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Che Bakri NA, Kwasnicki RM, Giannas E, Tenang L, Khan N, Moenig C, Imam Z, Dhillon K, Ashrafian H, Darzi A, Leff DR. The Use of Wearable Activity Monitors to Measure Upper Limb Physical Activity After Axillary Lymph Node Dissection and Sentinel Lymph Node Biopsy. Ann Surg Oncol 2023; 30:7036-7045. [PMID: 37507555 PMCID: PMC10562272 DOI: 10.1245/s10434-023-13966-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 07/03/2023] [Indexed: 07/30/2023]
Abstract
BACKGROUND We suspect that morbidity from both sentinel lymph node biopsy (SLNB) and axillary lymph node dissection (ALND) has been inadequately evaluated to date. Current methodologies are subjective and susceptible to bias. Objective assessment using wearable activity monitors (WAMs) would allow quantitative analysis of recovery by measuring physical activity (PA) and could provide evidence for axillary de-escalation. PATIENTS AND METHODS A prospective, single center, observational study was conducted from February 2020 to May 2022. Consecutive patients undergoing breast and/or reconstructive surgery and axillary surgeries were identified from the operating schedules. Patients wore WAMs for an average of 3 days prior to surgery and up to 2 weeks following surgery. In total, 56 patients with breast cancer were recruited, of whom 35 underwent SLNB and 21 ALND. RESULTS Patients who underwent ALND experienced significantly worse PA compared with those who underwent SLNB in week 2 (median 66.4% versus 72.7%, p = 0.015). Subgroup analysis revealed significantly lower PA in simple mastectomy (Mx)-ALND versus Mx-SLNB (median 90.3% versus 70.5%, p = 0.015) in week 2. The PA for SLNB did not return to baseline at 2 weeks after surgery. CONCLUSIONS Compared with SLNB, ALND results in a lower PA level in week 2. The findings also indicate that SLNB has a protracted effect on PA levels, which extend to 2 weeks postoperatively. Monitoring recovery objectively following breast cancer surgery provides patients and surgeons with more information regarding the predicted outcomes of their surgery, which can drive the development of a personalized rehabilitation program.
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Affiliation(s)
- Nur Amalina Che Bakri
- Department of Surgery and Cancer, Imperial College London, London, UK.
- Imperial College Healthcare NHS Trust, St. Mary's Hospital, London, UK.
| | - Richard M Kwasnicki
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary's Hospital, London, UK
| | - Emmanuel Giannas
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Luqman Tenang
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Naairah Khan
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Catharina Moenig
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Zoha Imam
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Kieran Dhillon
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary's Hospital, London, UK
| | - Hutan Ashrafian
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary's Hospital, London, UK
| | - Ara Darzi
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary's Hospital, London, UK
| | - Daniel R Leff
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary's Hospital, London, UK
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Che Bakri NA, Kwasnicki RM, Khan N, Ghandour O, Lee A, Grant Y, Dawidziuk A, Darzi A, Ashrafian H, Leff DR. Impact of Axillary Lymph Node Dissection and Sentinel Lymph Node Biopsy on Upper Limb Morbidity in Breast Cancer Patients: A Systematic Review and Meta-Analysis. Ann Surg 2023; 277:572-580. [PMID: 35946806 PMCID: PMC9994843 DOI: 10.1097/sla.0000000000005671] [Citation(s) in RCA: 33] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To evaluate the impact of axillary lymph node dissection (ALND) and sentinel lymph node biopsy (SLNB) on upper limb (UL) morbidity in breast cancer patients. BACKGROUND Axillary de-escalation is motivated by a desire to reduce harm of ALND. Understanding the impact of axillary surgery and disparities in operative procedures on postoperative arm morbidity would better direct resources to the point of need and cement the need for de-escalation strategies. METHODS Embase, MEDLINE, CINAHL, and PsychINFO were searched from 1990 until March 2020. Included studies were randomized-controlled and observational studies focusing on UL morbidities, in breast surgery patients. The study followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. The prevalence of UL morbidity comparing SLNB and ALND at <12 months, 12 to 24 months, and beyond 24 months were analyzed. RESULTS Sixty-seven studies were included. All studies reported a higher rate of lymphedema and pain after ALND compared with SLNB. The difference in lymphedema and pain prevalence between SLNB and ALND was 13.7% (95% confidence interval: 10.5-16.8, P <0.005) and 24.2% (95% confidence interval: 12.1-36.3, P <0.005), respectively. Pooled estimates for prevalence of reduced strength and range of motion after SLNB and ALND were 15.2% versus 30.9% and 17.1% versus 29.8%, respectively. Type of axillary surgery, greater body mass index, and radiotherapy were some of the predictors for UL morbidities. CONCLUSIONS Prevalence of lymphedema after ALND was higher than previously estimated. ALND patients experienced greater rates of lymphedema, pain, reduced strength, and range of motion compared with SLNB. The findings support the continued drive to de-escalate axillary surgery.
