| Literature DB >> 19903338 |
Deborah J Thompson1, Martin O Leach, Gek Kwan-Lim, Simon A Gayther, Susan J Ramus, Iqbal Warsi, Fiona Lennard, Michael Khazen, Emilie Bryant, Sadie Reed, Caroline R M Boggis, D Gareth Evans, Rosalind A Eeles, Douglas F Easton, Ruth M L Warren.
Abstract
INTRODUCTION: Mammographic breast density is one of the strongest known risk factors for breast cancer. We present a novel technique for estimating breast density based on 3D T1-weighted Magnetic Resonance Imaging (MRI) and evaluate its performance, including for breast cancer risk prediction, relative to two standard mammographic density-estimation methods.Entities:
Mesh:
Year: 2009 PMID: 19903338 PMCID: PMC2815542 DOI: 10.1186/bcr2447
Source DB: PubMed Journal: Breast Cancer Res ISSN: 1465-5411 Impact factor: 6.466
Relationship between measures of breast density and eight continuous variables, by quartile
| Quartile 2 | Quartile 3 | Quartile 4 | ||||
|---|---|---|---|---|---|---|
| N | Ptrend | Phet | Coefficient | Coefficient | Coefficient | |
| age | 655 | < 0.001 | < 0.001 | -0.02 (-0.14, 0.11) | -0.08 (-0.22, 0.06) | -0.38 (-0.52, -0.25) |
| weight | 519 | < 0.001 | < 0.001 | -0.29 (-0.42, -0.16) | -0.43 (-0.56, -0.29) | -0.83 (-0.97, -0.70) |
| BMI | 517 | < 0.001 | < 0.001 | -0.22 (-0.35, -0.09) | -0.48 (-0.61, -0.35) | -0.86 (-0.99, -0.72) |
| hip | 429 | < 0.001 | < 0.001 | -0.17 (-0.31, -0.03) | -0.29 (-0.45, -0.12) | -0.68 (-0.84, -0.53) |
| Waist | 438 | < 0.001 | < 0.001 | -0.10 (-0.25, 0.06) | -0.29 (-0.43, -0.14) | -0.65 (-0.81, -0.49) |
| Chest | 449 | < 0.001 | < 0.001 | -0.22 (-0.36, -0.09) | -0.37 (-0.52, -0.22) | -0.86 (-1.01, -0.70) |
| WHR | 427 | 0.006 | 0.032 | -0.09 (-0.26, 0.08) | -0.09 (-0.26, 0.08) | -0.26 (-0.43, -0.09) |
| Parity | 633 | 0.008 | 0.052 | -0.19 (-0.36, -0.01) | -0.19 (-0.33, -0.05) | -0.22 (-0.39, -0.05) |
| age | 607 | 0.003 | 0.004 | -1.58 (-5.87, 2.71) | -0.53 (-5.20, 4.14) | -7.66 (-12.2, -3.08) |
| weight | 464 | < 0.001 | < 0.001 | -9.21 (-13.7, -4.72) | -17.2 (-21.7, -12.7) | -26.6 (-31.0, -22.1) |
| BMI | 462 | < 0.001 | < 0.001 | -7.97 (-12.4, -3.56) | -15.7 (-20.1, -11.3) | -27.6 (-32.0, -23.3) |
| hip | 378 | < 0.001 | < 0.001 | -5.59 (-10.4, -0.78) | -10.7 (-16.3, -5.10) | -24.4 (-29.3, -19.6) |
| Waist | 386 | < 0.001 | < 0.001 | -3.56 (-8.99, 1.86) | -11.3 (-16.2, -6.47) | -20.9 (-26.0, -15.8) |
| Chest | 397 | < 0.001 | < 0.001 | -9.73 (-14.2, -5.28) | -13.9 (-18.9, -8.89) | -29.6 (-34.7, -24.6) |
| WHR | 375 | 0.003 | 0.005 | -6.14 (-11.8, -0.49) | -3.18 (-8.95, 2.59) | -10.1 (-15.9, -4.41) |
