- Research
- Open access
- Published:
Association of clinicopathologic and sonographic features with stromal tumor-infiltrating lymphocytes in triple-negative breast cancer
BMC Cancer volume 24, Article number: 997 (2024)
Abstract
Background
Increased level of stromal tumor-infiltrating lymphocytes (sTILs) are associated with therapeutic outcomes and prognosis in triple-negative breast cancer (TNBC). This study aimed to investigate the associations of clinicopathologic and sonographic features with sTILs level in TNBC.
Methods
This study included invasive TNBC patients with postoperative evaluation of sTILs after surgical resection. Tumor shape, margin, orientation, echo pattern, posterior features, calcification, and vascularity were retrospectively evaluated. The patients were categorized into high-sTILs (≥ 20%) and low-sTILs (< 20%) level groups. Chi-square or Fisher’s exact tests were used to assess the association of clinicopathologic and sonographic features with sTILs level.
Results
The 171 patients (mean ± SD age, 54.7 ± 10.3 years [range, 22‒87 years]) included 58.5% (100/171) with low-sTILs level and 41.5% (71/171) with high-sTILs level. The TNBC tumors with high-sTILs level were more likely to be no special type invasive carcinoma (p = 0.008), higher histologic grade (p = 0.029), higher Ki-67 proliferation rate (all p < 0.05), and lower frequency of associated DCIS component (p = 0.026). In addition, the TNBC tumors with high-sTILs level were more likely to be an oval or round shape (p = 0.001), parallel orientation (p = 0.011), circumscribed or micro-lobulated margins (p < 0.001), complex cystic and solid echo patterns (p = 0.001), posterior enhancement (p = 0.002), and less likely to have a heterogeneous pattern (p = 0.001) and no posterior features (p = 0.002).
Conclusions
This preliminary study showed that preoperative sonographic characteristics could be helpful in distinguishing high-sTILs from low-sTILs in TNBC patients.
Introduction
Triple-negative breast cancer (TNBC) is characterized by no expression of estrogen receptor (ER), progesterone receptor (PR), and human epidermal growth factor receptor 2 (HER2) [1]. As a result of the lack of therapeutic molecular targets, TNBC is characterized by higher rates of recurrence and distant metastasis, and TNBC is considered one of the worst prognosis subtypes among all breast cancers [2].
In recent years, tumor-infiltrating lymphocytes (TILs) have been proven to be a robust biomarker for predicting treatment response and prognosis for breast cancer [3, 4]. Previous clinical trials have shown that patients with high-TILs breast cancer respond better to chemotherapy than low-TILs breast cancer [5, 6]. It is noted that TILs are most commonly in the TNBC subtype among all breast cancers [7, 8]. Several studies have demonstrated that TNBC patients with high-TILs have lower recurrence rates [9] and higher pathologic complete response rates than TNBC patients with low-TILs [10]. In addition, TNBC patients with high-TILs have been found to have an excellent survival, including recurrence-free survival, disease-free survival, and overall survival [11,12,13]. Currently, the quantification of TILs is visually assessed on hematoxylin and eosin (H&E)-stained pathological slides [3]. On H&E-stained pathological slides, TILs can be classified into stromal TILs (sTILs) and intratumoral TILs (iTILs) in breast cancer tissue. However, iTILs are less abundant than sTILs, which are challenging to differentiate from cell necrosis or apoptosis [14, 15]. Thus, the evaluation of sTILs is recommended by the guidelines of the International TILs Working Group on Breast Cancer [16]. In many cases, the quantification of sTILs is obtained through a core needle biopsy, especially in patients requiring neoadjuvant chemotherapy. However, several well-known pitfalls of core needle biopsy may affect the accuracy of evaluating sTILs level, such as limited tissue sampling and heterogeneity in lymphocyte distribution [17]. Due to allowing for visualization of the entire tumor, the imaging method may serve as a supplementary method for assessing sTILs level that may help overcome these limitations.
