| Literature DB >> 35978805 |
Xuan Shao1,2, Xiaoyan Jin1,2,3, Zhigang Chen1,2, Zhigang Zhang1,2, Wuzhen Chen1,2, Jingxin Jiang1,2, Zhen Wang1,2, Ying Cui4, Wan-Hung Fan4, Ke Wang1,2, Xiuyan Yu1,2, Jian Huang1,2.
Abstract
Background: Circulating tumor cells (CTCs) have been recognized as a sensitive biomarker for breast cancer (BC). This study aimed to comprehensively compare CTC with imaging modalities, including ultrasonography, mammography, and contrast-enhanced magnetic resonance imaging (MRI) in screening for BC in Chinese women.Entities:
Keywords: breast cancer; circulating tumor cells; diagnosis; magnetic resonance imaging; mammography; ultrasonography
Year: 2022 PMID: 35978805 PMCID: PMC9377692 DOI: 10.3389/fonc.2022.890248
Source DB: PubMed Journal: Front Oncol ISSN: 2234-943X Impact factor: 5.738
Diagnostic performance of CTC classification and imaging modalities for BC at different cutoff values.
| Cutoff value1 | Sensitivity | Specificity | Youden Index | Accuracy | AUC |
|---|---|---|---|---|---|
| CTC classification | |||||
| 1 | 0.912 | 0.656 | 0.567 | 0.732 | 0.784 |
| 2 | 0.775 | 0.938 | 0.712 | 0.889 | 0.856 |
| 3 | 0.314 | 0.988 | 0.301 | 0.787 | 0.651 |
| US BI-RADS 3
| |||||
| 4A | 0.960 | 0.621 | 0.581 | 0.721 | 0.791 |
| 4B | 0.842 | 0.850 | 0.692 | 0.848 | 0.854 |
| 4C | 0.594 | 0.992 | 0.586 | 0.874 | 0.791 |
| MG BI-RADS | |||||
| 4A | 0.806 | 0.736 | 0.541 | 0.765 | 0.771 |
| 4B | 0.694 | 0.906 | 0.600 | 0.820 | 0.810 |
| 4C | 0.472 | 0.981 | 0.453 | 0.775 | 0.727 |
| MRI BI-RADS | |||||
| 4A | 0.930 | 0.167 | 0.097 | 0.880 | 0.549 |
| 4B | 0.872 | 0.833 | 0.705 | 0.870 | 0.843 |
| 4C | 0.698 | 0.833 | 0.531 | 0.707 | 0.758 |
1Cutoff values are determined by the highest Youden index.
2n = breast cancer positive cases + negative cases
3Imaging BI-RADS scores indicate different levels of likelihood of breast cancer: 4A, low (2% < likelihood ≤10%); 4B, moderate (10% < likelihood ≤ 50%); and 4C, high (50% < likelihood ≤ 95%).
CTCs, circulating tumor cells; BI-RADS, breast imaging-reporting and data system; BC, breast cancer; AUC, area under receiver operating characteristic curve; n, number of participants (BC patients + negative controls); US, ultrasonography; MG, mammography; MRI, magnetic resonance imaging.
Correlation of the detection power of CTC tests and imaging modalities and BC clinicopathology*.
| Characteristics |
| ||||
|---|---|---|---|---|---|
| CTC detection/counts( | CTC classification( | US ( | MG ( | MRI ( | |
| BC versus Control |
|
|
|
|
|
| AJCC Stage |
| 0.0964 |
| 0.3332 |
|
| TNM T Stage |
| 0.2417 | 0.1923 | 0.1668 | 0.116 |
| TNM N Stage | 0.0712 | 0.3921 | 0.0865 | 0.6971 | 0.422 |
| Lymph Node Metastasis | 0.1673 | 0.3269 |
| 0.2609 | 0.0747 |
| Molecular Subtypes | 0.8058 | 0.4713 | 0.9188 | 0.8881 | 0.088 |
*Cutoff values were set to 2 and 4B for CTC classification and imaging BI-RADS, respectively, to achieve the best diagnostic performance for individual methods.