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Affiliation(s)
- Nur Amalina Che Bakri
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
| | - Richard M. Kwasnicki
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
| | - Naairah Khan
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Omar Ghandour
- Department of Surgery and Cancer, Imperial College London, London, UK
| | - Alice Lee
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
| | - Yasmin Grant
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
| | | | - Ara Darzi
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
| | - Hutan Ashrafian
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
| | - Daniel R. Leff
- Department of Surgery and Cancer, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, St. Mary’s Hospital, London, UK
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Aristokleous I, Öberg J, Pantiora E, Sjökvist O, Navia JE, Mani M, Karakatsanis A. Effect of standardised surgical assessment and shared decision-making on morbidity and patient satisfaction after breast conserving therapy: A cross-sectional study. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2023; 49:60-67. [PMID: 36088236 DOI: 10.1016/j.ejso.2022.08.021] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 07/11/2022] [Accepted: 08/19/2022] [Indexed: 01/24/2023]
Abstract
BACKGROUND The role of oncoplastic breast conserving therapy (OPBCT) on physical function, morbidity and patient satisfaction has yet to be defined. Additionally, technique selection should be individualised and incorporate patient preference. The study aim was to investigate differences between "standard" (sBCT) and oncoplastic breast conservation (OPBCT) in patient-reported outcomes (PROs) when patients have been assessed in a standardised manner and technique selection has been reached through shared decision-making (SDM). METHODS This is a cross-sectional study of 215 women treated at a tertiary referral centre. Standardised surgical assessment included breast and lesion volumetry, definition of resection ratio, patient-related risk factors and patient preference. Postoperative morbidity and patient satisfaction were assessed by validated PROs tools (Diseases of the Arm, Shoulder and Hand-DASH and Breast-Q). Patient experience was assessed by semi-structured interviews. RESULTS There was no difference of the median values between OPBCT and sBCT in postoperative morbidity of the upper extremity (DASH 3.3 vs 5, p = 0.656) or the function of the chest wall (Breast-Q 82 vs 82, p = 0.758). Postoperative satisfaction with breasts did not differ either (Breast-Q 65 vs 61, p = 0.702). On the individual level, women that opted for OPBCT after SDM had improved satisfaction when compared to baseline (+3 vs -1, p = 0.001). Shared decision-making changed patient attitude in 69.8% of patients, leading most often to de-escalation from mastectomy. CONCLUSIONS These findings support that a combination of standardised surgical assessment and SDM allows for tailored treatment and de-escalation of oncoplastic surgery without negatively affecting patient satisfaction and morbidity.
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Affiliation(s)
- Iliana Aristokleous
- Department of Surgery, Endocrine- and Breast Unit, Uppsala University Hospital, 75237, Uppsala, Sweden; Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden
| | - Johanna Öberg
- Department of Surgery, Endocrine- and Breast Unit, Uppsala University Hospital, 75237, Uppsala, Sweden; Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden
| | - Eirini Pantiora
- Department of Surgery, Endocrine- and Breast Unit, Uppsala University Hospital, 75237, Uppsala, Sweden; Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden
| | - Olivia Sjökvist
- Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden; Department of Plastic and Maxillofacial Surgery, Uppsala University Hospital, 75237, Uppsala, Sweden
| | - Jaime E Navia
- Department of Surgery, Endocrine- and Breast Unit, Uppsala University Hospital, 75237, Uppsala, Sweden; Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden
| | - Maria Mani
- Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden; Department of Plastic and Maxillofacial Surgery, Uppsala University Hospital, 75237, Uppsala, Sweden
| | - Andreas Karakatsanis
- Department of Surgery, Endocrine- and Breast Unit, Uppsala University Hospital, 75237, Uppsala, Sweden; Department of Surgical Sciences, Faculty of Medicine, Uppsala University, 75236, Uppsala, Sweden.