| Parity | 596 | < 0.001 | 0.002 | -5.70 (-11.2, -0.20) | -5.82 (-10.4, -1.26) | -8.70 (-14.1, -3.27) |
| age | 599 | 0.001 | 0.004 | -1.69 (-6.13, 2.75) | -1.71 (-6.52, 3.10) | -8.34 (-13.1, -3.60) |
| weight | 458 | < 0.001 | < 0.001 | -6.87 (-11.7, -2.05) | -14.1 (-18.9, -9.29) | -24.8 (-29.5, -20.0) |
| BMI | 456 | < 0.001 | < 0.001 | -6.22 (-11.0, -1.46) | -12.5 (-17.2, -7.70) | -26.0 (-30.6, -21.3) |
| hip | 374 | < 0.001 | < 0.001 | -4.29 (-9.33, 0.76) | -8.80 (-14.7, -2.94) | -23.6 (-28.6, -18.5) |
| Waist | 382 | < 0.001 | < 0.001 | -3.21 (-8.91, 2.49) | -9.63 (-14.7, -4.53) | -21.1 (-26.4, -15.7) |
| Chest | 391 | < 0.001 | < 0.001 | -9.64 (-14.3, -4.93) | -13.3 (-18.6, -8.00) | -29.5 (-34.8, -24.2) |
| WHR | 371 | 0.007 | 0.01 | -5.51 (-11.4, 0.36) | -2.31 (-8.32, 3.71) | -9.81 (-15.8, -3.83) |
| Parity | 588 | < 0.001 | < 0.001 | -5.66 (-11.3, -0.05) | -6.41 (-11.1, -1.75) | -10.8 (-16.4, -5.31) |
| age | 651 | 0.24 | 0.57 | -0.05 (-0.18, 0.08) | -0.03 (-0.17, 0.12) | -0.10 (-0.25, 0.04) |
| weight | 515 | 0.12 | 0.38 | 0.07 (-0.09, 0.23) | 0.13 (-0.03, 0.29) | 0.11 (-0.05, 0.28) |
| BMI | 513 | 0.75 | 0.47 | 0.10 (-0.05, 0.26) | 0.10 (-0.06, 0.26) | 0.02 (-0.14, 0.19) |
| hip | 425 | 0.072 | 0.13 | 0.12 (-0.04, 0.29) | 0.21 (0.02, 0.40) | 0.13 (-0.04, 0.31) |
| Waist | 434 | 0.063 | 0.19 | -0.03 (-0.21, 0.15) | 0.12 (-0.04, 0.28) | 0.13 (-0.05, 0.31) |
| Chest | 445 | 0.021 | 0.034 | 0.07 (-0.09, 0.22) | 0.25 (0.08, 0.42) | 0.15 (-0.04, 0.33) |
| WHR | 423 | 0.25 | 0.64 | 0.00 (-0.18, 0.18) | 0.08 (-0.10, 0.26) | 0.09 (-0.10, 0.27) |
| Parity | 629 | 0.14 | 0.46 | -0.13 (-0.31, 0.05) | -0.10 (-0.25, 0.04) | -0.11 (-0.29, 0.06) |
| age | 607 | 0.35 | 0.21 | -187 (-433, 59.0) | 15.1 (-252, 283) | -201 (-464, 61.9) |
| weight | 464 | 0.003 | 0.017 | 9.71 (-267, 286) | -233 (-509, 43.4) | -366 (-641, -92.1) |
| BMI | 462 | 0.001 | 0.004 | 52.7 (-223, 328) | -150 (-426, 127) | -419 (-690, -148) |
| hip | 378 | < 0.001 | < 0.001 | 95.6 (-181, 372) | 47.4 (-274, 369) | -545 (-824, -266) |
| Waist | 386 | 0.027 | 0.14 | -12.2 (-322, 298) | -135 (-414, 143) | -323 (-613, -31.9) |
| Chest | 397 | 0.003 | < 0.001 | 77.1 (-187, 341) | 79.5 (-219, 378) | -516 (-817, -216) |
| WHR | 375 | 0.99 | 0.55 | -83.7 (-387, 219) | 122 (-187, 432) | -67.6 (-375, 240) |
| Parity | 596 | 0.001 | 0.012 | -287 (-601, 26.6) | -285 (-545, -25.1) | -447 (-756, -137) |
N = number of women for whom data were available. Ptrend and Phet are P-values for the tests of trend (1 df) and heterogeneity (3 df) respectively between quartiles. Coefficients are for each quartile of the variable relative to the lowest quartile.
