Generic selectors
Exact matches only
Search in title
Search in content
Post Type Selectors
Search in posts
Search in pages
Filter by Categories
Case Report
Case Series
Corrigendum
Editorial
EDITORIAL BOARD 2026-4-1
From the BISI office
Guest Editorial
Original Research
Pictorial Essay
Review Article
Reviewers
Technical Note/Innovation
Generic selectors
Exact matches only
Search in title
Search in content
Post Type Selectors
Search in posts
Search in pages
Filter by Categories
Case Report
Case Series
Corrigendum
Editorial
EDITORIAL BOARD 2026-4-1
From the BISI office
Guest Editorial
Original Research
Pictorial Essay
Review Article
Reviewers
Technical Note/Innovation
Generic selectors
Exact matches only
Search in title
Search in content
Post Type Selectors
Search in posts
Search in pages
Filter by Categories
Case Report
Case Series
Corrigendum
Editorial
EDITORIAL BOARD 2026-4-1
From the BISI office
Guest Editorial
Original Research
Pictorial Essay
Review Article
Reviewers
Technical Note/Innovation
View/Download PDF

Translate this page into:

Original Research
4 (
1
); 13-18
doi:
10.25259/IJBI_2_2026

Correlation between ultrasound descriptors and histopathological prognostic markers (Ki-67 score, Nottingham grade, and tumor subtype) in triple-negative breast cancers

Department of Radiology, Sri Ramachandra Institute of Higher Education and Research, Porur, Chennai, India.

*Corresponding author: Sanchanaa Sree Balakrishnan, Department of Radiology. Sri Ramachandra Institute of Higher Education and Research, Porur, Chennai, India. sanchanaasree@outlook.com

Licence
This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-Share Alike 4.0 License, which allows others to remix, transform, and build upon the work non-commercially, as long as the author is credited and the new creations are licensed under the identical terms.

How to cite this article: Balakrishnan S, Dev B. Correlation between ultrasound descriptors and histopathological prognostic markers (Ki-67 score, Nottingham grade, and tumor subtype) in triple-negative breast cancers. Indian J Breast Imaging. 2026;4:13-8. doi: 10.25259/IJBI_2_2026

Abstract

Objectives:

To determine whether ultrasound (US) features correlated with high (>14%) or low (<14%) Ki-67 score or other histopathological prognostic markers in TNBC.Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer. Alarmingly, TNBC can often masquerade as a benign mass on imaging, and benign appearing TNBCs can be highly aggressive. It is important for radiologists to understand the prognostic features of “benign” imaging appearances of TNBC, so that they are cautious while imaging seemingly benign masses.

Materials and Methods:

We retrospectively searched our institutional Picture archiving and communication system for patients who had undergone US-guided core needle biopsy at our institution (n=50) and were proven to have TNBCs. Ki-67 scores, TNBC subtype (basal-like/non-classified), Nottingham’s grade, and score were documented from the histopathology report. Statistical analysis was done using chi-square and T-tests.

Results:

Circumscribed margins were significantly associated with higher Nottingham’s score (p = 0.046) and younger age (p = 0.006). Circumscribed masses showed higher Ki-67 than non-circumscribed masses (p = 0.206). Masses with posterior enhancement were significantly associated with higher Nottingham’s Score (p = 0.041) and Grade (p = 0.032). High ki67 score was significantly associated with BL subtype (p < 0.001).

Conclusion:

The combination of circumscribed margins and posterior enhancement on imaging, classically described in fibroadenomas, warrants caution since it is also seen in high-grade TNBCs.

