Literature DB >> 33854326

Intraoperative Evaluation of Resection Margins in Breast-Conserving Surgery for In Situ and Invasive Breast Carcinoma.

Caroline Koopmansch1, Jean-Christophe Noël2, Calliope Maris2, Philippe Simon3, Marième Sy4, Xavier Catteau5.   

Abstract

BACKGROUND: The challenge of breast-conserving surgery (BCS) is to remove the entire tumour with free margins and avoid secondary excision that may adversely affect the cosmetic outcome. Consequently, intraoperative evaluation of surgical margins is critical. The aims of this study were multiple. First, to analyse our methodology of intraoperative examination of the resection margins and to evaluate radiological and pathological methods in the assessment of the surgical margins. Second, to evaluate the factors associated with positive margins in our patient population. M&M: The data on the resection margin status of 290 patients who underwent BCS for invasive carcinoma or ductal carcinoma in situ (DCIS) between 2009 and 2016 were reviewed.
RESULTS: In the cohort of BCS with invasive carcinoma, the negative predictive value was 97.4% for intraoperative assessment by radiography and 81.8% for intraoperative assessment by pathology. The re-operation rate among cases without intraoperative assessment was 23.6% compared to 7.3% among cases with intraoperative assessment (P = .003). Margin status was significantly associated with tumour size, histological subtype (invasive lobular carcinoma), and multifocality. In the population of BCS with DCIS, margin status was significantly associated with preoperative localisation and intraoperative margin assessment (P = .03).
CONCLUSION: There is no statistical difference between pathological and radiological intraoperative assessment. Tumour size, lobular subtype, and multifocality were found to be significantly associated with positive margins in cases with invasive carcinoma, whereas absence of intraoperative margin assessment was significantly associated with positive margins in cases with DCIS. Therefore, intraoperative margin assessment improves the likelihood of complete excision of the lesion.
© The Author(s) 2021.

Entities:  

Keywords:  Breast; cancer; intraoperative; margins; pathology

Year:  2021        PMID: 33854326      PMCID: PMC8013925          DOI: 10.1177/1178223421993459

Source DB:  PubMed          Journal:  Breast Cancer (Auckl)        ISSN: 1178-2234


Introduction

Breast cancer is the most common type of cancer in women worldwide.[1] The estimated number of new breast cancer cases for 2018 in Belgium was 11 851, with an incidence of 203.7/100 000.[2] Breast-conserving surgery (BCS) has generally been accepted as the treatment of choice for early invasive breast cancer.[1,2] The challenge of BCS is to remove the entire tumour with negative margins, as the presence of positive or close margins increases the risk of local recurrence.[2-4] Local recurrence is associated with an increased risk of systemic recurrence and poorer survival.[5] Consequently, intraoperative evaluation of surgical margins is crucial for improving oncological resection and avoiding a second surgery that may adversely affect the cosmetic outcome. The aims of this study were multiple. First, to analyse our methodology of intraoperative examination of resection margins and to compare the radiological and pathological assessment of the surgical margins of invasive and ductal carcinoma in situ (DCIS). Second, to evaluate the factors associated with positive margins in our patient population.