Numbers in bold are statistically significant.
CTCs, circulating tumor cells; BI-RADS, breast imaging-reporting and data system; BC, breast cancer; n, number of patients; US, ultrasonography; MG, mammography; MRI, magnetic resonance imaging; AJCC, American Joint Committee on Cancer; TNM, tumor-node-metastasis.
Correlations of CTC testing and ultrasonography in BC diagnosis.
| Group |
| CTC Detected | CTC Detection Rate (%) | Average CTC Count (Range) |
| CTCs ≥ 2 | CTCs < 2 |
|
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| 1 | 64 | 12 | 18.8 | 0.2 (0–1) |
| 0 | 64 |
|
| 2 | 7 | 3 | 42.9 | 0.4 (0–1) | 0 | 7 | ||
| 3 | 82 | 25 | 30.5 | 0.4 (0–4) | 7 | 75 | ||
| 4A | 71 | 41 | 57.7 | 0.8 (0–6) | 12 | 59 | ||
| 4B | 54 | 36 | 66.7 | 1.1 (0–3) | 21 | 33 | ||
| 4C | 31 | 27 | 87.1 | 2.9 (0–15) | 25 | 6 | ||
| 5 | 31 | 29 | 93.5 | 2.8 (0–9) | 28 | 3 | ||
| 6 | 1 | 1 | 100 | 2 | 1 | 0 | ||
| ≦ 4A | 224 | 81 | 36.2 | 0.5 (0–6) |
| 19 | 205 |
|
| ≧ 4B | 117 | 93 | 79.5 | 2.1 (0–15) | 75 | 42 | ||
|
| ||||||||
| 1a | 3 | 3 | 100 | 1.7 (1–2) | 0.0639 | 2 | 1 | 0.5181 |
| 1b | 8 | 7 | 87.5 | 1.6 (0–3) | 5 | 3 | ||
| 1c | 38 | 36 | 94.7 | 2.3 (0–7) | 32 | 6 | ||
| 2 | 49 | 43 | 87.8 | 2.8 (0–15) | 37 | 12 | ||
| 3 | 3 | 3 | 100 | 4 | 3 | 0 | ||
| 1a+1b | 11 | 10 | 90.9 | 1.6 (0–3) |
| 7 | 4 | 0.3589 |
| 1c | 38 | 36 | 94.7 | 2.3 (0–7) | 32 | 6 | ||
| 2 | 49 | 43 | 87.8 | 2.8 (0–15) | 37 | 12 | ||
| 3 | 3 | 3 | 100 | 4 | 3 | 0 | ||
*US BI-RADS score of 0 indicates an incomplete test. Scores 1–6 represent negative, benign, probably benign, suspicious or indeterminate abnormality, highly suggestive of malignancy, and known cancer, respectively. Score 4 is subdivided into three subscores: 4A, 4B, and 4C for a low, moderate, and high suspicion of malignancy, respectively.
#Tumor size T categories, 1a, 1b, 1c, 2, and 3 for BC of T ≤ 0.5 cm, 0.5 cm < T ≤ 1 cm, 1 cm < T ≤ 2 cm, 2 cm < T ≤ 5 cm, and T > 5 cm, respectively.
Numbers in bold are statistically significant.
CTCs, circulating tumor cells; BC, breast cancer; n, number of patients; US, ultrasonography; BI-RADS, breast imaging reporting and data system.