Keywords

Breast
Ki-67 antigen
Triple negative breast cancer
Ultrasound

INTRODUCTION

Triple negative breast cancer (TNBC) is a subtype of breast cancer that is characterized by the absence of immunohistochemical staining of estrogen receptor (ER), progesterone receptor (PR), and human epidermal growth factor receptor-2 (HER2) receptors. TNBC is known for its aggressive nature, absence of response to hormonal therapy, and poor prognosis. Importantly, when breast cancer occurs in young women, it is more likely to be of the TNBC subtype.[1] The combination of being an aggressive tumor with a predilection towards younger women makes TNBC a formidable disease to contend with. Furthermore, TNBC can often masquerade as a benign appearing mass, and it is reported that benign appearing TNBCs are more likely to be more aggressive.[2-4] In this setting, it is important for radiologists to understand the correlation between supposedly “benign” imaging appearances and poor prognostic indicators in TNBCs, so that they are alert even while imaging apparently benign masses. Since the proliferation index “ki67” is a proxy for predicting the biological behavior of a malignancy and its response to adjuvant systemic treatment, our study is aimed at evaluating whether specific ultrasound (US) features correlated with high (>14%) or low (<14%) ki67 score in cases of histopathologically proven TNBC. Additionally, we also evaluated the association between US imaging features and other histopathological markers, including subtypes of TNBC, Nottingham’s Histologic score, and Nottingham’s Histologic grade.

MATERIALS AND METHODS

Ethical Approval was sought and obtained from our Institutional Ethics Committee. The requirement for informed consent was waived as this is a retrospective study. Data confidentiality was maintained using specific numbered identification and password protection.

We retrospectively searched our Institutional Radiology Picture archiving and communication system database for cases that had undergone US-guided core needle biopsy at the Radiology Department at our institution and were proven to have TNBCs from 2017 to 2024. 50 cases were found and included in the study. The US features of the malignant mass (shape, margins, echogenicity, posterior features, orientation, vascularity, presence of echogenic rim, and presence of calcifications) were assessed by two radiologists independently.

Ki67 scores for all patients were documented from the histopathology report and categorized as high or low. At our institution, a Ki-67 score >14% was considered high and a score <14% was considered low.

Other histopathological examination (HPE) data, including subtype of TNBC (basal-like/non-classified), Nottingham’s histological grade, and presence of necrosis on histopathology, were also documented from the histology report for all 50 cases.

Statistical analysis was done using the chi-square test and t-tests to determine whether any specific US features correlated with age at diagnosis or histopathological features (Ki-67 score, Nottingham’s grade, subtype of TNBC, presence of necrosis).

RESULTS

The mean age of patients was 53.4 years (Range: 23-75 years). All patients were female. The mean Nottingham’s Histologic Score was 7.08+1.23 (Range: 4-9). The mean Ki-67 score was 52 (Range: 5-95). All 50 patients showed a mass on US; 22/50 (44%) had suspicious ipsilateral axillary lymph nodes. The US features (shape, margins, orientation, echogenicity, posterior features, and presence of cystic spaces within the mass) and histopathological features (TNBC subtype (BL or NC), ki67 scores, Nottingham’s Grades, and histological type) are summarized in Table 1.

The results of the statistical analysis are presented below:

Table 1: Demographics and distribution of US features and histopathological features in all 50 patients
Factor N %
Age
<40y 7 14
>40y 43 86
Histopathological subtypes & markers
Immunohistochemical subtype of TNBC
Basal-like 45 90
Non-classifiable 5 10
Ki67
Low (<14%) 4 10
High (>14%) 46 90
Nottingham’s grade
Grade 1 (well differentiated) 2 4
Grade 2 (moderately differentiated) 29 58
Grade 3 (poorly differentiated) 19 38
Necrosis
Present 13 26
Absent 37 74
Histological type
Invasive mammary carcinoma, no special type 46 92
Invasive lobular carcinoma 1 2
Apocrine carcinoma 1 2
Pleomorphic carcinoma 1 2
Invasive papillary carcinoma 1 2
Ultrasonographic features
Shape
Oval 11 22
Irregular 39 78
Margins
Circumscribed 11 22
Non
-circumscribed
- micro lobulated
- indistinct
- angular
- spiculated
39
20
9
7
3
78
40
18
14
6
Echogenicity
Hypoechoic 44 88
Mixed solid cystic 4 8
Heterogeneous echotexture 2 4
Echogenic rim
Present 26 52
Absent 24 48
Posterior enhancement
Present 29 58
Absent 21 42
Orientation
Parallel 30 60
Non-parallel 20 40
Cystic areas
Present 13 26
Absent 37 74
Lymph node involvement
Present 22 44
Absent 28 56

TNBC: Triple negative breast cancer, US: Ultrasound.