Materials and Methods

A total of 290 patients who underwent BCS for invasive carcinoma or DCIS between 2009 and 2016 were reviewed retrospectively. For each patient, the following parameters were assessed: imaging findings, multifocality, method used to localise the lesion (wire, carbon marking or clip; Tables 1 and 2), surgeon, intraoperative margin assessment, tumour size, histology (tumour type, tumour grade, luminal type, nodal status, and margin status), and tumour node metastasis (TNM) classification (8th edition of the UICC TNM classification of Malignant Tumours).[6] The margins were considered as positive in case of tumour cells touching ink in invasive carcinoma, and when tumour cells were identified within 2 mm of the margin in DCIS.[4,7] Radiology (mammography or echography) or pathology (macroscopic examination) were used for intraoperative margin assessment. The method was selected at the surgeon’s discretion. In case of microcalcifications, the method used was mammography. In case of a mass or architectural disorganisation, the decision on the method of intraoperative assessment was made on a case-by-case basis by the surgeon or the multidisciplinary team. In case of a mass or architectural disorganisation, mammography or echography was used as radiological evaluation, and macroscopic inspection was used as pathological examination. Frozen sections were performed when there was doubt on the accuracy of the macroscopic evaluation.[3,5,8-10] The specimen radiography method includes performing a mammography first. In case of doubt or if the lesion is not visible, ultrasound (US) examination is performed. If the lesion (microcalcification or mass) is <10 mm from the margin, immediate re-excision is performed. In case of pathological evaluation, the specimen is oriented, measured, and inked. Sections are made and the tumour is macroscopically evaluated by the pathologist. The tumour and its distance from the margins are measured. If the edges of the tumour are <10 mm from the margins, immediate re-excision is performed. Frozen-section biopsy (only one section) was performed only in cases of doubt following macroscopic evaluation.[3,5,8-10] The study protocol was approved by the Institutional Ethics and Research Review Boards at Erasme Hospital (reference number study P2018/587). All continuous variables were categorised into groups. Fisher’s exact and χ2 tests were used to assess the association between the margin status on final histopathological evaluation and all analysed variables. P < .05 was considered to indicate statistically significant differences. All analyses were performed using Statistica© software.
Table 1.

Invasive carcinoma on BCS: patients characteristics and clinicopathological data.

Number of patients (%)254 (100)
Age (y): median/mean/range61/60.5/28-91
Histology
 Invasive lobular carcinoma28 (10)
 Mixed (NST and lobular carcinoma)15 (6)
 Invasive NST carcinoma182 (72)
 Others29 (12)
Grade of invasive component
 Grade 163 (25)
 Grade 2128 (50)
 Grade 355 (21)
 Microinvasive4 (2)
 Unknown4 (2)
Subgroups
 Luminal A112 (44)
 Luminal B71 (27)
 Luminal Her214 (6)
 Her2 enrcihed7 (3)
 Triple negative20 (8)
 Unknown30 (12)
Type of lesion
 Microcalcifications17 (7)
 Mass206 (81)
 Architectural desorganisation29 (11)
 Others2 (1)
Metastatic at diagnosis
 Yes3 (1)
 No251 (99)
Multifocality
 Yes31 (12)
 No223 (88)
Localisation of the lesion
 Wire159
 Carbon17
 Clip2
 Mixed17
 None5
 Unknown54
T
 T1 mi6 (2)
 T1a7 (3)
 T1b62 (24)
 T1c120 (47)
 T255 (21)
 T31 (<1)
 T42 (<1)
 Unknown1 (<1)
Tumour size
195 (77)
 >20 mm58 (23)
 Unknown1 (< 1)
Lymph node status
 N+55 (22)
 N0189 (74)
 Nx10 (4)
Margins status in final diagnosis
 Negative222 (87)
 Positive32 (13)

Abbreviation: NST, no special type.

Table 2.

Pure DCIS on BCS: patients characteristics and clinicopathological data.

Number of patients (%)36 (100)
Age (y): median/mean/range60/58.8/40-81
Size (mm): median/mean/range12/18/1-95
Histology
 DCIS21 (58)
 DCIS with necrosis15 (42)
Grade of DCIS
 Grade 16 (17)
 Grade 27 (19)
 Grade 323 (64)
Type of lesion
 Microcalcifications22 (61)
 Mass12 (33)
 Other2 (6)
Multifocality
 Yes1 (3)
 No35 (97)
Localisation of the lesion
 Wire159
 Carbon17
 Clip2
 Mixed17
 None5
 Unknown54
Lymph node status
 Nx13 (36)
 N023 (64)
Margins status in final diagnosis
 Negative28 (78)
 Positive8 (22)

Abbreviations: BCS, breast-conserving surgery; DCIS, ductal carcinoma in situ.