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Fardanesh R, Thakur SB, Sevilimedu V, Horvat JV, Gullo RL, Reiner JS, Eskreis-Winkler S, Thakur N, Pinker K. Differentiation Between Benign and Metastatic Breast Lymph Nodes Using Apparent Diffusion Coefficients. Front Oncol 2022; 12:795265. [PMID: 35280791 PMCID: PMC8905522 DOI: 10.3389/fonc.2022.795265] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 01/28/2022] [Indexed: 11/24/2022] Open
Abstract
The aim of this study was to determine the range of apparent diffusion coefficient (ADC) values for benign axillary lymph nodes in contrast to malignant axillary lymph nodes, and to define the optimal ADC thresholds for three different ADC parameters (minimum, maximum, and mean ADC) in differentiating between benign and malignant lymph nodes. This retrospective study included consecutive patients who underwent breast MRI from January 2017–December 2020. Two-year follow-up breast imaging or histopathology served as the reference standard for axillary lymph node status. Area under the receiver operating characteristic curve (AUC) values for minimum, maximum, and mean ADC (min ADC, max ADC, and mean ADC) for benign vs malignant axillary lymph nodes were determined using the Wilcoxon rank sum test, and optimal ADC thresholds were determined using Youden’s Index. The final study sample consisted of 217 patients (100% female, median age of 52 years (range, 22–81), 110 with benign axillary lymph nodes and 107 with malignant axillary lymph nodes. For benign axillary lymph nodes, ADC values (×10−3 mm2/s) ranged from 0.522–2.712 for mean ADC, 0.774–3.382 for max ADC, and 0.071–2.409 for min ADC; for malignant axillary lymph nodes, ADC values (×10−3 mm2/s) ranged from 0.796–1.080 for mean ADC, 1.168–1.592 for max ADC, and 0.351–0.688 for min ADC for malignant axillary lymph nodes. While there was a statistically difference in all ADC parameters (p<0.001) between benign and malignant axillary lymph nodes, boxplots illustrate overlaps in ADC values, with the least overlap occurring with mean ADC, suggesting that this is the most useful ADC parameter for differentiating between benign and malignant axillary lymph nodes. The mean ADC threshold that resulted in the highest diagnostic accuracy for differentiating between benign and malignant lymph nodes was 1.004×10−3 mm2/s, yielding an accuracy of 75%, sensitivity of 71%, specificity of 79%, positive predictive value of 77%, and negative predictive value of 74%. This mean ADC threshold is lower than the European Society of Breast Imaging (EUSOBI) mean ADC threshold of 1.300×10−3 mm2/s, therefore suggesting that the EUSOBI threshold which was recently recommended for breast tumors should not be extrapolated to evaluate the axillary lymph nodes.
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Affiliation(s)
- Reza Fardanesh
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Sunitha B Thakur
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.,Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Varadan Sevilimedu
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Joao V Horvat
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Roberto Lo Gullo
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Jeffrey S Reiner
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Sarah Eskreis-Winkler
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Nikita Thakur
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.,Touro College of Osteopathic Medicine, Middletown, NY, United States
| | - Katja Pinker
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, United States
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False-negative frozen section of sentinel nodes in early breast cancer (cT1-2N0) patients. World J Surg Oncol 2021; 19:183. [PMID: 34158071 PMCID: PMC8220681 DOI: 10.1186/s12957-021-02288-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2021] [Accepted: 06/04/2021] [Indexed: 11/30/2022] Open
Abstract
Background Sentinel lymph node biopsy (SLNB) is the standard approach for the axillary region in early breast cancer patients with clinically negative nodes. The present study investigated patients with false-negative sentinel nodes in intraoperative frozen sections (FNSN) using real-world data. Methods A case–control study with a 1:3 ratio was conducted. FNSN was determined when sentinel nodes (SNs) were negative in frozen sections but positive for metastasis in formalin-fixed paraffin-embedded (FFPE) sections. The control was defined as having no metastasis of SNs in both frozen and FFPE sections. Results A total of 20 FNSN cases and 60 matched controls from 333 SLNB patients were enrolled between April 1, 2005, and November 31, 2009. The demographics and intrinsic subtypes of breast cancer were similar between the FNSN and control groups. The FNSN patients had larger tumor sizes on preoperative mammography (P = 0.033) and more lymphatic tumor emboli on core biopsy (P < 0.001). Four FNSN patients had metastasis in nonrelevant SNs. Another 16 FNSN patients had benign lymphoid hyperplasia of SNs in frozen sections and metastasis in the same SNs from FFPE sections. Micrometastasis was detected in seven of 16 patients, and metastases in nonrelevant SNs were recognized in two patients. All FNSN patients underwent a second operation with axillary lymph node dissection (ALND). After a median follow-up of 143 months, no FNSN patients developed breast cancer recurrence. The disease-free survival, breast cancer-specific survival, and overall survival in FNSN were not inferior to those in controls. Conclusions Patients with a larger tumor size and more lymphatic tumor emboli have a higher incidence of FNSN. However, the outcomes of FNSN patients after completing ALND were noninferior to those without SN metastasis. ALND provides a correct staging for patients with metastasis in nonsentinel axillary lymph nodes.