Correlation between US features and patient demographics

Circumscribed margins were significantly more common in younger TNBC patients who were <40 years of age than in TNBC patients who were older than 40 years (p = 0.006). Other US and histopathological features did not show statistically significant association with patient age.

Correlation between US features and HPE markers

Correlation between US features and Ki-67

Circumscribed masses showed a higher mean Ki-67 than non-circumscribed masses (60.1 vs 49.4), although this association was not statistically significant (p = 0.206).

None of the other US features, such as orientation, shape, presence or absence of echogenic rim /posterior enhancement /cystic areas, were found to be significantly associated with high or low Ki-67 scores.

Correlation between US features and Nottingham score/grade

Masses with circumscribed margins were associated with a higher mean Nottingham score (p = 0.046). Posterior enhancement was significantly associated with higher mean Nottingham Grade (2.48 vs 2.14, p = 0.032) and higher mean Nottingham Score (7.38 vs 6.67, p = 0.041). Other US features, including echogenicity, orientation, and the presence of an echogenic rim, were not significantly associated with Nottingham’s score or Nottingham’s grade.

Correlation between US features and other histopathological features

Circumscribed masses showed more frequent necrosis on pathology (45.4% vs 20.5%), although this association was not statistically significant (p = 0.096)

None of the US features were associated with a specific TNBC subtype.

Correlations amongst HPE markers

Ki67 and TNBC subtype

Although TNBC has six subtypes [basal-like 1 (BL1), basal-like 2 (BL2), mesenchymal (M), mesenchymal stem-like (MSL), immunomodulatory (IM), and luminal androgen receptor (LAR)], our pathology reports classified TNBCs into 2 broad subcategories: basal-like subtype (BL, which is epidermal growth factor receptor (EGFR) positive) and non-classifiable subtype (NC, which is EGFR negative).[5,6] In our study, we found that a high Ki-67 score was significantly associated with the BL subtype of TNBC, and a low Ki-67 score was significantly associated with the NC subtype of TNBC (p <0.001).

Ki67 and necrosis

High Ki-67 was associated with the presence of necrosis on HPE, although this association was not statistically significant (p = 0.162). None of the cases with low Ki-67 had necrosis on histopathological examination. 28.2% (13/46) of cases with high Ki-67 had necrosis; all 13 of these cases were BL subtype.

Nottingham score and grade

Nottingham score and grade were not associated with high or low Ki-67 score, the presence of necrosis on histopathology, or the subtype of TNBC.

Correlations amongst US features

All masses with circumscribed margins also had posterior enhancement, and all but one showed parallel orientation. Internal cystic areas were more frequent in masses with circumscribed margins than in masses with non-circumscribed margins (p < 0.001).

DISCUSSION

TNBC is considered one of the most aggressive immunohistochemical subtypes of breast cancer, characterized by negativity for ER, PR, and HER2. TNBC is subclassified into six types: basal-like 1 (BL1), basal-like 2 (BL2), mesenchymal (M), mesenchymal stem-like (MSL), immunomodulatory (IM), and luminal androgen receptor (LAR), based on gene expression profiling.[5] However, in practice, TNBC is often just classified into 2 broad subcategories: basal-like subtype (BL, which is EGFR positive) and non-classifiable subtype (NC, which is EGFR negative).[6]

Previous studies have shown that the BL subtype has a poorer prognosis, while the NC subtype has a better prognosis.[7,8] The proliferation index “Ki-67” (a nuclear antigen seen in proliferating cells) is a proxy for predicting the biological behavior of the malignancy and response to adjuvant systemic treatment. In cases of TNBC, high Ki-67 is often associated with more aggressive disease, increased possibility of metastasis, and poor prognosis.[9] In agreement with this, our study also showed that the BL subtype was found to be significantly associated with a high Ki-67 (p < 0.001).