Relationship between measures of breast density and six binary variables
| No. 'Yes' | No. 'No' | |||
|---|---|---|---|---|
| Ever smoker | 229 | 304 | -0.01 (-0.12, 0.10) | 0.82 |
| Post-menopausal | 108 | 418 | -0.32 (-0.45, -0.19) | < 0.001 |
| Ever pregnant | 466 | 64 | -0.22 (-0.39, -0.06) | 0.008 |
| Ever tamoxifen use | 28 | 506 | -0.44 (-0.67, -0.20) | < 0.001 |
| Previous OC use | 426 | 106 | -0.16 (-0.29, -0.02) | 0.023 |
| Ever HRT use | 17 | 97 | 0.01 (-0.32, 0.33) | 0.98 |
| Ever smoker | 206 | 270 | 0.21 (-3.43, 3.86) | 0.91 |
| Post-menopausal | 101 | 372 | -8.95 (-13.3, -4.60) | < 0.001 |
| Ever pregnant | 424 | 49 | -7.10 (-13.0, -1.18) | 0.019 |
| Ever tamoxifen use | 30 | 447 | -10.4 (-17.8, -3.07) | 0.006 |
| Previous OC use | 379 | 96 | 0.35 (-4.15, 4.86) | 0.88 |
| Ever HRT use | 12 | 73 | 1.11 (-11.2, 13.4) | 0.86 |
| Ever smoker | 202 | 268 | -1.25 (-5.05, 2.56) | 0.52 |
| Post-menopausal | 101 | 366 | -10.3 (-14.8, -5.75) | < 0.001 |
| Ever pregnant | 418 | 49 | -8.16 (-14.3, -2.03) | 0.009 |
| Ever tamoxifen use | 29 | 442 | -13.0 (-20.8, -5.28) | 0.001 |
| Previous OC use | 374 | 95 | -0.39 (-5.08, 4.31) | 0.87 |
| Ever HRT use | 11 | 71 | 5.34 (-7.16, 17.8) | 0.41 |
| Ever smoker | 226 | 303 | 0.05 (-0.07, 0.16) | 0.43 |
| Post-menopausal | 107 | 415 | -0.05 (-0.19, 0.09) | 0.50 |
| Ever pregnant | 463 | 63 | -0.17 (-0.34, 0.00) | 0.05 |
| Ever tamoxifen use | 28 | 502 | -0.07 (-0.32, 0.18) | 0.60 |
| Previous OC use | 423 | 106 | -0.08 (-0.22, 0.06) | 0.24 |
| Ever HRT use | 17 | 97 | 0.12 (-0.24, 0.47) | 0.52 |
| Ever smoker | 206 | 270 | 41.9 (-156, 240) | 0.68 |
| Post-menopausal | 101 | 372 | -251 (-491, -10.6) | 0.041 |
| Ever pregnant | 424 | 49 | -273 (-596, 49.7) | 0.098 |
| Ever tamoxifen use | 30 | 447 | -273 (-677, 131) | 0.19 |
| Previous OC use | 379 | 96 | 56.1 (-189, 301) | 0.65 |
| Ever HRT use | 12 | 73 | 180 (-419, 778) | 0.56 |
Figure 1Relationship between MRI percentage dense volume and Cumulus percentage dense area (n = 509). The least-squares best-fit lines for women with cumulus percent dense areas < 30% and ≥ 30% are shown in grey.
Figure 2Age-adjusted means and 95% confidence intervals for MRI percent dense volume, Cumulus percent dense area and visual assessment percent dense area by BRCA1/BRCA2 genetic status. P-values are for the comparisons with the group of women with uninformative BRCA1/2 genetic test results, as assessed by linear regression (P-values further adjusted for BMI and parity are given in parentheses). Arithmetic means are presented for the Cumulus and Visual measurements; geometric means are shown for the MRI measure (for which the regression analyses were based on log-transformed values). Box areas are proportional to sample size.
