| Literature DB >> 28359319 |
Suzanne C O'Neill1, Claudine Isaacs2, Filipa Lynce2, Deena Mary Atieh Graham3, Calvin Chao4, Vanessa B Sheppard5, Yingjun Zhou2, Chunfu Liu6, Nandini Selvam7, Marc D Schwartz2, Arnold L Potosky2.
Abstract
BACKGROUND: Aside from chemotherapy utilization, limited data are available on the relationship between gene expression profiling (GEP) testing and breast cancer care. We assessed the relationship between GEP testing and additional variables and the outcomes of endocrine therapy initiation, discontinuation and adherence, and breast imaging exams in women under age 65 years.Entities:
Keywords: Breast cancer; Breast imaging; Endocrine therapy; Gene expression profiling; Genomic testing
Mesh:
Year: 2017 PMID: 28359319 PMCID: PMC5374604 DOI: 10.1186/s13058-017-0837-2
Source DB: PubMed Journal: Breast Cancer Res ISSN: 1465-5411 Impact factor: 6.466
Characteristics of selected cohort and relationship with endocrine initiation and adherence
| Initiation | Adherence | |||||
|---|---|---|---|---|---|---|
| Selected cohort | Selected cohort | |||||
| Number | Row % |
| Number | Row % |
| |
| Total | 5014 | 84 | 4218 | 61 | ||
| Recurrence score | <0.0001 | 0.13 | ||||
| Low (<18) | 821 | 91 | 745 | 64 | ||
| Intermediate (18–30) | 621 | 91 | 566 | 63 | ||
| High (>30) | 165 | 83 | 137 | 66 | ||
| No oncotype | 3407 | 81 | 2770 | 60 | ||
| Year diagnosed | 0.06 | 0.001 | ||||
| 2006–2007 | 1929 | 85 | 1639 | 58 | ||
| 2008–2009 | 2097 | 83 | 1734 | 63 | ||
| 2010 | 988 | 86 | 845 | 65 | ||
| Age at diagnosis, years | 0.14 | <0.001 | ||||
| 24–39 | 361 | 81 | 293 | 51 | ||
| 40–49 | 1621 | 83 | 1350 | 60 | ||
| 50–59 | 2091 | 85 | 1784 | 63 | ||
| 60–63 | 941 | 84 | 791 | 64 | ||
| Race-ethnicity | 0.10 | 0.004 | ||||
| NH white | 4263 | 84 | 3593 | 62 | ||
| NH black | 188 | 79 | 148 | 49 | ||
| Hispanic | 205 | 82 | 168 | 58 | ||
| Other/unknown | 358 | 86 | 309 | 66 | ||
| Marital status | 0.03 | 0.002 | ||||
| Not married | 1427 | 82 | 1177 | 57 | ||
| Married | 3507 | 85 | 2978 | 63 | ||
| Missing | 80 | 79 | 63 | 63 | ||
| Prior cancer | 0.77 | 0.24 | ||||
| No | 4766 | 84 | 4011 | 61 | ||
| Yes | 248 | 83 | 207 | 61 | ||
| State | 0.04 | 0.14 | ||||
| CA | 1985 | 83 | 1642 | 61 | ||
| GA | 930 | 83 | 771 | 58 | ||
| KY | 483 | 87 | 421 | 62 | ||
| NY | 771 | 86 | 662 | 65 | ||
| OH | 845 | 85 | 722 | 62 | ||
| Area | 0.76 | 0.15 | ||||
| Rural | 254 | 83 | 212 | 57 | ||
| Urban | 4703 | 84 | 3959 | 62 | ||
| Missing | 57 | 82 | 47 | 62 | ||
| Median household income | 0.23 | 0.03 | ||||
| 1 (lowest) | 952 | 802 | 60 | |||
| 2 | 921 | 84 | 766 | 61 | ||
| 3 | 1071 | 83 | 892 | 58 | ||
| 4 | 999 | 83 | 864 | 62 | ||
| 5 (highest) | 1014 | 86 | 847 | 66 | ||
| Missing | 57 | 84 | 47 | 62 | ||
| Stage | 0.001 | 0.44 | ||||
| I | 3035 | 83 | 2504 | 61 | ||
| II | 1979 | 87 | 1714 | 62 | ||
| Nodal involvement | 0.001 | 0.50 | ||||
| N0 | 3767 | 83 | 3122 | 61 | ||
| N1mic | 325 | 87 | 292 | 61 | ||