Ultrasonography is a crucial conventional imaging modality for breast cancer. In recent years, ultrasonography has been used to predict the sTILs level in invasive breast cancers. High-sTILs tumors have been found to show more circumscribed margins, round shape, heterogeneous echogenicity, and larger size in invasive breast cancers [18]. However, TNBC is defined as a specific subtype of breast cancer. On ultrasonography, invasive TNBC has sonographic features that are different from other non-TNBC invasive breast cancers but similar to benign breast lesions, including regular shape, no angular/spiculated margin, posterior acoustic enhancement, and no calcifications [19]. Up to now, the association of sonographic features and clinicopathologic features with postoperative sTILs level remains poorly investigated in invasive TNBC. Considering the pitfalls of sTILs evaluation through needle biopsy, in this study, we included the patients with surgically resected TNBC. This study aimed to investigate the associations of clinicopathologic and sonographic features with sTILs level in TNBC.
Materials and methods
The Institutional Review Board (IRB) of the Second Affiliated Hospital of Zhejiang University School of Medicine approved this retrospective study (authorization number: 2023 − 0300), and the requirement for written informed consent was waived. This study was completed in accordance with the Declaration of Helsinki as revised in 2013.
Patients selection
Among 3998 consecutive patients who underwent breast ultrasound examinations and were confirmed with pathological diagnosis of primary invasive breast cancer between January 2017 and December 2023, patients were excluded for the following reasons: (1) non-TNBC breast cancer proven by immunohistochemistry staining (n = 3640); (2) without sTILs evaluation (n = 85); (3) pathological evaluation using the needle biopsy specimen but not surgical resection specimens (n = 74); (4) underwent neoadjuvant chemotherapy in TNBC before surgical resection (n = 18); (5) preoperative breast ultrasound images lost (n = 10). After these exclusions, 171 TNBC patients with preoperative ultrasound and postoperative evaluation of sTILs were finally included. The flowchart of the patient enrolment process is shown in Fig. 1.
Pathologic evaluation
ER, PR, and HER2 data were extracted from the pathology reports after surgical resection. Each surgical resection was performed within two weeks of the diagnostic ultrasound. The quantification of sTILs was obtained according to recommendations from the International Immuno-Oncology Biomarker Working Group in Breast Cancer [20]. The ratio of the lymphoid cells to stroma in each breast cancer tumor was recorded as a percentage [14]. Several recent studies identified the optimal cut-off value of 20% sTILs that was best associated with pathologic complete response in patients with TNBC [10, 21]. In this study, the patients were categorized into high-sTILs (≥ 20%) and low-sTILs (< 20%) level groups (Fig. 2).
Ultrasound examination and feature evaluation
All breast ultrasound examinations were performed by experienced board-certified radiologists with ≥ 5 years’ experience in superficial tissue ultrasound imaging, such as breast, thyroid, and muscle. All breast ultrasound examinations were carried out on ultrasound machines, including ESAOTE (MyLab 90 X-vision, Italy), Aplio 500 (Toshiba Medical Systems, Tokyo, Japan), Logic E9 (GE Healthcare, Wauwatosa, USA), and Resona7 (Mindray, Shenzhen, China) with corresponding high-frequency probes. Transverse and longitudinal images of the index tumor were obtained during the ultrasound examinations. If there were multiple lesions, the largest tumor was regarded as the index tumor in the affected breast. Sonographic features of the index tumor for each patient were retrospectively evaluated by two radiologists with ≥ 5 years of experience in breast ultrasound, and they were blinded to the ultrasound reports and histopathologic results. In the case of a disagreement between the two observers, a consensus was arrived after discussion. Tumor shape, margin, orientation, echo pattern, posterior features, calcification, and vascularity were evaluated using the 5th edition ultrasound lexicon of the American College of Radiology (ACR) Breast Imaging Reporting and Data System (BI-RADS) Atlas.