In our study, 90% of patients had high Ki-67, while only 10% had low Ki-67. This is in agreement with previous studies that also showed a prevalence of higher Ki-67 scores in TNBC patients.[10]

In our study, 96% of TNBCs were moderately or poorly differentiated (Nottingham Grade 2: n=29/50, 58%; Nottingham Grade 3: n=19/50, 38%). Previous studies have also reported that the majority of TNBCs were categorized as high-grade tumors.[11,12]

Although some studies reported that Ki-67 was higher in young patients with TNBC, some others reported that Ki-67 did not correlate with age.[1,9] In our study, there was no correlation between ki67 score and the age of the patient.

Although TNBC is often associated with a younger age of diagnosis, the mean age in our study population was 53.4 years, comparable to that in Muller’s study, where the mean age of patients with TNBC was 58 years.[2] A few studies, however, have reported a lower mean age of presentation of TNBC.[13,14] Over and above the mean age of incidence of TNBC, the important concept to be understood is that when young women (<40 years) develop breast cancer, they are more likely to have the triple negative subtype than other subtypes.[1]

Radiologically, the primary concern is that TNBC has imaging characteristics that can mimic benign masses.[14,15] Müller et al reported that 14.5% of TNBC cases in their study population were originally reported benign on ultrasound.[2]

In our study, 22% of patients had oval/gently lobulated masses with circumscribed margins. This is consistent with the rates (12-27%) reported in the literature.[16,17] It is important to note that most TNBCs present with irregular margins, but amongst the tumors that have circumscribed margins, TNBC is the most frequent subtype.[2,18]

Posterior enhancement has also been reported to be frequently associated with TNBC.[2,4,14,17-19] In our study, 58% of masses showed posterior enhancement. Posterior acoustic enhancement is caused by the high cellularity in these high-grade tumors.[20]

Previous studies have shown that both circumscribed margins and posterior enhancement are associated with higher Ki-67 scores and higher tumor grade in TNBCs.[3,4,20] In our study too, both circumscribed masses and posterior enhancement were found to be significantly associated with higher mean Nottingham score (p = 0.046 and p = 0.041, respectively), and posterior enhancement was also significantly associated with higher Nottingham grade (p = 0.032). Circumscribed masses also showed higher mean Ki-67 than non-circumscribed masses and more frequent necrosis on pathology, although these two associations were not statistically significant.

In particular, a combination of oval/round shape, circumscribed margins, and posterior acoustic enhancement was reported to be highly specific for TNBC (98.4%).[4,15,19,20] 10/11 of our circumscribed masses also showed posterior enhancement and parallel orientation. This makes for an alarming combination as these masses can easily be mistaken for benign entities like fibroadenomas and phyllodes tumors [Figure 1a and b].

(a) US image of a 23-year-old lady who presented with new onset left breast pain revealed an oval circumscribed hypoechoic mass in parallel orientation with mild internal vascularity and posterior acoustic enhancement, measuring 2 cm. Histopathological examination: Invasive mammary carcinoma, no special type, with 25% areas of necrosis, Nottingham’s histologic score 9/9, and Nottingham’s histologic grade 3. Immunohistochemical studies revealed a triple-negative basal-like molecular subtype, with a Ki-67 score of 70%. (b): US image of a 32-year-old lady who presented with a right breast lump revealed an oval circumscribed hypoechoic mass in parallel orientation with cystic changes within, mild internal vascularity, and posterior acoustic enhancement. Histopathological examination: Invasive mammary carcinoma, no special type, Nottingham’s histologic Score 7/9, and Nottingham’s histologic grade 2. Immunohistochemical studies revealed a triple-negative basal-like molecular subtype, with a Ki-67 score of 70%. US: Ultrasound.
Figure 1: (a) US image of a 23-year-old lady who presented with new onset left breast pain revealed an oval circumscribed hypoechoic mass in parallel orientation with mild internal vascularity and posterior acoustic enhancement, measuring 2 cm. Histopathological examination: Invasive mammary carcinoma, no special type, with 25% areas of necrosis, Nottingham’s histologic score 9/9, and Nottingham’s histologic grade 3. Immunohistochemical studies revealed a triple-negative basal-like molecular subtype, with a Ki-67 score of 70%. (b): US image of a 32-year-old lady who presented with a right breast lump revealed an oval circumscribed hypoechoic mass in parallel orientation with cystic changes within, mild internal vascularity, and posterior acoustic enhancement. Histopathological examination: Invasive mammary carcinoma, no special type, Nottingham’s histologic Score 7/9, and Nottingham’s histologic grade 2. Immunohistochemical studies revealed a triple-negative basal-like molecular subtype, with a Ki-67 score of 70%. US: Ultrasound.

