7S2459 | 7q22.3 | AAGAAGTGCATTGAGACTCC | CCGCCTTAGTAAAACCC | 0.05 | 0.02 |
| D7S530 | 7q32.2 | TGCATTTTAGTGGAGCACAG | CAGGCATTGGGAACTTTG | 0.07 | 0.03 |
| D8S1827 | 8p22 | GACAGAATCATGTGGCCTTT | TTTTGTAAAATGTAAAATTGGCTTT | 0.14 | 0.10 |
| D8S1734 | 8p21.3 | GCTATCCACTTGTCCCAGA | AGCCCAGAAATAAACCCTC | 0.11 | 0.11 |
| D8S1720 | 8q24.21 | GTGCCACCTGCCTGAA | CCACTACCTATTTAGAGAGGCCA | 0.14 | 0.06 |
| D8S256 | 8q24.22 | GTTCAAGGGCTCAGGGTTCT | CTTCCACCTTTAGCCAAGGA | 0.19 | 0.09 |
| D9S171 | 9p21.3 | AGCTAAGTGAACCTCATCTCTGTCT | ACCCTAGCACTGATGGTATAGTCT | 0.09 | 0.04 |
| D9S161 | 9p21.2 | TGCTGCATAACAAATTACCAC | CATGCCTAGACTCCTGATCC | 0.10 | 0.06 |
| D10S1765 | 10q23.31 | ACACTTACATAGTGCTTTCTGCG | CAGCCTCCCAAAGTTGC | 0.12 | 0.09 |
| D10S1709 | 10q24.2 | GTGAGTCCAGAATCACCCC | CAGTGGAATGGCTCATTTG | 0.17 | 0.10 |
| D11S1760 | 11p15.4 | GATCTCAAGTGTTTCCCCAC | AAACGATGTCTGTCCACTCA | 0.09 | 0.04 |
| D11S902 | 11p15.1 | CCCGGCTGTGAATATACTTAATGC | CCCAACAGCAATGGGAAGTT | 0.10 | 0.04 |
| D11S987 | 11q13.2 | ACTCCAGTCTGGGCAATAAAAGC | GGTGGCAGCATGACCTCTAAAG | 0.09 | 0.04 |
| D11S937 | 11q14.1 | CTAATAAACAAATCCCTCTACCTCC | TAGTCAGTCAGGGACCCAAGT | 0.15 | 0.08 |
| D11S4127 | 11q23.3 | ATGAGAAGTGCCATCCAGC | ACTATGCCCAGTGTGTGTGC | 0.14 | 0.14 |
| D11S4094 | 11q24.1 | CTCAAAGAACAGCCAGTCA | GGAGTCGGGGAATTTCTAA | 0.13 | 0.15 |
| D13S1304 | 13q12.13 | ACCAGCCTTTGCTTAGGA | ACATTCTAGTGCTACAGGGTACTC | 0.06 | 0.03 |
| D13S171 | 13q13.1 | CCTACCATTGACACTCTCAG | TAGGGCCATCCATTCT | 0.24 | 0.19 |
| D13S263 | 13q14.11 | CCTGGCCTGTTAGTTTTTATTGTTA | CCCAGTCTTGGGTATGTTTTTA | 0.14 | 0.09 |
| D13S153 | 13q14.2 | AGCATTGTTTCATGTTGGTG | CAGCAGTGAAGGTCTAAGCC | 0.18 | 0.13 |
| D14S1037 | 14q31.3 | TCAATCATGGAAGTTGGCTACC | TGAAGGTGGACCAAAGCATC | 0.18 | 0.07 |
| D14S1054 | 14q32.13 | ACAGTCACGTGGGCCA | GGACCTGGGCATTTATTCTG | 0.17 | 0.10 |
| D16S3136 | 16q12.1 | ATTGCCCTCAAGAACAGC | GTGCTATGCCATCCCAG | 0.09 | 0.17 |
| D16S3066 | 16q22.3 | AGTCAGGACACGATGGTTTG | CCCAGTTCCAATGGCAC | 0.24 | 0.19 |
| D16S3040 | 16q23.2 | TACTCCGGCAAGGACG | GCTGCCTAGCACATGG | 0.13 | 0.05 |
| D16S3091 | 16q23.3 | GGGAGATAGCCTTAAACTTTCTTAC | TGTTGCTAATAACACTAGGCCA | 0.07 | 0.09 |
| D17S831 | 17p13.3 | CGCCTTTCCTCATACTCCAG | GCCAGACGGGACTTGAATTA | 0.16 | 0.05 |
| D17S1828 | 17p13.2 | TGCACTCACAGATTTGCC | TTAAGCCAGTTCGGATTTG | 0.19 | 0.08 |
| D17S1876 | 17p13.2 | AGCTGCTTCTGCAAAGATG | TACAAGTCCTGGGCCAC | 0.22 | 0.15 |
| D17S799 | 17p12 | ATTGCCAGCCGTCAGTT | GACCAGCATATCATTATAGACAAGC | 0.29 | 0.21 |
| D17S927 | 17q12 | TGTCTGACATGACACCCCT | TCCAACCTGAAGGCCAGT | 0.18 | 0.27 |
| D17S1795 | 17q21.33 | AGTGCCAGAGATATACCGTG | GTCTGCAAGGCAAGTTGTC | 0.13 | 0.08 |