Statistical analysis
Clinicopathologic and sonographic features between the low-sTILs and high-sTILs level groups were compared using a chi-square test or Fisher’s exact test for categorical variables and an independent t-test for continuous variables. The continuous variables were investigated using the Kolmogorov–Smirnov test to determine whether or not the distribution was normal. All statistical analyses were performed using SPSS software version 26.0 (IBM, USA), and p-value < 0.05 was considered a statistically significant difference.
Results
Clinicopathologic Features
In this study, a total of 171 women patients (mean ± SD age, 54.7 ± 10.3 years [range, 22‒87 years]) were finally included. The clinicopathologic features between the low-sTILs and high-sTILs level groups are summarized in Table 1. The high-sTILs level group, compared with the low-sTILs level group, was more likely to be invasive carcinoma no special type (NST) (NST in 64/71 [90.1%] vs. 74/100 [74%], p = 0.008), higher histologic grade (grade 3 in 54/71 [76.1%] vs. 59/100 [59%], p = 0.029), higher Ki-67 proliferation rate (≥ 14% in 68/71 [95.8%] vs. 86/100 [86%], p = 0.035; ≥20% in 68/71 [95.8%] vs. 83/100 [83%], p = 0.01; ≥30% in 64/71 [90.1%] vs. 78/100 [78%], p = 0.037), and lower frequency of associated ductal carcinoma in situ (DCIS) component (41/71[57.7%] vs. 74/100 [74%], p = 0.026). Patients’ age, pathologic size, multifocality, axillary lymph node metastasis, and lymphovascular invasion were not different between the low-sTILs and high-sTILs level groups (all p > 0.05).
Sonographic features
The sonographic features between the low-sTILs and high-sTILs level groups are summarized in Table 2. Compared with the low-sTILs level, the TNBC tumors with high-sTILs level were more likely to be an oval or round shape (45/71[63.4%] vs. 38/100 [38%], p = 0.001), had a greater likelihood of having parallel orientation (62/71[87.3%] vs. 71/100 [71%], p = 0.011), circumscribed or micro-lobulated margins (33/71[46.5%] vs. 18/100 [18%], p < 0.001), were more likely to have complex cystic and solid echo patterns (9/71[12.7%] vs. 2/100 [2%], p = 0.001), less likely to have a heterogeneous pattern (3/71[4.2%] vs. 18/100 [18%], p = 0.001), more likely to have posterior enhancement (28/71[39.4%] vs. 16/100 [16%], p = 0.002) and less likely to have no posterior features (41/71[57.7%] vs. 80/100 [80%], p = 0.002). The calcification and vascularity were not different between the low-sTILs and high-sTILs level groups (all p > 0.05). Examples of TNBC tumors with low-sTILs and high-sTILs level are shown in Fig. 3.
Discussion
In this study, we investigated the associations of clinicopathologic and sonographic features with sTILs level in surgically resected TNBC. The sonographic analysis showed that compared with the TNBC tumors with low-sTILs level, the TNBC tumors with high-sTILs level were more likely to have an oval or round shape, parallel orientation, circumscribed or microlobulated margins, complex cystic and solid echo patterns, and posterior enhancement; less likely to have a heterogeneous pattern and no posterior features. In addition, the clinicopathologic analysis showed that compared with the TNBC tumors with low-sTILs level, the TNBC tumors with high-sTILs level were more likely to be NST invasive carcinoma, higher histologic grade, higher Ki-67 proliferation rate, and had a lower frequency of associated DCIS component.