| N1 | 922 | 90 | 804 | 63 | ||
| HER2 status | 0.66 | 0.35 | ||||
| Negative | 2283 | 84 | 1928 | 62 | ||
| Borderline | 55 | 87 | 48 | 52 | ||
| Unknown | 2676 | 84 | 2242 | 61 | ||
| Hormone receptor status | <0.001 | 0.89 | ||||
| Both ER and PR positive | 4299 | 85 | 3664 | 61 | ||
| Only ER or PR positive | 715 | 77 | 554 | 61 | ||
| Histological grade | 0.04 | 0.17 | ||||
| 1–2 | 3737 | 85 | 3175 | 62 | ||
| 3 | 1076 | 82 | 887 | 59 | ||
| Missing | 201 | 78 | 156 | 58 | ||
| One-year comorbidities | 0.17 | 0.08 | ||||
| 0 | 4395 | 84 | 3709 | 62 | ||
| 1 or more | 619 | 82 | 509 | 58 | ||
| Surgery type | 0.16 | 0.45 | ||||
| Breast-conserving surgery | 3049 | 84 | 2569 | 62 | ||
| Mastectomy | 1956 | 85 | 1642 | 61 | ||
| Unknown/missing | 9 | 78 | 7 | 71 | ||
| Endocrine therapy | <0.001 | |||||
| Tamoxifen only | -- | 1512 | 58 | |||
| AIs only | -- | 1930 | 65 | |||
| Tamoxifen and AIs | -- | 776 | 58 | |||
| Adjuvant chemotherapy | <0.001 | 0.86 | ||||
| No | 2585 | 2084 | 61 | |||
| Yes | 2429 | 2134 | 61 | |||
Nodal involvement: N0 no cancer in the lymph nodes; N1mic lymph node cancer that can only be seen under a microscope (<2 mm in size); N1 cancer at least 2 mm in size in at least one of three axillary lymph nodes. NH non-Hispanic, HER2 human epidermal growth factor receptor 2, ER estrogen receptor, PR progesterone receptor, AI aromatase inhibitor
Multivariable models of variables associated with endocrine initiation among women tested by Oncotype Dx (N = 1528) and women who were eligible for testing by Oncotype Dx (N = 4674)
| Onco | Onco | ||||||
|---|---|---|---|---|---|---|---|
| OR | (95% CI) |
| OR | (95% CI) |
| ||
| Recurrence score | 0.02 | ||||||
| Low (ref) | |||||||
| Intermediate | 0.98 | (0.64–1.50) | |||||
| High | 0.40 | (0.20–0.81) | |||||
| Tested | <0.001 | ||||||
| Yes | 2.48 | (2.03–3.04) | |||||
| No (ref) | |||||||
| Year diagnosed | 0.13 | 0.004 | |||||
| 2006–2007 (ref) | |||||||
| 2008–2009 | 0.74 | (0.49–1.13) | 0.74 | (0.61–0.89) | |||
| 2010–2012 | 1.17 | 0.65–2.09) | 0.89 | (0.70–1.15) | |||
| Age at diagnosis | 0.20 | <0.001 | |||||
| 24–39 | 0.49 | (0.24–1.01) | 0.59 | (0.43–0.82) | |||
| 40–49 | 0.73 | (0.48–1.11) | 0.74 | (0.60–0.90) | |||
| 50–59 (ref) | |||||||
| 60–63 | 0.80 | (0.49–1.30) | 1.01 | (0.80–1.27) | |||
| Race-ethnicity | 0.06 | 0.19 | |||||
| NH white (ref) | |||||||
| NH black | 3.62 | (0.83–15.81) | 0.92 | (0.61–1.38) | |||
| Hispanic | 0.62 | (0.27–1.41) | 0.89 | (0.60–1.33) | |||
| Other | 2.52 | (0.89–7.13) | 1.44 | (1.01–2.06) | |||
| Marital status | 0.16 | 0.12 | |||||
| Married (ref) | |||||||
| Not married | 0.76 | (0.52–1.11) | 0.87 | (0.72–1.04) | |||
| Prior cancer | 0.65 | 0.84 | |||||
| No (ref) | |||||||
| Yes | 1.21 | (0.52–2.80) | 1.04 | (0.71–1.53) | |||
| State | 0.004 | ||||||
| CA (ref) | |||||||
| GA | 0.62 | (0.32–1.20) | 1.15 | (0.85–1.55) | |||
| KY | 1.73 | (0.72–4.14) | 1.71 | (1.19–2.47) | |||
| NY | 1.05 | (0.50–2.19) | 1.60 | (1.16–2.20) | |||