Figure 3Age-adjusted means and 95% confidence intervals for MRI absolute dense volume and Cumulus absolute dense volume by BRCA1/BRCA2 genetic status. P-values are for the comparisons with the group of women with uninformative BRCA1/2 genetic test results, as assessed by linear regression (P-values further adjusted for BMI and parity are given in parentheses). Arithmetic means are presented for the Cumulus measurement; geometric means are shown for the MRI measure (for which the regression analyses were based on log-transformed values). Box areas are proportional to sample size.
Breast cancer risk according to MRI percent dense volume, Cumulus and VA percent dense area (Medial-Lateral Oblique view)
| No. women | No. cancers | No. pyears | IRR - binary (95% CI) | IRR - trend (95% CI) | |
|---|---|---|---|---|---|
| MRI % dense volume | 655 | 56 | 4,328 | 1.68 (0.97, 2.94) 0.066 | 1.17 (0.92, 1.49) 0.21 |
| Cumulus MLO % dense area | 607 | 42 | 4,109 | 1.12 (0.61, 2.05) 0.72 | 1.06 (0.81, 1.40) 0.66 |
| VA MLO % dense area | 599 | 42 | 4,060 | 1.61 (0.87, 2.98) 0.13 | 1.25 (0.96, 1.64) 0.098 |
| MRI % dense volume | 503 | 40 | 3,381 | 1.32 (0.64, 2.73) 0.46 | 1.10 (0.79, 1.54) 0.56 |
| Cumulus MLO % dense area | 456 | 30 | 3,123 | 0.89 (0.39, 2.03) 0.78 | 0.92 (0.63, 1.35) 0.68 |
| VA MLO % dense area | 450 | 30 | 3,085 | 1.61 (0.71, 3.68) 0.26 | 1.22 (0.84, 1.76) 0.29 |
| MRI % dense volume | 619 | 53 | 4,083 | ||
| Cumulus MLO % dense area | 591 | 39 | 4,006 | 1.82 (0.96, 3.45) 0.065 | 1.26 (0.95, 1.68) 0.11 |
| VA MLO % dense area | 583 | 39 | 3,957 | ||
| MRI % dense volume | 489 | 39 | 3,276 | 1.76 (0.82, 3.77) 0.15 | 1.26 (0.87, 1.81) 0.22 |
| Cumulus MLO % dense area | 450 | 29 | 3,078 | 1.43 (0.62, 3.32) 0.41 | 1.09 (0.73, 1.63) 0.66 |
| VA MLO % dense area | 444 | 29 | 3,040 | 1.84 (0.81, 4.19) 0.15 | 1.37 (0.94, 2.02) 0.11 |
BRCA1/2 carrier probabilities estimated using Boadicea for untested women and those with an uninformative test result.
Pyears = number of person-years in study and follow-up period
IRR - trend = incidence rate ratio, estimated assuming a linear trend in risk ratio between quartiles
IRR - binary = incidence rate ratio for the higher two quartiles versus the lower two quartiles
CI = confidence interval.
Breast cancer risk according to MRI percent dense volume and Cumulus and visual assessment percent dense area (Medial-Lateral Oblique view), by BRCA1/BRCA2 genetic status
| No. women | No. cancers | No. pyears | IRR (95% CI) | IRR (95% CI) | |
|---|---|---|---|---|---|
| MRI % dense volume | 117 | 21 | 687 | 1.84 (0.77, 4.38) 0.17 | 1.02 (0.26, 4.05) 0.98 |
| Cumulus MLO % dense area | 94 | 16 | 579 | 2.72 (0.99, 7.48) 0.053 | 1.24 (0.35, 4.37) 0.74 |
| VA MLO % dense area | 94 | 16 | 579 | 3.39 (0.94, 12.2) 0.062 | |
| MRI % dense volume | 69 | 18 | 385 | 2.06 (0.78, 5.45) 0.15 | 3.10 (0.77, 12.4) 0.11 |
| Cumulus MLO % dense area | 71 | 15 | 418 | 1.66 (0.60, 4.60) 0.33 | |
| VA MLO % dense area | 71 | 15 | 418 | 1.75 (0.62, 4.90) 0.29 | 3.70 (0.64, 21.2) 0.14 |
| MRI % dense volume | 361 | 14 | 2,532 | 2.54 (0.56, 11.6) 0.23 | |
| Cumulus MLO % dense area | 332 | 7 | 2,367 | 1.13 (0.25, 5.17) 0.87 | 0.24 (0.04, 1.45) 0.12 |
| VA MLO % dense area | 327 | 7 | 2,336 | 1.45 (0.32, 6.66) 0.63 | 0.43 (0.08, 2.41) 0.34 |
The non-carrier group includes those who tested negative for a known BRCA1/2 family mutation as well as those in whom no mutation was
detected after a BRCA1/2 mutation screen, because of small numbers.