To the best of our knowledge, four studies have explored the association between sTILs level and sonographic features of breast cancer [18, 22,23,24]. However, these studies included patients in different molecular subtypes of breast cancer. Fukui et al. and Celebi et al. included all the molecular subtypes of breast cancer (only a few TNBC patients) [18, 22], Lee et al. included the patients with HER2-positive breast cancer [24], and Candelaria et al. included the patients with TNBC [23]. However, in Candelaria et al.’s study, the evaluation of sTILs level for each case was from a core needle biopsy specimen; thus, the sample obtained was not wholly representative of the tumor and the surrounding stroma [23]. Evaluation of sTILs level using biopsy specimens has several well-known pitfalls that may affect the accuracy of evaluating sTILs level, such as limited tissue sampling and heterogeneity in lymphocyte distribution [17]. In addition, evaluation of sTILs level from the entire tumor specimens after surgical resection is more effective than core needle biopsy specimens [8, 25, 26]. To overcome this shortcoming, in this study, we only included the TNBC patients with the evaluation of sTILs from surgical resection specimens, and we excluded the TNBC patients with the assessment of sTILs from the needle biopsy specimen. Our study is the first to investigate the associations between sonographic characteristics and sTILs level in surgically resected TNBC. Despite using different specimens, the present study and Candelaria et al.’s study both showed that high-sTILs level was associated with oval or round tumor shape, tumor margins, complex cystic and solid echo patterns, and posterior acoustic enhancement in TNBC patients [23]. In contrast to Candelaria et al.’s study [23], our study revealed a statistically significant association between high-sTILs level and parallel orientation.
Using the pathological evaluation of the surgical specimens, we found that compared with the TNBC tumors with low-sTILs level, the TNBC tumors with high-sTILs level were more likely to manifest with an oval or round tumor shape, circumscribed margin, parallel orientation, and posterior acoustic enhancement which are the characteristics of benign breast masses [27, 28]. Indeed, many TNBC tumors may be misinterpreted as benign breast tumors due to their benign-like sonographic appearances [19]. Thus, TNBC tumors with high-sTILs level are more likely to be misinterpreted as benign breast tumors, such as fibroadenomas. The breast tumor microenvironment drives the appearance of the tumor and then shapes the tumor. Therefore, the underlying molecular and biological mechanisms of the association between a tumor shape and its surrounding stroma remain to be elucidated.
In addition, the results of our study showed TNBC tumors with high-sTILs were associated with NST invasive carcinoma, histologic grade of 3, ≥ 14% Ki-67 proliferation rate, and inversely associated with associated DCIS component. Despite using different molecular subtypes of breast cancer, the present study and Lee et al.’s study both revealed that high-sTILs level was associated with histologic grade of 3, ≥ 14% Ki-67 proliferation rate, and inversely associated with associated DCIS component [24]. Previous studies have shown that malignant-like sonographic appearances, such as irregular shape, not parallel orientation, and posterior shadowing, are characteristics of low-grade breast cancers with slow cellular proliferation [29,30,31,32]. In contrast, a regular shape or posterior enhancement, typically considered benign breast tumor traits, is associated with high-grade breast cancers with rapid cellular proliferation [30, 31, 33]. Li et al. found that higher histologic grade and higher Ki67 proliferation rate had more chance of having a regular shape of TNBC [19]. In this study, we confirmed that high-sTILs level was associated with higher histologic grade, higher Ki67 proliferation rate, regular shape, and posterior enhancement in the patients with TNBC.
The findings of our study have clinical implications. Many studies demonstrated that high-sTILs level was associated with improved recurrence-free survival, disease-free survival, overall survival [11,12,13], and higher rates of pathologic complete response in the neoadjuvant treatment of TNBC [6, 34]. In addition, Park et al. revealed that stage I TNBC patients with high-sTILs level had a favorable prognosis even without chemotherapy [35]. If sonographic appearance can help identify sTILs level before treatment, then there is the potential for de-escalating therapy for TNBC patients. One crucial benefit of de-escalation is that it avoids the potential toxicity of chemotherapy. Due to allowing for visualization of the entire tumor, ultrasound could overcome the shortcoming of quantifying sTILs level from a needle biopsy specimen with limited tissue sampling and heterogeneity in lymphocyte distribution [17]. Our study is the first to confirm the significant associations between sonographic characteristics and sTILs level by determining sTILs from surgical resection specimens in TNBC patients. Although sonographic characteristics alone cannot replace the pathological evaluation from biopsy, ultrasound may serve as an inexpensive and complementary imaging method for assessing sTILs level, which may provide a predictive and prognostic signature that can be applied to stratify the patients of TNBC to choose the most appropriate treatment.