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Huang YY, Toh PY, Hunt C, Lin JTW, Kamyab R, Ponniah AK. Breast cancer treatment-related arm lymphoedema and morbidity: A 6-year experience in an Australian tertiary breast centre. Asia Pac J Clin Oncol 2021; 18:109-117. [PMID: 33629541 DOI: 10.1111/ajco.13523] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 11/01/2020] [Indexed: 12/16/2022]
Abstract
AIM Recent surgical de-escalation of the axilla in breast cancer management has led to reduced number of immediate and delayed axillary lymph node dissections (ALND) after sentinel lymph node biopsies (SLNBs). We aim to assess the postoperative impact of SLNB versus immediate and delayed ALND on arm lymphoedema and morbidity. METHODS A retrospective analysis from a prospectively collected institutional database was performed reviewing the rates of lymphoedema and arm morbidity in terms of shoulder restriction and patient-reported functional deficit in women undergoing axillary surgery for breast cancer between 2013 and 2018. RESULTS In this 776 patient cohort (564 SLNBs, 192 immediate ALNDs and 20 delayed ALNDs), at 12 months after surgery, the results are as follows: lymphoedema rate: SLNB (4.62%), immediate ALND (19.51%), delayed ALND (15.00%); axillary cording rate: SLNB (3.08%), immediate ALND (10.65%), delayed ALND (5.00%); new functional deficit: SLNB (5.58%), immediate ALND (13.66%) and delayed ALND (20%); pain SLNB (14.02%), immediate ALND (15.97%), delayed ALND (17.65%); shoulder flexion/abduction restrictions: SLNB (8.14%/5.14%), immediate ALND (16.45%/15.79%) and delayed ALND (17.65%/20.00%). ALND was associated with increased risk of developing lymphoedema, shoulder dysfunction and development of more than one morbidity. No statistically significant difference in lymphoedema and morbidity outcome was observed between immediate and delayed ALND. CONCLUSION Immediate and delayed ALND have comparable outcomes, but both are associated with increased postoperative arm lymphoedema and morbidity outcomes compared to SLNB alone. Preoperative appropriate selection of patients for axillary surgery treatment may improve lymphoedema outcomes in breast cancer patients.