Invasive carcinoma on BCS: patients characteristics and clinicopathological data. Abbreviation: NST, no special type. Pure DCIS on BCS: patients characteristics and clinicopathological data. Abbreviations: BCS, breast-conserving surgery; DCIS, ductal carcinoma in situ.

Results

Intraoperative margin assessment

The results of margin assessment are summarised in Figure 1. A total of 187 patients with a mass were evaluated, 122 by radiography, and 65 by macroscopic examination. In the group evaluated by radiology, 67% (82/122) had intraoperative positive margins. One patient with peroperatory negative margins had positive margins in the final diagnosis. Therefore, the negative predictive value (NPV) was 97.4% (38/39). For the group evaluated by macroscopic examination, 83.1% (54/65) had peroperatory positive margins. Two cases with peroperatory negative margins had positive margins in the final diagnosis. Of note, all patients with intraoperative positive margins underwent re-excision until the margins were negative. Therefore, the NPV was 81.8% (9/11). This difference in the results between radiology and pathology were not found to be statistically significant. Thus, intraoperative examination reduces the risk of positive margins in the final diagnosis in cases of pure DCIS (P = .03), but not in cases of invasive carcinoma (P = .42; Tables 3 and 4).
Figure 1.

Results of intraoperative margin assessment with the two techniques.

BCS indicates breast-conserving surgery; NPV, negative predictive value.

Table 3.

Relation between margins status and clinicopathological features in invasive carcinoma.

Negative marginsPositive margins
Age (y)P = .692
 <50427
 ⩾5018025
Tumour size (mm) P = .010
 ⩽20 (T1)17719
 >20 (T2-T4)4513
Preoperative localisationP = .169
 Yes18022
 No307
GradeP = .119
 1576
 210622
 3514
Histology P = .005
 Invasive lobular carcinoma3211
 No invasive lobular carcinoma19021
Multifocality P = .022
 Yes186
 No19821
Intraoperative margin assessmentP = .420
 Yes19226
 No306
Nodal statusP = .901
 N016748
 N+237
Presence of ductal carcinoma in situP = .377
 Yes14323
 No657
Type of lesion
 Microcalcifications152P = .966
 Mass18026
 Architectural disorganisation263
SurgeonP = .505
 Dr X8614
 Dr Y526

Bold values are statistically significant (P < .05).

Table 4.

Relation of margins status and clinicopathological in pure DCIS

Negative marginsPositive margins
Age (y)
 <501018P = .209
 ⩾5017
Tumour size (mm)P = .301
 <10101
 ⩾10-<2093
 ⩾20-<3041
 ⩾3033
Preoperative localisation P = .007
 Yes275
 No13
GradeP = .872
 151
 252
 3185
NecrosisP = .588
 No114
 Yes174
MultifocalityP = .059
 Yes10
 No278
Intraoperative margin assessment P = .030
 Yes254
 No34
Technique of intraoperative margin assessmentP = .285
 Macroscopic evaluation01
 Radiography253
Type of lesionP = .912
 Microcalcifications184
 Mass102
SurgeonP = .701
 Dr X73
 Dr Y72

Abbreviation: DCIS, ductal carcinoma in situ.

Bold values are statistically significant (P < .05).

Relation between margins status and clinicopathological features in invasive carcinoma. Bold values are statistically significant (P < .05). Relation of margins status and clinicopathological in pure DCIS Abbreviation: DCIS, ductal carcinoma in situ. Bold values are statistically significant (P < .05). Results of intraoperative margin assessment with the two techniques. BCS indicates breast-conserving surgery; NPV, negative predictive value.