Some limitations of our study need to be acknowledged. First, it was a retrospective study involving a single institution. In the future, a multi-center study is required for validation. Second, although sonographic features of the index tumor for each patient were retrospectively evaluated by two observers, retrospective evaluation may miss some information or misinterpret the stored ultrasound images. A prospective study should be performed using a video loop stored for sonographic evaluation. Third, since all subjects included in our study were TNBC patients, our study’s findings could not apply to the other different molecular subtypes of breast cancer. Lastly, sTILs constitute a diverse mixture of T cells [36]. A greater CD8+ T cells infiltration is associated with a better prognosis in TNBC [8, 37], while a greater Treg T cells infiltration is associated with a poor prognosis [38, 39]. The evaluation of sTILs would be more complete in case of a further immunohistochemical analysis about the components of the sTILs, dividing them in to two groups: (a) helping tumor suppression like CD8+ T cells and (b) helping tumor progression like Treg (Foxp3+) T cells [39].
Conclusion
In summary, this study investigated the associations of clinicopathologic and sonographic features with sTILs level in TNBC patients. Compared with the TNBC tumors with low-sTILs level, the TNBC tumors with high-sTILs level were more likely to be NST invasive carcinoma, higher histologic grade, higher Ki-67 proliferation rate, and lower frequency of associated DCIS component. In addition, the TNBC tumors with high-sTILs level were more likely to be an oval or round shape, parallel orientation, circumscribed or microlobulated margins, complex cystic and solid echo patterns, posterior enhancement, and less likely to have a heterogeneous pattern and no posterior features. This preliminary study showed that preoperative sonographic characteristics could be helpful in distinguishing high-sTILs from low-sTILs level in TNBC patients.
Data availability
Raw data are available with the corresponding author and will be provided upon a written request.
References
Foulkes WD, Smith IE, Reis-Filho JS. Triple-negative breast cancer. N Engl J Med. 2010;363(20):1938–48.
Bianchini G, Balko JM, Mayer IA, Sanders ME, Gianni L. Triple-negative breast cancer: challenges and opportunities of a heterogeneous disease. Nat Rev Clin Oncol. 2016;13(11):674–90.
Savas P, Salgado R, Denkert C, Sotiriou C, Darcy PK, Smyth MJ, Loi S. Clinical relevance of host immunity in breast cancer: from TILs to the clinic. Nat Rev Clin Oncol. 2016;13(4):228–41.
Byrne A, Savas P, Sant S, Li R, Virassamy B, Luen SJ, Beavis PA, Mackay LK, Neeson PJ, Loi S. Tissue-resident memory T cells in breast cancer control and immunotherapy responses. Nat Rev Clin Oncol. 2020;17(6):341–8.
Denkert C, Loibl S, Noske A, Roller M, Müller BM, Komor M, Budczies J, Darb-Esfahani S, Kronenwett R, Hanusch C, et al. Tumor-associated lymphocytes as an independent predictor of response to neoadjuvant chemotherapy in breast cancer. J Clin Oncol. 2010;28(1):105–13.
Denkert C, von Minckwitz G, Brase JC, Sinn BV, Gade S, Kronenwett R, Pfitzner BM, Salat C, Loi S, Schmitt WD, et al. Tumor-infiltrating lymphocytes and response to neoadjuvant chemotherapy with or without carboplatin in human epidermal growth factor receptor 2-positive and triple-negative primary breast cancers. J Clin Oncol. 2015;33(9):983–91.
Loi S, Sirtaine N, Piette F, Salgado R, Viale G, Van Eenoo F, Rouas G, Francis P, Crown JP, Hitre E, et al. Prognostic and predictive value of tumor-infiltrating lymphocytes in a phase III randomized adjuvant breast cancer trial in node-positive breast cancer comparing the addition of docetaxel to doxorubicin with doxorubicin-based chemotherapy: BIG 02–98. J Clin Oncol. 2013;31(7):860–7.