| D18S1102 | 18q12.2 | TTTCAGGATTTTGGAGCC | GGAATGACTGCGTCTGTG | 0.02 | 0.01 |
| D18S474 | 18q21.2 | TGGGGTGTTTACCAGCATC | TGGCTTTCAATGTCAGAAGG | 0.07 | 0.02 |
| D22S1163 | 22q12.1 | AAAAATCAAAGGTCAGCCTC | ACAATGTGTGCGTGTGC | 0.16 | 0.12 |
| D22S283 | 22q12.3 | ACCAACCAGCATCATCAT | AGCTCGGGACTTTCTGAG | 0.16 | 0.10 |
| D22S277 | 22q12.3 | TTCTTGTGTGGTAGTCTGGG | TACCNACTCCCCAAACTATG | 0.15 | 0.06 |
| D22S1170 | 22q13.21 | ACCGTTGCCTATATCCA | AGCCCACTCCACAATTT | 0.20 | 0.12 |
Abbreviations: AI, allelic imbalance; LN, lymph node.
Clinical and pathological characteristics of patients.
| PATIENT NO. | AGE AT DIAGNOSIS | ER/PR/HER2 STATUS | STAGE | GRADE | TUMOR SIZE (cm) | NO. TUMOR AREAS STUDIED | NO. POSITIVE LYMPH NODES | NO. LYMPH NODE METASTASES STUDIED | CLINICAL OUTCOME |
|---|---|---|---|---|---|---|---|---|---|
| 6 | 45 | +/+/− | IIA | 2 | 1.8 | 10 | 3 | 3 | NED |
| 4 | 41 | +/+/− | IIB | 1 | 4.1 | 9 | 4 | 3 | NED |
| 1 | 34 | +/+/+ | IIIA | 2 | 3.5 | 9 | 6 | 6 | NED |
| 10 | 49 | +/+/− | IIIA | 1 | 4.2 | 14 | 4 | 4 | NED |
| 14 | 55 | +/+/− | IIIA | 3 | 2.5 | 12 | 14 | 13 | NED |
| 15 | 55 | +/−/− | IIIA | 2 | 9.0 | 6 | 4 | 3 | NED |
| 18 | 62 | −/−/− | IIIA | 3 | 1.2 | 7 | 9 | 5 | DOD |
| 19 | 62 | +/+/− | IIIA | 2 | 2.1 | 6 | 5 | 5 | DOD |
| 23 | 66 | −/−/+ | IIIA | 3 | 1.7 | 11 | 5 | 3 | NED |
| 25 | 69 | +/+/− | IIIA | 2 | 1.8 | 9 | 5 | 5 | NED |
| 29 | 84 | +/+/− | IIIA | 2 | 4.3 | 5 | 8 | 0 | DOC |
| 3 | 37 | +/−/− | IIIC | 3 | 5.6 | 10 | 9 | 7 | NED |
| 5 | 44 | −/−/+ | IIIC | 3 | 1.1 | 12 | 10 | 6 | NED |
| 8 | 47 | +/+/− | IIIC | 2 | 8.0 | 13 | 10 | 6 | NED |
| 9 | 48 | −/−/− | IIIC | 2 | 2.8 | 0 | 19 | 11 | DOD |
| 11 | 50 | +/+/− | IIIC | 1 | 1.6 | 8 | 10 | 9 | NED |
| 12 | 50 | +/+/− | IIIC | 2 | 5.5 | 0 | 27 | 16 | NED |
| 16 | 55 | −/−/+ | IIIC | 3 | 5.8 | 12 | 15 | 0 | NED |
| 22 | 64 | +/+/− | IIIC | 1 | 4.0 | 9 | 26 | 11 | DOD |
| 26 | 73 | +/+/− | IIIC | 1 | 7.0 | 16 | 12 | 10 | DOC |
| 27 | 75 | −/−/− | IIIC | 3 | 5.5 | 7 | 31 | 9 | DOC |
| 28 | 82 | +/+/− | IIIC | 1 | 2.0 | 7 | 15 | 5 | NED |
| 30 | 86 | +/+/− | IIIC | 1 | na | 9 | 10 | 6 | NED |
| 2 | 36 | −/−/− | IV | 3 | 4.0 | 12 | 18 | 7 | DOD |
| 7 | 46 | −/−/− | IV | 3 | 5.1 | 19 | 5 | 5 | DOD |
| 13 | 51 | −/−/+ | IV | 3 | 5.0 | 10 | 18 | 14 | DOD |
| 17 | 61 | +/−/+ | IV | 3 | 9.5 | 0 | 13 | 7 | DOD |
| 20 | 63 | +/+/− | IV | 3 | 4.5 | 11 | 8 | 4 | DOD |
| 21 | 64 | +/+/− | IV | 3 | 3.2 | 11 | 12 | 8 | DOD |
| 24 | 68 | +/−/+ | IV | 2 | 4.0 | 5 | 5 | 5 | DOD |
Abbreviations: ER, estrogen receptor; PR, progesterone receptor; HER2, human epidermal growth factor receptor 2; DOD, deceased of disease; DOC, deceased of other causes; NED, no evidence of disease.