Clinicopathological characteristics and association with margin status

The study was performed on 290 patients who underwent BCS for invasive carcinoma or DCIS between 2009 and 2016. A total of 254 patients had invasive carcinoma on BCS and 36 patients had DCIS without invasion in the final excision (pure DCIS). In the population with invasive carcinoma, the age range of the patients was 28 to 91 years, with a mean age of 60.5 years. The histological subtypes of the surgical specimens were invasive carcinoma of no special type (NST) for 182 patients (72%) and invasive lobular carcinoma for 28 patients (10%). Tables 1 and 2 summarise the clinical and histological characteristics of these 2 study populations. Table 5 shows the tumour characteristics of the subgroups (radiological vs pathological intraoperative margin assessment). In the population with invasive carcinoma, margin status was significantly associated with tumour size (P = .010), histological subtype (presence of invasive lobular carcinoma; P = .005) and multifocality (P = .022; Table 3). The status of the resection margins in cases with invasive carcinoma was not affected by the intraoperative examination (P = .42). The mean tumour size did not seem to be a confounding factor (Table 6). In the population of pure DCIS, the patient age ranged from 40 to 81 years, with a mean age of 58.8 years. Margin status was significantly associated with image-guided preoperative localisation (P = .007) and intraoperative margin assessment (P = .03). No significant association was observed between margin status and clinicopathological data (Table 4). The margins were positive in surgical specimens in the final pathology in 12.6% of the cases (32/254) in the population with invasive carcinoma vs 22.2% of the cases (8/36) in the population with pure DCIS. There was no statistical difference between invasive and in situ carcinoma as regards the risk of positive margins in the final diagnosis.
Table 5.

Comparison of histological data between radiography and macroscopic examination.

RadiographyMacroscopic examination
Tumour size
 ⩽20 mm4297
 >20 mm2825
Tumour grade
 Grade 11331
 Grade 23454
 Grade 31923
Tumour subtype
 Invasive lobular carcinoma59
 Others types65113
Table 6.

Relation between tumour size, margin status and intraoperative assessment.

With intraoperative margin assessmentWithout intraoperative margin assessment
Mean tumour size with definitive positive margins (mm).2515
Mean tumour size with definitive negative margins (mm).1716
Comparison of histological data between radiography and macroscopic examination. Relation between tumour size, margin status and intraoperative assessment.

Reoperation and local recurrence

The global reoperation rate was 7.6%. In the population of invasive carcinomas, 32 patients had positive margins in the final diagnosis, 10 of whom underwent a mastectomy and 9 a second surgery. These 19 patients did not develop local recurrence. A total of 11 patients did not undergo further surgery, 2 of whom presented with local recurrence during the follow-up period (at 52 and 33 months, respectively). Of the 222 patients with negative margins in the final diagnosis, 7 developed a local recurrence over a follow-up period of 8 to 87 months. For this population of invasive carcinomas, the reoperation rate was 7.5% (19/254) and the local recurrence rate was 3.5% (9/254; Figure 2). In the population of pure DCIS, 8 patients had positive margins in the final diagnosis, 2 of whom underwent a mastectomy and 1 re-excision. These 3 patients did not develop local recurrence. The 5 remaining patients did not undergo further surgery, but radiotherapy alone; 2 of them presented with local recurrences (1 invasive carcinoma and 1 carcinoma in situ). Of the 27 patients with negative margins, only 1 developed local recurrence (microinvasive carcinoma). For this population of pure DCIS, the reoperation rate was 8.3% (3/36) and the local recurrence rate was 8.3% (Figure 3). Intraoperative margin assessment was associated with a lower reoperation rate. The global re-intervention rate (invasive and pure DCIS) without intraoperative assessment was 23.6% (10/43) compared to 7.3% (18/247) with intraoperative assessment (P = .003). In the population of pure DCIS, the reoperation rate among cases without intraoperative assessment was 42.9% (3/7) compared to 3.4% (1/29) among those with intraoperative assessment (P = .018). In the population of invasive carcinomas, the reoperation rate without intraoperative assessment was 19.4% (7/36) compared to 7.8% (17/218) with intraoperative assessment, but this difference was not statistically significant (P = .057).
Figure 2.