Ali HR, Provenzano E, Dawson SJ, Blows FM, Liu B, Shah M, Earl HM, Poole CJ, Hiller L, Dunn JA, et al. Association between CD8 + T-cell infiltration and breast cancer survival in 12,439 patients. Ann Oncol. 2014;25(8):1536–43.
Loi S, Drubay D, Adams S, Pruneri G, Francis PA, Lacroix-Triki M, Joensuu H, Dieci MV, Badve S, Demaria S, et al. Tumor-infiltrating lymphocytes and prognosis: a pooled individual patient analysis of early-stage triple-negative breast cancers. J Clin Oncol. 2019;37(7):559–69.
Ruan M, Tian T, Rao J, Xu X, Yu B, Yang W, Shui R. Predictive value of tumor-infiltrating lymphocytes to pathological complete response in neoadjuvant treated triple-negative breast cancers. Diagn Pathol. 2018;13(1):66.
Adams S, Gray RJ, Demaria S, Goldstein L, Perez EA, Shulman LN, Martino S, Wang M, Jones VE, Saphner TJ, et al. Prognostic value of tumor-infiltrating lymphocytes in triple-negative breast cancers from two phase III randomized adjuvant breast cancer trials: ECOG 2197 and ECOG 1199. J Clin Oncol. 2014;32(27):2959–66.
Loi S, Michiels S, Salgado R, Sirtaine N, Jose V, Fumagalli D, Kellokumpu-Lehtinen PL, Bono P, Kataja V, Desmedt C, et al. Tumor infiltrating lymphocytes are prognostic in triple negative breast cancer and predictive for trastuzumab benefit in early breast cancer: results from the FinHER trial. Ann Oncol. 2014;25(8):1544–50.
Pruneri G, Vingiani A, Bagnardi V, Rotmensz N, De Rose A, Palazzo A, Colleoni AM, Goldhirsch A, Viale G. Clinical validity of tumor-infiltrating lymphocytes analysis in patients with triple-negative breast cancer. Ann Oncol. 2016;27(2):249–56.
Dieci MV, Radosevic-Robin N, Fineberg S, van den Eynden G, Ternes N, Penault-Llorca F, Pruneri G, D’Alfonso TM, Demaria S, Castaneda C, et al. Update on tumor-infiltrating lymphocytes (TILs) in breast cancer, including recommendations to assess TILs in residual disease after neoadjuvant therapy and in carcinoma in situ: a report of the International Immuno-Oncology Biomarker Working Group on breast Cancer. Semin Cancer Biol. 2018;52(Pt 2):16–25.
Salgado R, Denkert C, Campbell C, Savas P, Nuciforo P, Aura C, de Azambuja E, Eidtmann H, Ellis CE, Baselga J, et al. Tumor-infiltrating lymphocytes and associations with pathological complete response and event-free survival in HER2-Positive early-stage breast Cancer treated with Lapatinib and Trastuzumab: a secondary analysis of the NeoALTTO Trial. JAMA Oncol. 2015;1(4):448–54.
Salgado R, Denkert C, Demaria S, Sirtaine N, Klauschen F, Pruneri G, Wienert S, Van den Eynden G, Baehner FL, Penault-Llorca F, et al. The evaluation of tumor-infiltrating lymphocytes (TILs) in breast cancer: recommendations by an International TILs Working Group 2014. Ann Oncol. 2015;26(2):259–71.
Kos Z, Roblin E, Kim RS, Michiels S, Gallas BD, Chen W, van de Vijver KK, Goel S, Adams S, Demaria S, et al. Pitfalls in assessing stromal tumor infiltrating lymphocytes (sTILs) in breast cancer. NPJ Breast Cancer. 2020;6:17.
Çelebi F, Agacayak F, Ozturk A, Ilgun S, Ucuncu M, Iyigun ZE, Ordu Ç, Pilanci KN, Alco G, Gultekin S, et al. Usefulness of imaging findings in predicting tumor-infiltrating lymphocytes in patients with breast cancer. Eur Radiol. 2020;30(4):2049–57.