| OH | 1.20 | (0.58–2.50) | 1.45 | (1.05–2.00) | |||
| Area | 0.74 | 0.70 | |||||
| Rural (ref) | |||||||
| Urban | 1.17 | (0.47–2.92) | 1.08 | (0.74–1.56) | |||
| Median household income | 0.24 | 0.07 | |||||
| 1 (lowest (ref)) | |||||||
| 2 | 1.23 | (0.68–2.22) | 0.96 | (0.74–1.26) | |||
| 3 | 1.00 | (0.57–1.76) | 0.97 | (0.74–1.26) | |||
| 4 | 1.84 | (0.97–3.49) | 1.35 | (1.02–1.82) | |||
| 5 (highest) | 1.10 | 0.59–2.07) | 1.01 | (0.75–1.36) | |||
| Stage | 0.14 | 0.52 | |||||
| I (ref) | |||||||
| II | 0.71 | (0.45–1.12) | 0.92 | (0.71–1.19) | |||
| Nodal involvement | 0.22 | 0.10 | |||||
| N0 | 0.42 | (0.14–1.26) | 0.87 | (0.64–1.17) | |||
| N1mic | 0.69 | (0.18–2.62) | 1.40 | (0.91–2.17) | |||
| N1 (ref) | |||||||
| HER2 status | 0.82 | 0.33 | |||||
| Negative | 0.89 | (0.49–1.62) | 1.21 | (0.55–2.92) | |||
| Borderline | 0.63 | (0.13–3.06) | 1.26 | (0.94–1.56) | |||
| Unknown (ref) | |||||||
| Hormone receptor status | <0.001 | ||||||
| ER and PR both positive (ref) | |||||||
| Only ER or PR positive | 0.80 | (0.45–1.42) | 0.58 | (0.47–0.72) | |||
| Histological grade | 0.52 | <0.001 | |||||
| 1–2 (well/moderately differentiated (ref) | |||||||
| 3 (poorly or not differentiated) | 1.18 | (0.71–1.96) | 0.68 | (0.56–0.84) | |||
| One year comorbidities | 0.57 | 0.51 | |||||
| 0 (ref) | |||||||
| 1 or more | 0.86 | (0.52–1.43) | 0.92 | (0.72–1.18) | |||
| Surgery type | 0.74 | 0.42 | |||||
| Breast-conserving surgery (ref) | |||||||
| Mastectomy | 0.94 | (0.47–2.92) | 0.93 | (0.78–1.11) | |||
| Chemotherapy | 0.10 | ||||||
| No (ref) | |||||||
| Yes | 1.49 | (0.92–2.39) | |||||
| Chemotherapy | Tested | <0.001 | |||||
| No | Yes | -- | 3.25 | (2.53–4.16) | |||
| No | -- | ||||||
| Yes | Yes | -- | 1.35 | (0.96–1.90) | |||
| No | -- | ||||||
Nodal involvement: N0 no cancer in the lymph nodes; N1mic lymph node cancer that can only be seen under a microscope (<2 mm in size); N1 cancer at least 2 mm in size in at least one of three axillary lymph nodes. ref reference, NH non-Hispanic, HER2 human epidermal growth factor receptor 2, ER estrogen receptor, PR progesterone receptor
Fig. 1Adjusted odds of being tested was significantly higher for tested vs. untested women among women who did not initiate chemotherapy within six months of diagnosis. There were no significant differences in initiation by tested status in women had initiated chemotherapy within six months of diagnosis
Fig. 2Kaplan-Meier curves for continuation of endocrine therapy among (a) all test-eligible women, (b) by tested status, and (c) by RS category
Multivariable model of variables associated with discontinuation of endocrine therapy among women who were eligible for Oncotype Dx testing (N = 3949)
| HR | (95% CI) |
| |
|---|---|---|---|
| Tested | 0.10 | ||
| Yes | 0.93 | (0.85–1.02) | |
| No (ref) | |||
| Year diagnosed | <0.001 | ||
| 2006–2007 (ref) | |||
| 2008–2009 | 1.62 | (1.48–1.78) | |
| 2010 | 2.71 | (2.37–3.11) | |
| Age at diagnosis, years | 0.002 | ||