Pyears = number of person-years in study and follow-up period
IRR = incidence rate ratio for the upper two quartiles relative to the lower two quartiles (the trend test was not attempted due to the small numbers). CI = confidence intervals.
Breast cancer risk according to MRI absolute dense volume and Cumulus and visual assessment absolute dense areas (Medial-Lateral Oblique view)
| No. women | No. cancers | No. pyears | IRR - binary | IRR - trend | |
|---|---|---|---|---|---|
| MRI dense volume | 651 | 56 | 4,291 | ||
| Cumulus MLO dense area | 607 | 42 | 4,109 | 0.76 (0.41, 1.41) 0.39 | 0.96 (0.73, 1.25) 0.75 |
| MRI dense volume | 499 | 40 | 3,345 | 1.87 (0.98, 3.56) 0.058 | 1.25 (0.94, 1.66) 0.13 |
| Cumulus MLO dense area | 456 | 30 | 3,123 | 0.64 (0.30, 1.36) 0.25 | 0.84 (0.60, 1.19) 0.33 |
| MRI dense volume | 615 | 53 | 4,046 | ||
| Cumulus MLO dense area | 591 | 39 | 4,006 | 1.19 (0.63, 2.26) 0.59 | 1.11 (0.82, 1.50) 0.52 |
| MRI dense volume | 485 | 39 | 3,240 | ||
| Cumulus MLO dense area | 450 | 29 | 3,078 | 0.99 (0.46, 2.13) 0.99 | 0.95 (0.64, 1.41) 0.81 |
BRCA1/2 carrier probabilities estimated using Boadicea for untested women and those with an uninformative test result.
Pyears = number of person-years in study and follow-up period
IRR - trend = incidence rate ratio, estimated assuming a linear trend in risk ratio between quartiles
IRR - binary = incidence rate ratio for the higher two quartiles versus the lower two quartiles
CI = confidence interval.
Breast cancer risk according to MRI absolute dense volume and Cumulus and visual assessment absolute dense areas (Medial-Lateral Oblique view), by BRCA1/BRCA2 genetic status
| No. women | No. cancers | No. pyears | IRR (95% CI) | IRR (95% CI) | |
|---|---|---|---|---|---|
| MRI dense volume | 117 | 21 | 687 | 3.10 (0.95, 10.1) 0.060 | |
| Cumulus MLO dense area | 94 | 16 | 579 | 1.54 (0.58, 4.10) 0.39 | 1.27 (0.39, 4.11) 0.69 |
| MRI dense volume | 69 | 18 | 385 | ||
| Cumulus MLO dense area | 71 | 15 | 418 | 1.03 (0.34, 3.10) 0.96 | 1.44 (0.38, 5.47) 0.59 |
| MRI dense volume | 357 | 14 | 2,495 | 1.27 (0.44, 3.65) 0.66 | 0.79 (0.24, 2.67) 0.71 |
| Cumulus MLO dense area | 332 | 7 | 2,367 | 1.14 (0.25, 5.11) 0.87 | 0.58 (0.11, 3.06) 0.52 |
The non-carrier group includes those who tested negative for a known BRCA1/2 family mutation as well as those in whom no mutation was detected after a BRCA1/2 mutation screen, because of the small numbers.
Pyears = number of person-years in study and follow-up period
IRR = incidence rate ratio, estimated for the upper two quartiles vs the lower two quartiles (the trend test was not attempted due to the small numbers)
CI = confidence interval