Li JW, Zhang K, Shi ZT, Zhang X, Xie J, Liu JY, Chang C. Triple-negative invasive breast carcinoma: the association between the sonographic appearances with clinicopathological feature. Sci Rep. 2018;8(1):9040.
Denkert C, Wienert S, Poterie A, Loibl S, Budczies J, Badve S, Bago-Horvath Z, Bane A, Bedri S, Brock J, et al. Standardized evaluation of tumor-infiltrating lymphocytes in breast cancer: results of the ring studies of the international immuno-oncology biomarker working group. Mod Pathol. 2016;29(10):1155–64.
Abuhadra N, Sun R, Litton JK, Rauch GM, Yam C, Chang JT, Seth S, Bassett R Jr., Lim B, Thompson AM et al. Prognostic impact of high baseline stromal tumor-infiltrating lymphocytes in the absence of pathologic complete response in early-stage triple-negative breast Cancer. Cancers (Basel) 2022, 14(5).
Fukui K, Masumoto N, Shiroma N, Kanou A, Sasada S, Emi A, Kadoya T, Yokozaki M, Arihiro K, Okada M. Novel tumor-infiltrating lymphocytes ultrasonography score based on ultrasonic tissue findings predicts tumor-infiltrating lymphocytes in breast cancer. Breast Cancer. 2019;26(5):573–80.
Candelaria RP, Spak DA, Rauch GM, Huo L, Bassett RL, Santiago L, Scoggins ME, Guirguis MS, Patel MM, Whitman GJ, et al. BI-RADS Ultrasound lexicon descriptors and stromal tumor-infiltrating lymphocytes in Triple-negative breast Cancer. Acad Radiol. 2022;29(Suppl 1Suppl 1):S35–41.
Lee HJ, Lee JE, Jeong WG, Ki SY, Park MH, Lee JS, Nah YK, Lim HS. HER2-Positive breast Cancer: association of MRI and clinicopathologic features with tumor-infiltrating lymphocytes. AJR Am J Roentgenol. 2022;218(2):258–69.
Schalper KA, Velcheti V, Carvajal D, Wimberly H, Brown J, Pusztai L, Rimm DL. In situ tumor PD-L1 mRNA expression is associated with increased TILs and better outcome in breast carcinomas. Clin Cancer Res. 2014;20(10):2773–82.
Liu S, Foulkes WD, Leung S, Gao D, Lau S, Kos Z, Nielsen TO. Prognostic significance of FOXP3 + tumor-infiltrating lymphocytes in breast cancer depends on estrogen receptor and human epidermal growth factor receptor-2 expression status and concurrent cytotoxic T-cell infiltration. Breast Cancer Res. 2014;16(5):432.
Costantini M, Belli P, Lombardi R, Franceschini G, Mulè A, Bonomo L. Characterization of solid breast masses: use of the sonographic breast imaging reporting and data system lexicon. J Ultrasound Med. 2006;25(5):649–59. quiz 661.
Hong AS, Rosen EL, Soo MS, Baker JA. BI-RADS for sonography: positive and negative predictive values of sonographic features. AJR Am J Roentgenol. 2005;184(4):1260–5.
Çelebi F, Pilancı KN, Ordu Ç, Ağacayak F, Alço G, İlgün S, Sarsenov D, Erdoğan Z, Özmen V. The role of ultrasonographic findings to predict molecular subtype, histologic grade, and hormone receptor status of breast cancer. Diagn Interv Radiol. 2015;21(6):448–53.
Aho M, Irshad A, Ackerman SJ, Lewis M, Leddy R, Pope TL, Campbell AS, Cluver A, Wolf BJ, Cunningham JE. Correlation of sonographic features of invasive ductal mammary carcinoma with age, tumor grade, and hormone-receptor status. J Clin Ultrasound. 2013;41(1):10–7.