Figure 2Mean percentage of total AI events detectable by randomly sampling areas of primary breast carcinomas. Error bars represent 95% confidence intervals for the mean percentage of AI events detected when sampling the corresponding number of tumor areas.
Figure 3(Top panel) Correlation plots of mean pairwise genetic divergence (D) versus clonal diversity (H) (A) within primary breast tumors and (B) within axillary LN metastases. (Bottom panel) Relationships between (C) genetic divergence (D) and (D) clonal diversity (H) between primary breast carcinomas and axillary LN metastases.
Number of genetically distinct clones, mean pairwise genomic divergence scores (D), and clonal diversity (H) for each patient.
| PATIENT NO. | PRIMARY TUMOR | AXILLARY LN METASTASES | ||||
|---|---|---|---|---|---|---|
| NO. CLONES | NO. CLONES | |||||
| 1 | 9 | 14.7 | 2.2 | 4 | 17.4 | 1.2 |
| 2 | 12 | 11.4 | 2.5 | 7 | 11.2 | 2.0 |
| 3 | 9 | 10.0 | 2.2 | 7 | 10.4 | 2.0 |
| 4 | 7 | 4.2 | 1.9 | 1 | 0.0 | 0.0 |
| 5 | 10 | 6.4 | 2.1 | 4 | 3.0 | 1.1 |
| 6 | 10 | 20.5 | 2.3 | 3 | 13.9 | 1.1 |
| 7 | 19 | 26.1 | 2.9 | 5 | 28.2 | 1.6 |
| 8 | 10 | 7.7 | 2.3 | 3 | 2.8 | 0.9 |
| 9 | na | na | na | 8 | 10.0 | 1.8 |
| 10 | 12 | 9.0 | 2.4 | 1 | 0.0 | 0.0 |
| 11 | 8 | 16.3 | 2.1 | 9 | 16.5 | 2.2 |
| 12 | na | na | na | 11 | 8.0 | 1.9 |
| 13 | 9 | 10.6 | 2.2 | 12 | 16.8 | 2.4 |
| 14 | 12 | 13.4 | 2.5 | 10 | 7.7 | 2.0 |
| 15 | 6 | 9.3 | 1.8 | 3 | 2.9 | 1.1 |
| 16 | 10 | 13.8 | 2.2 | na | na | na |
| 17 | na | na | na | 5 | 9.7 | 1.5 |
| 18 | 7 | 24.8 | 2.0 | 5 | 21.6 | 1.6 |
| 19 | 6 | 13.3 | 1.8 | 5 | 6.2 | 1.6 |
| 20 | 11 | 25.0 | 2.4 | 4 | 21.9 | 1.4 |
| 21 | 11 | 22.4 | 2.4 | 8 | 19.7 | 2.1 |
| 22 | 7 | 5.3 | 1.8 | 1 | 0.0 | 0.0 |
| 23 | 11 | 17.1 | 2.4 | 3 | 4.5 | 1.1 |
| 24 | 5 | 10.1 | 1.6 | 5 | 15.3 | 1.6 |
| 25 | 9 | 12.5 | 2.2 | 5 | 9.1 | 1.4 |
| 26 | 16 | 13.7 | 2.8 | 9 | 9.8 | 2.2 |
| 27 | 7 | 17.5 | 2.0 | 9 | 7.4 | 2.2 |
| 28 | 7 | 14.1 | 2.0 | 5 | 4.4 | 1.0 |
| 29 | 5 | 5.8 | 1.6 | na | na | na |
| 30 | 9 | 25.1 | 2.2 | 6 | 11.4 | 1.8 |
Notes: D, mean pairwise genetic divergence between all primary tumor areas and all regional metastases of a given patient; H, clonal diversity representing the number and abundance of clones within primary tumors and among regional metastases per patient.
Abbreviation: LN, lymph node.
Figure 4Most parsimonious phylogenetic trees from three representative patients depicting hereditary relationships among areas of the primary breast carcinoma (T) and axillary LN metastases based on the patterns of genomic changes assessed by AI.