| 24–39 (ref) | |||
| 40–49 | 0.75 | (0.65–0.88) | |
| 50–59 | 0.74 | (0.63–0.88) | |
| 60–63 | 0.80 | (0.66–0.97) | |
| Race-ethnicity | 0.03 | ||
| NH white (ref) | |||
| NH black | 1.32 | (1.08–1.61) | |
| Hispanic | 1.09 | (0.90–1.34) | |
| Other | 0.93 | (0.80–1.08) | |
| Marital status | 0.01 | ||
| Married (ref) | |||
| Not married | 1.11 | (1.02–1.21) | |
| Prior cancer | 0.87 | ||
| No (ref) | |||
| Yes | 1.02 | (0.85–1.22) | |
| State | <0.001 | ||
| CA (ref) | |||
| GA | 1.01 | (0.87–1.17) | |
| KY | 0.81 | (0.68–0.95) | |
| NY | 0.77 | (0.66–0.90) | |
| OH | 0.86 | (0.73–1.00) | |
| Area | 0.36 | ||
| Rural (ref) | |||
| Urban | 0.92 | (0.77–1.10) | |
| Median household income | <0.001 | ||
| 1 (lowest (ref)) | |||
| 2 | 0.99 | (0.87–1.13) | |
| 3 | 0.99 | (0.87–1.12) | |
| 4 | 0.93 | (0.82–1.06) | |
| 5 (highest) | 0.76 | (0.66–0.88) | |
| Stage | 0.43 | ||
| I (ref) | |||
| II | 1.05 | (0.93–1.18) | |
| Nodal involvement | 0.36 | ||
| N0 | 1.09 | (0.95–1.25) | |
| N1mic | 0.97 | (0.82–1.15) | |
| N1 (ref) | |||
| HER2 status | 0.61 | ||
| Negative | 0.95 | (0.84–1.08) | |
| Borderline | 1.08 | (0.76–1.55) | |
| Unknown (ref) | |||
| Hormone receptor status | 0.69 | ||
| ER and PR both positive (ref) | |||
| Only ER or PR positive | 1.02 | (0.91–1.15) | |
| Histological grade | 0.17 | ||
| 1–2 (well/moderately differentiated) (ref) | |||
| 3 (poorly or not differentiated) | 1.07 | (0.97–1.18) | |
| One year comorbidities | 0.01 | ||
| 0 (ref) | |||
| 1 or more | 1.17 | (1.03–1.32) | |
| Surgery type | 0.79 | ||
| Breast-conserving surgery (ref) | |||
| Mastectomy | 1.01 | (0.93–1.10) | |
| Endocrine therapy | <0.001 | ||
| Tamoxifen only (ref) | |||
| AIs only | 0.77 | (0.70–0.87) | |
| Tamoxifen and AIs | 0.76 | (0.68–0.85) | |
| Chemotherapy | 0.82 | ||
| Yes | 1.01 | (0.92–1.11) | |
| No (ref) | |||
Nodal involvement: N0 no cancer in the lymph nodes; N1mic lymph node cancer that can only be seen under a microscope (<2 mm in size); N1 cancer at least 2 mm in size in at least one of three axillary lymph nodes. ref reference, NH non-Hispanic, HER2 human epidermal growth factor receptor 2, ER estrogen receptor, PR progesterone receptor, AI aromatase inhibitor
Multivariable model of variables associated with adherence to endocrine therapy among women who were eligible for Oncotype Dx testing (N = 3949)
| OR | (95% CI) |
| |
|---|---|---|---|
| Tested | .09 | ||
| Yes | 0.88 | (0.76–1.02) | |
| No (ref) | |||
| Year diagnosed | 0.003 | ||
| 2006–2007 (ref) | |||
| 2008–2009 | 0.81 | (0.70–0.94) | |
| 2010 | 0.74 | (0.60–0.90) | |
| Age at diagnosis, years | 0.047 | ||
| 24–39 | 1.50 | (1.12–2.01) | |
| 40–49 | 1.05 | (0.88–1.25) | |
| 50–59 (ref) | |||
| 60–63 | 1.00 | (0.83–1.20) | |
| Race-ethnicity | 0.06 | ||
| NH white (ref) | |||
| NH black | 1.43 | (1.01–2.03) | |
| Hispanic | 1.04 | (0.74–1.45) | |
| Other | 0.80 | (0.61–1.04) | |
| Marital status | 0.003 | ||
| Married (ref) | |||
| Not married | 1.24 | (1.07–1.44) | |