Correlations of CTC testing and mammography in BC diagnosis.
| Group |
| CTC Detected | CTC Detection Rate (%) | Average CTCs Count (Range) |
| CTCs ≥ 2 | CTCs < 2 |
|
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| 1 | 6 | 2 | 33.3 | 0.4 (0–1) |
| 0 | 6 |
|
| 2 | 34 | 11 | 32.4 | 0.4 (0–3) | 3 | 31 | ||
| 3 | 52 | 29 | 55.8 | 0.9 (0–3) | 13 | 39 | ||
| 4a | 26 | 15 | 57.7 | 0.9 (0–4) | 5 | 21 | ||
| 4b | 24 | 18 | 75.0 | 2.3 (0–15) | 15 | 9 | ||
| 4c | 31 | 28 | 90.3 | 2.5 (0–9) | 24 | 7 | ||
| 5 | 5 | 5 | 100.0 | 2.2 (1–3) | 4 | 1 | ||
| ≦ 4a | 118 | 57 | 86.4 | 0.7 (0–4) |
| 21 | 97 |
|
| ≧ 4b | 60 | 51 | 94 | 2.4 (0–15) | 43 | 17 | ||
|
| ||||||||
| 1a | 1 | 1 | 100 | 3 | 0.2906 | 1 | 0 | 0.5951 |
| 1b | 5 | 3 | 60 | 1.4 (0–3) | 3 | 2 | ||
| 1c | 13 | 12 | 92.3 | 2.4 (0–6) | 11 | 2 | ||
| 2 | 22 | 20 | 90.9 | 2.2 (0–9) | 14 | 8 | ||
| 3 | 2 | 1 | 50 | 2 (0–4) | 1 | 1 | ||
|
| ||||||||
| a | 8 | 8 | 100 | 2.4 (1–4) | 0.6793 | 6 | 2 | 0.4119 |
| b | 12 | 11 | 91.7 | 2.6 (0–9) | 9 | 3 | ||
| c | 52 | 47 | 90.4 | 2.6 (0–15) | 42 | 10 | ||
| d | 10 | 10 | 100 | 3.1 (2–7) | 10 | 0 | ||
| a + b | 20 | 19 | 95 | 2.5 (0–9) | 0.8808 | 17 | 5 | 0.5244 |
| c + d | 62 | 57 | 91.9 | 2.7 (0–15) | 52 | 10 | ||
§MG BI-RADS scores 1–6 represent negative, benign, probably benign, suspicious or indeterminate abnormality, highly suggestive of malignancy, and known cancer, respectively. Score 4 is subdivided into three subscores: 4A, 4B, and 4C for a low, moderate, and high suspicion of malignancy, respectively.
*Tumor size T 1a, 1b, 1c, 2, and 3 represent BC of T ≤ 0.5 cm, 0.5 cm < T ≤ 1 cm, 1 cm < T ≤ 2 cm, 2 cm < T ≤ 5 cm, and T > 5 cm, respectively.
#Breast composition category a = almost entirely fat; category b = scattered fibroglandular densities; category c = heterogeneously dense; and category d = extremely dense.
Numbers in bold are statistically significant.
CTCs, circulating tumor cells; BC, breast cancer; n, number; MG, mammography; BI-RADS, breast imaging reporting and data system.
Correlations of CTC tests and magnetic resonance imaging examination in BC diagnosis.