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Affiliation(s)
- Yang Yang Huang
- Department of Breast Surgery, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
| | - Pei Yinn Toh
- Department of Breast Surgery, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
| | - Catherine Hunt
- Department of Breast Surgery, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
| | - Joshua Tzi Wei Lin
- Department of Breast Surgery, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
| | - Roshi Kamyab
- Department of Breast Surgery, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
| | - Ananda Kallyani Ponniah
- Department of Breast Surgery, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
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Lang AE, Kim SY, Dickerson CR, Milosavljevic S. Measurement of objective shoulder function following breast cancer surgery: a scoping review. PHYSICAL THERAPY REVIEWS 2020. [DOI: 10.1080/10833196.2020.1851439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Angelica E. Lang
- School of Rehabilitation Sciences, University of Saskatchewan, Saskatoon, Canada
| | - Soo Y. Kim
- School of Rehabilitation Sciences, University of Saskatchewan, Saskatoon, Canada
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Shah C, Zambelli-Weiner A, Delgado N, Sier A, Bauserman R, Nelms J. The impact of monitoring techniques on progression to chronic breast cancer-related lymphedema: a meta-analysis comparing bioimpedance spectroscopy versus circumferential measurements. Breast Cancer Res Treat 2020; 185:709-740. [PMID: 33245458 PMCID: PMC7921068 DOI: 10.1007/s10549-020-05988-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Accepted: 10/20/2020] [Indexed: 01/15/2023]
Abstract
BACKGROUND Chronic breast cancer-related lymphedema (BCRL) is a potentially serious complication following treatment. Monitoring for progression to BCRL may allow for earlier detection and intervention, reducing the rate of progression to chronic BCRL. Therefore, the purpose of this meta-analysis is to evaluate the impact of monitoring techniques on the incidence of chronic BCRL among patients monitored by bioimpedance spectroscopy (BIS) and circumference as compared to background rates. METHODS Eligible peer-reviewed studies from PubMed, CINHAL, or Google Scholar that were published in English from 2013 onward and conducted in North America, Europe, or Oceania. Incidence rates abstracted from studies were classified by BCRL monitoring method: background (no standardized BIS or circumference assessments), BIS or circumference. A random-effects model was used to calculate a pooled annualized estimate of BCRL incidence while accounting for clinical and methodological heterogeneity. Subgroup analyses examined differences in duration of follow-up as well as breast and axillary surgery. RESULTS 50 studies were included, representing over 67,000 women. The annualized incidence of BCRL was 4.9% (95% CI: 4.3-5.5) for background studies (n = 35), 1.5% (95% CI: 0.6-2.4) for BIS-monitored studies (n = 7), and 7.7% (95% CI: 5.6-9.8) for circumference-monitored studies (n = 11). The cumulative BCRL incidence rate in BIS-monitored patients was 3.1% as compared to 12.9% with background monitoring (69% reduction) and 17.0% with circumference-monitored patients (81% reduction). CONCLUSIONS Evidence suggests that monitoring with BIS allowing for early intervention significantly reduces the relative risk of chronic BCRL with a 69% and 81% reduction compared to background and circumference, respectively. Circumference monitoring did not appear to provide a benefit with respect to chronic BCRL incidence. Based on these results, BIS should be considered for BCRL screening in order to detect subclinical BCRL and reduce rates of chronic BCRL, particularly in high-risk patients.
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Affiliation(s)
- Chirag Shah
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA.
| | | | | | - Ashley Sier
- TTi Health Research and Economics, Westminster, MD, USA
| | | | - Jerrod Nelms
- TTi Health Research and Economics, Westminster, MD, USA
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Choong WL, Evans A, Purdie CA, Wang H, Donnan PT, Lawson B, Macaskill EJ. Mode of presentation and skin thickening on ultrasound may predict nodal burden in breast cancer patients with a positive axillary core biopsy. Br J Radiol 2020; 93:20190711. [PMID: 31971817 DOI: 10.1259/bjr.20190711] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVE A number of pre-operative factors predicting nodal burden in females with breast cancer have recently been identified. The aim of this study is to assess if these factors independently influence nodal burden in females with a positive axillary core biopsy. METHODS All node positive patients detected on axillary core biopsy were identified in our cancer audit database. Mode of presentation, age, core tumour grade, core tumour type, ER and HER2 status were evaluated. Tumours were assessed for ultrasound size, distance of tumour-to-skin, presence of invasion of skin and diffuse skin thickening. Axillary lymph nodes were assessed for cortical thickness and presence of ultrasound replaced nodes. Statistical significance was ascertained using univariate logistic regression. A predictive model was produced following a multiple logistic regression model incorporating cross-validation and assessed using receiving operating characteristic curve. RESULTS 115 patients' data were analysed. Patients referred because of symptoms (70% vs 38%, p = 0.005), and those with ultrasound skin thickening (87% vs 59%, p = 0.055) have higher nodal burden than those referred from screening or without skin thickening. These factors were significant after multivariate analysis. The final predictive model included mode of presentation, ultrasound tumour size, cortical thickness and presence of ultrasound skin thickening. The area under curve is 0.77. CONCLUSION We have shown that mode of presentation and ultrasound skin thickening are independent predictors of high nodal burden at surgery. A model has been developed to predict nodal burden pre-operatively, which may lead to avoidance of axillary node clearance in patients with lower nodal burden. ADVANCES IN KNOWLEDGE Method of presentation and skin involvement/proximity to skin by the primary tumour are known to influence outcome and nodal involvement respectively but have not been studied with regard to nodal burden. We have shown that mode of presentation and skin thickening at ultrasound are independent predictors of high nodal burden at surgery.