| Prior cancer | 0.30 | ||
| No (ref) | |||
| Yes | 0.85 | (0.62–1.16) | |
| State | 0.17 | ||
| CA (ref) | |||
| GA | 1.08 | (0.85–1.39) | |
| KY | 0.91 | (0.69–1.21) | |
| NY | 0.82 | (0.64–1.05) | |
| OH | 0.91 | (0.71–1.18) | |
| Area | 0.29 | ||
| Rural (ref) | |||
| Urban | 0.85 | (0.62–1.15) | |
| Median household income | 0.20 | ||
| 1 (lowest (ref)) | |||
| 2 | 0.98 | (0.79–1.22) | |
| 3 | 1.11 | (0.90–1.37) | |
| 4 | 0.98 | (0.78–1.23) | |
| 5 (highest) | 0.86 | (0.67–1.09) | |
| Stage | 0.75 | ||
| I (ref) | |||
| II | 0.97 | (0.79–1.18) | |
| Nodal involvement | 0.68 | ||
| N0 | 1.07 | (0.80–1.43) | |
| N1mic | 1.11 | (0.88–1.40) | |
| N1 (ref) | |||
| HER2 status | 0.49 | ||
| Negative | 1.03 | (0.84–1.27) | |
| Borderline | 1.45 | (0.79–2.66) | |
| Unknown (ref) | |||
| Hormone receptor status | 0.96 | ||
| ER and PR both positive (ref) | |||
| Only ER or PR positive | 0.99 | (0.82–1.21) | |
| Histological grade | 0.22 | ||
| 1–2 (well/moderately differentiated) (ref) | |||
| 3 (poorly or not differentiated) | 1.11 | (0.94–1.31) | |
| One-year comorbidities | 0.006 | ||
| 0 (ref) | |||
| 1 or more | 1.33 | (1.09–1.62) | |
| Surgery type | 0.97 | ||
| Breast-conserving surgery (ref) | |||
| Mastectomy | 1.00 | (0.87–1.15) | |
| Endocrine therapy | 0.003 | ||
| Tamoxifen only (ref) | |||
| AIs only | 0.77 | (0.64–0.92) | |
| Tamoxifen and AIs | 1.02 | (0.85–1.24) | |
| Chemotherapy | 0.31 | ||
| Yes | 0.92 | (0.78–1.08) | |
| No (ref) |
Nodal involvement: N0 no cancer in the lymph nodes; N1mic lymph node cancer that can only be seen under a microscope (<2 mm in size); N1 cancer at least 2 mm in size in at least one of three axillary lymph nodes. ref reference, NH non-Hispanic, HER2 human epidermal growth factor receptor 2, ER estrogen receptor, PR progesterone receptor, AI aromatase inhibitor
Multivariable model of variables associated with receipt of two or more breast imaging exams in the 6–26 months after diagnosis among tested women (N = 731)
| OR | (95% CI) |
| |
|---|---|---|---|
| Recurrence score | 0.06 | ||
| Low or intermediate (ref) | |||
| High | 0.49 | (0.23–1.03) | |
| Age at diagnosis, years | 0.08 | ||
| 24–39 | 0.36 | (0.14–0.90) | |
| 40–49 | 1.18 | (0.72–1.92) | |
| 50–59 (ref) | |||
| 60–63 | 1.23 | (0.69–2.19) | |
| Stage | 0.48 | ||
| I | 1.22 | (0.70–2.12) | |
| II (ref) | |||
| Chemotherapy | 0.33 | ||
| Yes | |||
| No (ref) | 1.29 | (0.77–2.15) | |
| Histological grade | 0.84 | ||
| 1–2 (well/moderately differentiated) (ref) | |||
| 3 (poorly or not differentiated) | 1.06 | (0.58–1.95) | |
| Nodal involvement | 0.58 | ||
| N0 (ref) | |||
| N1mic/N1 | 1.27 | (0.54–2.99) | |
| Surgery type | <0.001 | ||
| Breast-conserving surgery | 3.75 | ||
| Unilateral mastectomy (ref) |
Nodal involvement: N0 no cancer in the lymph nodes; N1mic lymph node cancer that can only be seen under a microscope (<2 mm in size); N1 cancer at least 2 mm in size in at least one of three axillary lymph nodes