Another point of concern is that circumscribed masses in our study were also significantly associated with younger age compared to non-circumscribed masses (p = 0.006), which were common in older patients [Figures 2a and b]. 36.4% (4/11) of patients with circumscribed margins were between the ages of 23 and 35. This is particularly concerning because, at a younger age, a new onset circumscribed mass is more likely to be mistaken for a benign entity than if it appeared in a patient of older age.

(a) US image of a 74-year-old lady who presented with a right breast lump revealed an irregular mass with indistinct and angular margins, mixed posterior features, and mild internal vascularity. Histopathological examination: Invasive mammary carcinoma, no special type, Nottingham’s histologic score 6/9, and Nottingham’s histologic grade 2. Immunohistochemical studies revealed triple-negative basal-like molecular subtypes, with a Ki-67 score of 20%. (b) US image of a 65-year-old lady who presented with a left breast lump revealed an irregular mass with indistinct and angular margins, surrounded by an echogenic rind, showing posterior shadowing and mild internal vascularity. Histopathological examination: Invasive mammary carcinoma, no special type, Nottingham’s histologic score 8/9, and Nottingham’s histologic grade 3. Immunohistochemical studies revealed a triple-negative basal-like molecular subtype, with a Ki-67 score of 40%. US: Ultrasound.
Figure 2: (a) US image of a 74-year-old lady who presented with a right breast lump revealed an irregular mass with indistinct and angular margins, mixed posterior features, and mild internal vascularity. Histopathological examination: Invasive mammary carcinoma, no special type, Nottingham’s histologic score 6/9, and Nottingham’s histologic grade 2. Immunohistochemical studies revealed triple-negative basal-like molecular subtypes, with a Ki-67 score of 20%. (b) US image of a 65-year-old lady who presented with a left breast lump revealed an irregular mass with indistinct and angular margins, surrounded by an echogenic rind, showing posterior shadowing and mild internal vascularity. Histopathological examination: Invasive mammary carcinoma, no special type, Nottingham’s histologic score 8/9, and Nottingham’s histologic grade 3. Immunohistochemical studies revealed a triple-negative basal-like molecular subtype, with a Ki-67 score of 40%. US: Ultrasound.

CONCLUSION

Although the combination of circumscribed margins, parallel orientation, and posterior acoustic enhancement is classically seen in fibroadenomas, radiologists must be aware that there are subsets of aggressive malignancies that present with a similar imaging appearance, even in a young population. Such entities help us understand why even convincingly benign appearing masses in the US need to be categorized as BI-RADS 3 on the index visit and advised follow-up imaging as per guidelines. Knowledge about such entities and their adverse outcomes inspires appreciation for the guidelines that are designed to help clinicians and radiologists navigate these unique clinical dilemmas and walk the fine line between remaining cautious and avoiding overcalls.

Ethical approval:

The research/study was approved by the Institutional Review Board at Sri Ramachandra Institute of Higher Education and Research, number IEC-NI/24/FEB/92/32, dated 26th February 2024.

Declaration of patient consent:

The authors certify that they have obtained all appropriate patient consent forms. In the form, the patient has given consent for their images and other clinical information to be reported in the journal. The patient understand that the patient’s names and initials will not be published and due efforts will be made to conceal their identity, but anonymity cannot be guaranteed.

Conflicts of interest:

There are no conflicts of interest.

Use of artificial intelligence (AI) - assisted technology for manuscript preparation:

The authors confirm that there was no use of artificial intelligence (AI)-assisted technology for assisting in the writing or editing of the manuscript, and no images were manipulated using AI.

Financial support and sponsorship: Nil.