Results of intraoperative margin assessment in case of invasive carcinoma.

Figure 3.

Results of intraoperative margin assessment win case of ductal carcinoma in situ.

DCIS indicates ductal carcinoma in situ.

Results of intraoperative margin assessment in case of invasive carcinoma. Results of intraoperative margin assessment win case of ductal carcinoma in situ. DCIS indicates ductal carcinoma in situ.

Discussion

Evaluation of the resection margins in breast cancer is an important criterion for adjuvant treatment after surgery. A number of authors have investigated this subject, we herein aimed to present our experience in this field. Moreover, we use 2 different methods of intraoperative margin assessment. Another factor that is not often studied in the literature is the comparison between surgeons who perform the excision. No statistical difference was identified between surgeons in this study. The rates of positive margins following BCS for invasive or in situ carcinomas are reported to be between 6% and 60% in the literature.[8,11,12] Cabioglu et al[5] reported a rate of positive margins of 28% for pure DCIS and 6% for invasive carcinoma. In our study, the global rate of positive margins was 13.8%: 12.6% (32/54) for invasive carcinoma and 22.2% (8/36) for pure DCIS. The distinction between invasive and in situ carcinoma was made because the definition of positive margin differs between the 2. Currently, the margin is considered positive when the tumour cells are touching ink in invasive carcinoma and when they are within 2 mm of the margin in pure DCIS.[3],[5,7,12,13] This definition was used in this study to categorise the margin status of invasive and in situ carcinomas. Intraoperative assessment of margin status may be performed by pathological examination (macroscopic evaluation, imprint cytology, or frozen section) or by radiography (mammography or echography). Specimen radiography is the method of choice in cases of DCIS, as the majority of these lesions are associated with microcalcifications only visible on mammography, whereas macroscopic evaluation is feasible only for palpable tumours.[3,5,8-10,14,15] However, the techniques used across centres are different, and variability in the sensitivity of the different methods has been reported.[10,15-17] In our institution, DCIS intraoperative margin status is generally assessed by radiography. Of note, in our population of DCIS, 12 patients had a mass and 7 of them were clearly delineated and palpable. For these patients, the surgeon decided to excise the lesion without intraoperative assessment. Performing an intraoperative margin assessment was statistically associated with negative margins in cases with pure DCIS (P = .03). However, the selected method (radiology or macroscopy) for intraoperative margin assessment did not affect the final margin status in cases with pure DCIS, as only 1 case was assessed by pathological examination (positive margins on final pathology). However, the number of cases with pure DCIS in this study was limited (n = 36). Therefore, the results of this category must be interpreted with caution and comparison with larger-sample studies is recommended. A total of 17% of the cases of positive margins were without intraoperative margin assessment compared to 11.9% with intraoperative margin assessment in cases of a mass corresponding to an invasive carcinoma. Surprisingly, the status of the resection margins in these cases was not affected by the intraoperative examination (P = .42). Of note, the tumour size (mean) was not a confounding factor in our series (Student’s t-test; P = .3057). These data are interesting, as they may indicate that there is no reason to make an intraoperative examination in case of invasive carcinoma presenting as a mass. However, these findings must be interpreted with caution due to the small number of cases in our study. It would be interesting to differentiate between subtypes of masses (well- or ill-defined, lobulated or spiculated, etc) in larger studies to confirm this hypothesis. This would be important, as all BCS for invasive carcinoma presenting as a mass currently include an intraoperative examination in our institution, which is very time-consuming and costly. Of note, when considering intraoperative margin assessment of tumours presenting as a mass, the NPV of intraoperative assessment by pathology was 81.8%, while it was 97.4% for assessment by radiography, but this difference was not statistically significant, possibly due to the small number of cases. Multiple predictive factors of positive margins have been described. Younger age, larger tumour size, presence of DCIS, high tumour grade, multifocal disease, lobular histology, and axillary node-positive disease are the most frequent factors found in the literature in case of BCS.[2,3,5,18] In agreement with these studies, we found that larger tumour size, multifocality, and lobular histology were statistically significantly associated with positive margins for invasive carcinoma. In cases of pure DCIS, absence of preoperative localisation and absence of intraoperative margin assessment were statistically significantly associated with positive margins. DCIS associated with invasive carcinoma was not associated with positive margins in our study. In this study, the global reoperation rate was 9.6%: 9.4% for invasive carcinoma and 11.1% for pure DCIS. Intraoperative margin assessment was statistically significantly associated with a lower reoperation rate in cases of pure DCIS (3.4 vs 42.9%). This result is consistent with our previous results on the association between performing an intraoperative margin assessment and margin status. Our re-operation rate is also consistent with the literature, in which the global reoperation rate ranges between 2.6% and 50%,[11,12,19] and the DCIS reoperation rate ranges between 14% and 46%.[5,11,17] The goals of this study were to evaluate our own experience with evaluation of margin resection and our own identified risk factors. Our predictive factors of positive margins are consistent with those found in the literature. Therefore, intraoperative assessment of surgical margins by radiology improves the safety of complete excision of the lesions, particularly in cases with pure DCIS, and reduces the risk of reoperation. Larger studies are required to verify our findings, as this was a retrospective study with a small number of DCIS and lacking true comparison between radiological and pathological intraoperative margin assessment.
  18 in total