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Affiliation(s)
- Wen Ling Choong
- Department of Breast Surgery, Ninewells Hospital and Medical School, Level 6, Dundee, UK
| | - Andrew Evans
- Department of Radiology, Ninewells Hospital and Medical School, Level 6, Dundee, UK
| | - Colin A Purdie
- Department of Pathology, Ninewells Hospital and Medical School, Dundee, UK
| | - Huan Wang
- Population Health and Genomics, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK
| | - Peter T Donnan
- Population Health and Genomics, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK
| | - Brooke Lawson
- Department of Radiology, Ninewells Hospital and Medical School, Level 6, Dundee, UK
| | - E Jane Macaskill
- Department of Breast Surgery, Ninewells Hospital and Medical School, Level 6, Dundee, UK
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Ha R, Chang P, Karcich J, Mutasa S, Fardanesh R, Wynn RT, Liu MZ, Jambawalikar S. Axillary Lymph Node Evaluation Utilizing Convolutional Neural Networks Using MRI Dataset. J Digit Imaging 2019; 31:851-856. [PMID: 29696472 DOI: 10.1007/s10278-018-0086-7] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
The aim of this study is to evaluate the role of convolutional neural network (CNN) in predicting axillary lymph node metastasis, using a breast MRI dataset. An institutional review board (IRB)-approved retrospective review of our database from 1/2013 to 6/2016 identified 275 axillary lymph nodes for this study. Biopsy-proven 133 metastatic axillary lymph nodes and 142 negative control lymph nodes were identified based on benign biopsies (100) and from healthy MRI screening patients (42) with at least 3 years of negative follow-up. For each breast MRI, axillary lymph node was identified on first T1 post contrast dynamic images and underwent 3D segmentation using an open source software platform 3D Slicer. A 32 × 32 patch was then extracted from the center slice of the segmented tumor data. A CNN was designed for lymph node prediction based on each of these cropped images. The CNN consisted of seven convolutional layers and max-pooling layers with 50% dropout applied in the linear layer. In addition, data augmentation and L2 regularization were performed to limit overfitting. Training was implemented using the Adam optimizer, an algorithm for first-order gradient-based optimization of stochastic objective functions, based on adaptive estimates of lower-order moments. Code for this study was written in Python using the TensorFlow module (1.0.0). Experiments and CNN training were done on a Linux workstation with NVIDIA GTX 1070 Pascal GPU. Two class axillary lymph node metastasis prediction models were evaluated. For each lymph node, a final softmax score threshold of 0.5 was used for classification. Based on this, CNN achieved a mean five-fold cross-validation accuracy of 84.3%. It is feasible for current deep CNN architectures to be trained to predict likelihood of axillary lymph node metastasis. Larger dataset will likely improve our prediction model and can potentially be a non-invasive alternative to core needle biopsy and even sentinel lymph node evaluation.
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Affiliation(s)
- Richard Ha
- Department of Radiology, 622 West 168th Street, PB-1-301, New York, NY, 10032, USA.
| | - Peter Chang
- Department of Radiology, T32 Training Grant (NIH T32EB001631), UC San Francisco Medical Center, 505 Parnassus Ave, San Francisco, CA, 94143, USA
| | - Jenika Karcich
- Department of Radiology, 622 West 168th Street, PB-1-301, New York, NY, 10032, USA
| | - Simukayi Mutasa
- Department of Radiology, 622 West 168th Street, PB-1-301, New York, NY, 10032, USA
| | - Reza Fardanesh
- Department of Radiology, 622 West 168th Street, PB-1-301, New York, NY, 10032, USA
| | - Ralph T Wynn
- Department of Radiology, 622 West 168th Street, PB-1-301, New York, NY, 10032, USA
| | - Michael Z Liu
- Department of Medical Physics, Columbia University Medical Center, 177 Ft. Washington Ave., Milstein Bldg Room 3-124B, New York, NY, 10032-3784, USA
| | - Sachin Jambawalikar
- Department of Medical Physics, Columbia University Medical Center, 177 Ft. Washington Ave., Milstein Bldg Room 3-124B, New York, NY, 10032-3784, USA
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