References

  1. , , , . Ki67 in young patients with breast cancer. Gynecol Obstet Fertil. 2013;41:16-9.
    [CrossRef] [PubMed] [Google Scholar]
  2. , , , , , , et al. Clinical imaging of the heterogeneous group of triple-negative breast cancer. Anticancer Res. 2020;40:2125-31.
    [CrossRef] [PubMed] [Google Scholar]
  3. , , , , , , et al. The role of ultrasonographic findings to predict molecular subtype, histologic grade, and hormone receptor status of breast cancer. Diagn Interv Radiol. 2015;21:448-53.
    [CrossRef] [PubMed] [Google Scholar]
  4. , , . Role of mammogram and ultrasound imaging in predicting breast cancer subtypes in screening and symptomatic patients. World J Clin Oncol. 2021;12:808-22.
    [CrossRef] [PubMed] [Google Scholar]
  5. , , , , , , et al. Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies. J Clin Invest. 2011;121:2750-67.
    [CrossRef] [PubMed] [Google Scholar]
  6. , , , , , , et al. Mammography and ultrasound effective features in differentiating basal-like and normal-like subtypes of triple negative breast cancer. Oncotarget. 2017;8:79670-9.
    [CrossRef] [PubMed] [Google Scholar]
  7. , , , , , . Stratifying triple-negative breast cancer prognosis using 18F-FDG-PET/CT imaging. Breast Cancer Res Treat. 2015;153:607-16.
    [CrossRef] [PubMed] [Google Scholar]
  8. , , , , , , et al. Triple negative breast cancer-an overview. Hereditary Genet 2013(Suppl 2):1.
    [Google Scholar]
  9. , , , , . Ki67 as a predictor of poor prognosis in patients with triple-negative breast cancer. Oncol Lett. 2015;9:149-52.
    [CrossRef] [PubMed] [Google Scholar]
  10. , , , , . Clinicopathological and molecular study of triple-negative breast cancer in Algerian patients. Pathol Oncol Res. 2018;24:297-308.
    [CrossRef] [PubMed] [Google Scholar]
  11. , , , , , , et al. Nottingham prognostic index in triple-negative breast cancer: a reliable prognostic tool? BMC Cancer. 2011;11:299.
    [CrossRef] [PubMed] [Google Scholar]
  12. , , , , , . Prognostic markers in triple-negative breast cancer. Cancer. 2007;109:25-32.
    [CrossRef] [PubMed] [Google Scholar]
  13. , . An institutional analysis of clinicopathological features of triple negative breast cancer. Indian J Cancer. 2016;53:566-8.
    [CrossRef] [PubMed] [Google Scholar]
  14. , , , , , , et al. Is the future of personalized therapy in triple-negative breast cancer based on molecular subtype? Oncotarget. 2015;6:12890-908.
    [CrossRef] [PubMed] [Google Scholar]
  15. , , , , , . Mammographic and sonographic features of triple-negative invasive carcinoma of no special type. Ultrasound Med Biol. 2015;41:375-83.
    [CrossRef] [PubMed] [Google Scholar]
  16. , , , , , , et al. Imaging features of triple negative breast cancer and the effect of BRCA mutations. Curr Probl Diagn Radiol. 2021;50:303-7.
    [CrossRef] [PubMed] [Google Scholar]
  17. , . Imaging of triple-negative breast cancer. Ann Oncol. 2012;23(Suppl 6):vi23-9.
    [CrossRef] [PubMed] [Google Scholar]
  18. , . Predicting molecular subtypes of breast cancer with mammography and ultrasound findings: introduction of sono-mammometry score. Radiol Res Pract. 2021;2021:6691958.
    [CrossRef] [PubMed] [Google Scholar]
  19. , . Mammography and ultrasound features of triple-negative breast cancer. Breast Cancer. 2011;18:146-51.
    [CrossRef] [Google Scholar]
  20. , , , , , , et al. Triple-negative invasive breast carcinoma: the association between the sonographic appearances with clinicopathological feature. Sci Rep. 2018;8:9040.
    [CrossRef] [PubMed] [Google Scholar]
Show Sections