1.  Predictors of invasive breast cancer in mammographically detected microcalcification in patients with a core biopsy diagnosis of flat epithelial atypia, atypical ductal hyperplasia or ductal carcinoma in situ and recommendations for a selective approach to sentinel lymph node biopsy.

Authors:  Xavier Catteau; Philippe Simon; Jean-Christophe Noël
Journal:  Pathol Res Pract       Date:  2012-03-23       Impact factor: 3.250

2.  Intraoperative Margin Assessment in Wire-Localized Breast-Conserving Surgery for Invasive Cancer: A Population-Level Comparison of Techniques.

Authors:  Alison Laws; Mantaj S Brar; Antoine Bouchard-Fortier; Brad Leong; May Lynn Quan
Journal:  Ann Surg Oncol       Date:  2016-07-12       Impact factor: 5.344

3.  Survey of American and Canadian general surgeons' perceptions of margin status and practice patterns for breast conserving surgery.

Authors:  Elena Parvez; Nicole Hodgson; Sylvie D Cornacchi; Amanda Ramsaroop; Maggie Gordon; Forough Farrokhyar; Geoffrey Porter; May Lynn Quan; Francis Wright; Peter J Lovrics
Journal:  Breast J       Date:  2014-06-26       Impact factor: 2.431

Review 4.  Intraoperative assessment of margins in breast conservative surgery--still in use?

Authors:  Marc Thill; Kristin Baumann; Jana Barinoff
Journal:  J Surg Oncol       Date:  2014-05-24       Impact factor: 3.454

5.  Current margin practice and effect on re-excision rates following the publication of the SSO-ASTRO consensus and ABS consensus guidelines: a national prospective study of 2858 women undergoing breast-conserving therapy in the UK and Ireland.

Authors:  Sarah Shuk-Kay Tang; Sarantos Kaptanis; James B Haddow; Giuseppina Mondani; Beatrix Elsberger; Marios Konstantinos Tasoulis; Christine Obondo; Neil Johns; Wisam Ismail; Asim Syed; Panayioti Kissias; Mary Venn; Souganthy Sundaramoorthy; Gareth Irwin; Amtul S Sami; Dalia Elfadl; Alice Baggaley; Dionysios Dennis Remoundos; Fiona Langlands; Petros Charalampoudis; Zoe Barber; Werbena L S Hamilton-Burke; Ayesha Khan; Chiara Sirianni; Louise Anne-Marie Grant Merker; Sunita Saha; Risha Arun Lane; Sharat Chopra; Sophie Dupré; Aidan T Manning; Edward R St John; Aya Musbahi; Nokwanda Dlamini; Caitlin L McArdle; Chloe Wright; James O Murphy; Ravi Aggarwal; Matei Dordea; Karen Bosch; Donna Egbeare; Hisham Osman; Salim Tayeh; Faraz Razi; Javeria Iqbal; Serena F C Ledwidge; Vanessa Albert; Yazan Masannat
Journal:  Eur J Cancer       Date:  2017-08-30       Impact factor: 9.162