| Group |
| CTC Detected | CTC Detection Rate (%) | Average CTCs Count (Range) |
| CTCs ≥ 2 | CTCs < 2 |
|
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| 3 | 7 | 6 | 85.7 | 2.1 (0–6) |
| 4 | 3 |
|
| 4a | 9 | 6 | 67 | 0.9 (0–2) | 2 | 7 | ||
| 4b | 15 | 15 | 100 | 2.2 (1–7) | 11 | 4 | ||
| 4c | 31 | 27 | 87 | 2.7 (0–15) | 24 | 7 | ||
| 5 | 15 | 15 | 100 | 2.5 (1–5) | 14 | 1 | ||
| 6 | 15 | 13 | 86.7 | 2.4 (0–5) | 11 | 4 | ||
| ≦ 4a | 16 | 9 | 81.8 | 1.4 (0–6) |
| 6 | 10 |
|
| ≧ 4b | 76 | 70 | 93.3 | 2.5 (0–15) | 60 | 16 | ||
|
| ||||||||
| 1a | 2 | 2 | 100 | 1.5 (1–2) | 0.1843 | 1 | 1 | 0.2827 |
| 1b | 4 | 3 | 75 | 2.8 (0–6) | 3 | 1 | ||
| 1c | 36 | 31 | 86.1 | 1.8 (0–4) | 26 | 10 | ||
| 2 | 35 | 33 | 94.3 | 2.6 (0–9) | 30 | 5 | ||
| 3 | 6 | 6 | 100 | 2.2 (1–4) | 3 | 3 | ||
|
| ||||||||
| a | 3 | 1 | 33.3 | 2.4 (1–4) | 0.683 | 1 | 2 | 0.1837 |
| b | 27 | 24 | 88.9 | 2.6 (0–9) | 19 | 8 | ||
| c | 52 | 49 | 94.2 | 2.6 (0–15) | 43 | 9 | ||
| d | 9 | 9 | 100 | 3.1 (2–7) | 7 | 2 | ||
| a + b | 30 | 25 | 83.3 | 2.5 (0–9) | 0.4016 | 20 | 10 | 0.1034 |
| c + d | 61 | 58 | 95.1 | 2.7 (0–15) | 50 | 11 | ||
|
| ||||||||
| I | 22 | 20 | 90.9 | 2.7 (0–15) | 0.84 | 16 | 6 | |
| II | 38 | 36 | 94.7 | 2.3 (0–7) | 31 | 7 | ||
| III | 27 | 23 | 85.2 | 2.5 (0–9) | 21 | 6 | ||
§BI-RADS scores 1–6 represent negative, benign, probably benign, suspicious or indeterminate abnormality, highly suggestive of malignancy, and known cancer, respectively. Score 4 is subdivided into three subscores: 4A, 4B, and 4C for a low, moderate, and high suspicion of malignancy, respectively.
*Categories of tumor size T 1a, 1b, 1c, 2, and 3 represent BC with T ≤ 0.5 cm, 0.5 cm < T ≤ 1 cm, 1 cm < T ≤ 2 cm, 2 cm < T ≤ 5 cm, and T > 5 cm, respectively.
#Breast composition categories a = almost entirely fat; category b = scattered fibroglandular densities; category c = heterogeneously dense; and category d = extremely dense.
¥TIC: I = progressive or persistent enhancement pattern, usually considered benign with only a small proportion (~9%) of malignant lesions having this pattern; II = plateau pattern, considered concerning for malignancy; III = washout pattern, considered strongly suggestive of malignancy.
Numbers in bold are statistically significant.
CTCs, circulating tumor cells; BC, breast cancer; n, number of patients; MR, magnetic resonance imaging; BI-RADS, breast imaging reporting and data system; TIC, time-signal intensity curves.
Strengths and weaknesses of CTC and imaging modalities.
| Tests | CTC | Ultrasonography | Mammography | MRI |
|---|---|---|---|---|
|
| 0.889 | 0.848 | 0.820 | 0.870 |
|
| Yes | Yes | Yes | Yes |
|
| ||||
| Sample preparation/ | 5–6 h | 30–60 min | 10–20 min | 30–60 min |
| Analysis and | 2 h | 30–60 min | 30–60 min | 1–2 h |
| Total time for reporting results | 24 h | 24–48 h | 24–48 h | 24–48 h |
|
| ||||
| Technician/ | Yes | Yes | Yes | Yes |
| Specialist/ | No | Yes, radiologist, | Yes, radiologist, | Yes, radiologist, |
|
| High | Low | Low | Intermediate |
| USA | NR | $90.36 | $138.17 | $549.71 |
| China | ¥1,800–3,300 | ¥78.2 | ¥200 | ¥1,286.99 |
+Accuracy values were adopted from .
#Average time used at the 2nd affiliated hospital of Zhejiang University, China.
*Costs were adopted from published studies and were based on the Medicare reimbursement rate for each test in the USA and China; CTC is not covered by Medicare in China. NR: not reported by the referred study.