Costantini M, Belli P, Bufi E, Asunis AM, Ferra E, Bitti GT. Association between sonographic appearances of breast cancers and their histopathologic features and biomarkers. J Clin Ultrasound. 2016;44(1):26–33.
Kim SH, Seo BK, Lee J, Kim SJ, Cho KR, Lee KY, Je BK, Kim HY, Kim YS, Lee JH. Correlation of ultrasound findings with histology, tumor grade, and biological markers in breast cancer. Acta Oncol. 2008;47(8):1531–8.
Sannomiya N, Hattori Y, Ueda N, Kamida A, Koyanagi Y, Nagira H, Ikunishi S, Shimabayashi K, Hashimoto Y, Murata A, et al. Correlation between Ultrasound findings of Tumor Margin and Clinicopathological findings in patients with Invasive Ductal Carcinoma of the breast. Yonago Acta Med. 2016;59(2):163–8.
Denkert C, von Minckwitz G, Darb-Esfahani S, Lederer B, Heppner BI, Weber KE, Budczies J, Huober J, Klauschen F, Furlanetto J, et al. Tumour-infiltrating lymphocytes and prognosis in different subtypes of breast cancer: a pooled analysis of 3771 patients treated with neoadjuvant therapy. Lancet Oncol. 2018;19(1):40–50.
Park JH, Jonas SF, Bataillon G, Criscitiello C, Salgado R, Loi S, Viale G, Lee HJ, Dieci MV, Kim SB, et al. Prognostic value of tumor-infiltrating lymphocytes in patients with early-stage triple-negative breast cancers (TNBC) who did not receive adjuvant chemotherapy. Ann Oncol. 2019;30(12):1941–9.
Gu-Trantien C, Loi S, Garaud S, Equeter C, Libin M, de Wind A, Ravoet M, Le Buanec H, Sibille C, Manfouo-Foutsop G, et al. CD4⁺ follicular helper T cell infiltration predicts breast cancer survival. J Clin Invest. 2013;123(7):2873–92.
Pruneri G, Vingiani A, Denkert C. Tumor infiltrating lymphocytes in early breast cancer. Breast. 2018;37:207–14.
Mao Y, Qu Q, Chen X, Huang O, Wu J, Shen K. The Prognostic Value of Tumor-infiltrating lymphocytes in breast Cancer: a systematic review and Meta-analysis. PLoS ONE. 2016;11(4):e0152500.
Stenmark Tullberg A, Puttonen HAJ, Sjöström M, Holmberg E, Chang SL, Feng FY, Speers C, Pierce LJ, Lundstedt D, Killander F, et al. Immune Infiltrate in the primary Tumor predicts effect of adjuvant radiotherapy in breast Cancer; results from the Randomized SweBCG91RT Trial. Clin Cancer Res. 2021;27(3):749–58.
Acknowledgements
The authors would like to thank all colleagues for helping us in this study.
Funding
This work was supported by the Zhejiang medicine and health science and technology project (2024KY1402).
Author information
Authors and Affiliations
Contributions
Study concept and design (LH, CW), acquisition of data (LH, YG, WX), analysis and interpretation of data (LH, YG), drafting of the manuscript (LH), critical revision of the manuscript for important intellectual content (CW), and study supervision (CW). All authors have made a significant contribution to this study and have approved the final manuscript. All authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethics approval and consent to participate
The Institutional Review Board (IRB) of the Second Affiliated Hospital of Zhejiang University School of Medicine (2023 − 0300), and written informed consent was waived. This study was completed in accordance with the Declaration of Helsinki as revised in 2013.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Hu, L., Gu, Y., Xu, W. et al. Association of clinicopathologic and sonographic features with stromal tumor-infiltrating lymphocytes in triple-negative breast cancer. BMC Cancer 24, 997 (2024). https://doi.org/10.1186/s12885-024-12778-6
Received:
Accepted:
Published:
DOI: https://doi.org/10.1186/s12885-024-12778-6