6.  Intraoperative radiological margin assessment in breast-conserving surgery.

Authors:  T Ihrai; D Quaranta; Y Fouche; J-C Machiavello; I Raoust; C Chapellier; C Maestro; M Marcy; J-M Ferrero; B Flipo
Journal:  Eur J Surg Oncol       Date:  2014-01-18       Impact factor: 4.424

7.  Society of Surgical Oncology-American Society for Radiation Oncology consensus guideline on margins for breast-conserving surgery with whole-breast irradiation in stages I and II invasive breast cancer.

Authors:  Meena S Moran; Stuart J Schnitt; Armando E Giuliano; Jay R Harris; Seema A Khan; Janet Horton; Suzanne Klimberg; Mariana Chavez-MacGregor; Gary Freedman; Nehmat Houssami; Peggy L Johnson; Monica Morrow
Journal:  J Clin Oncol       Date:  2014-02-10       Impact factor: 44.544

Review 8.  Definition and Management of Positive Margins for Invasive Breast Cancer.

Authors:  Apoorve Nayyar; Kristalyn K Gallagher; Kandace P McGuire
Journal:  Surg Clin North Am       Date:  2018-04-24       Impact factor: 2.741

9.  Trends in Reoperation After Initial Lumpectomy for Breast Cancer: Addressing Overtreatment in Surgical Management.

Authors:  Monica Morrow; Paul Abrahamse; Timothy P Hofer; Kevin C Ward; Ann S Hamilton; Allison W Kurian; Steven J Katz; Reshma Jagsi
Journal:  JAMA Oncol       Date:  2017-10-01       Impact factor: 31.777

10.  Society of Surgical Oncology-American Society for Radiation Oncology-American Society of Clinical Oncology Consensus Guideline on Margins for Breast-Conserving Surgery With Whole-Breast Irradiation in Ductal Carcinoma In Situ.

Authors:  Monica Morrow; Kimberly J Van Zee; Lawrence J Solin; Nehmat Houssami; Mariana Chavez-MacGregor; Jay R Harris; Janet Horton; Shelley Hwang; Peggy L Johnson; M Luke Marinovich; Stuart J Schnitt; Irene Wapnir; Meena S Moran
Journal:  J Clin Oncol       Date:  2016-10-31       Impact factor: 44.544

View more
  2 in total

1.  Multi-class classification of breast tissue using optical coherence tomography and attenuation imaging combined via deep learning.

Authors:  Ken Y Foo; Kyle Newman; Qi Fang; Peijun Gong; Hina M Ismail; Devina D Lakhiani; Renate Zilkens; Benjamin F Dessauvagie; Bruce Latham; Christobel M Saunders; Lixin Chin; Brendan F Kennedy
Journal:  Biomed Opt Express       Date:  2022-05-12       Impact factor: 3.562

2.  Radiological Underestimation of Tumor Size as a Relevant Risk Factor for Positive Margin Rate in Breast-Conserving Therapy of Pure Ductal Carcinoma In Situ (DCIS).

Authors:  Gesche Schultek; Bernd Gerber; Toralf Reimer; Johannes Stubert; Steffi Hartmann; Annett Martin; Angrit Stachs
Journal:  Cancers (Basel)       Date:  2022-05-11       Impact factor: 6.575

  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.