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Martell MT, Haven NJM, Cikaluk BD, Restall BS, McAlister EA, Mittal R, Adam BA, Giannakopoulos N, Peiris L, Silverman S, Deschenes J, Li X, Zemp RJ. Deep learning-enabled realistic virtual histology with ultraviolet photoacoustic remote sensing microscopy. Nat Commun 2023; 14:5967. [PMID: 37749108 PMCID: PMC10519961 DOI: 10.1038/s41467-023-41574-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 09/11/2023] [Indexed: 09/27/2023] Open
Abstract
The goal of oncologic surgeries is complete tumor resection, yet positive margins are frequently found postoperatively using gold standard H&E-stained histology methods. Frozen section analysis is sometimes performed for rapid intraoperative margin evaluation, albeit with known inaccuracies. Here, we introduce a label-free histological imaging method based on an ultraviolet photoacoustic remote sensing and scattering microscope, combined with unsupervised deep learning using a cycle-consistent generative adversarial network for realistic virtual staining. Unstained tissues are scanned at rates of up to 7 mins/cm2, at resolution equivalent to 400x digital histopathology. Quantitative validation suggests strong concordance with conventional histology in benign and malignant prostate and breast tissues. In diagnostic utility studies we demonstrate a mean sensitivity and specificity of 0.96 and 0.91 in breast specimens, and respectively 0.87 and 0.94 in prostate specimens. We also find virtual stain quality is preferred (P = 0.03) compared to frozen section analysis in a blinded survey of pathologists.
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Affiliation(s)
- Matthew T Martell
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada
| | - Nathaniel J M Haven
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada
| | - Brendyn D Cikaluk
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada
| | - Brendon S Restall
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada
| | - Ewan A McAlister
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada
| | - Rohan Mittal
- Department of Laboratory Medicine and Pathology, University of Alberta, 11405 87 Avenue NW, Edmonton, AB, T6G 1C9, Canada
| | - Benjamin A Adam
- Department of Laboratory Medicine and Pathology, University of Alberta, 11405 87 Avenue NW, Edmonton, AB, T6G 1C9, Canada
| | - Nadia Giannakopoulos
- Department of Laboratory Medicine and Pathology, University of Alberta, 11405 87 Avenue NW, Edmonton, AB, T6G 1C9, Canada
| | - Lashan Peiris
- Department of Surgery, University of Alberta, 8440 - 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Sveta Silverman
- Department of Laboratory Medicine and Pathology, University of Alberta, 11405 87 Avenue NW, Edmonton, AB, T6G 1C9, Canada
| | - Jean Deschenes
- Department of Laboratory Medicine and Pathology, University of Alberta, 11405 87 Avenue NW, Edmonton, AB, T6G 1C9, Canada
| | - Xingyu Li
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada
| | - Roger J Zemp
- Department of Electrical and Computer Engineering, University of Alberta, 116 Street & 85 Avenue, Edmonton, AB, T6G 2R3, Canada.
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Cserni G. Pitfalls in Frozen Section Interpretation: A Retrospective Study of Palpable Breast Tumors. TUMORI JOURNAL 2018; 85:15-8. [PMID: 10228491 DOI: 10.1177/030089169908500104] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Aims and background The use of frozen sections for purposes of diagnosis is recognized to involve a degree of uncertainty. A retrospective study of breast specimen frozen section diagnoses was undertaken in order to analyse the major pitfalls. Methods Hard copy files from our archives relating to symptomatic (palpable) breast specimens obtained between 1983 and 1996 were reviewed. Results The review revealed 23 errors among the diagnoses on 2110 frozen specimens. Twenty-two of them were false-negative and 1 (a case of multiple intraductal papillomatosis with atypical ductal hyperplasia) was false-positive for malignancy. The factors contributing to the pitfalls were: 1) misinterpretation; 2) poor quality of the frozen sections (artifacts making the diagnosis difficult); 3) sampling errors during sectioning; 4) ignorance of the macroscopic features; 5) lesions difficult to interpret; 6) ductal carcinoma in situ as the only lesion in the specimen; and 7) sections not deep enough. Several of the factors sometimes occurred simultaneously. Conclusions Although the number of errors is relatively low, more stress should be placed on the preoperative diagnosis of breast lesions. Breast surgery frozen section should be used as rarely as possible for diagnostic purposes, despite the generally good diagnostic accuracy. However, it is reasonable to use frozen sections widely until the given preoperative diagnostic tools allow an appropriate preoperative workup, because it is the only way to keep histopathologists trained to interpret frozen sections.
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Affiliation(s)
- G Cserni
- Bács-Kiskun County Teaching Hospital, Department of Pathology, Kecskemét, Hungary.
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Abstract
Rapid intraoperative assessment of breast excision specimens is clinically important because up to 40% of patients undergoing breast-conserving cancer surgery require reexcision for positive or close margins. We demonstrate nonlinear microscopy (NLM) for the assessment of benign and malignant breast pathologies in fresh surgical specimens. A total of 179 specimens from 50 patients was imaged with NLM using rapid extrinsic nuclear staining with acridine orange and intrinsic second harmonic contrast generation from collagen. Imaging was performed on fresh, intact specimens without the need for fixation, embedding, and sectioning required for conventional histopathology. A visualization method to aid pathological interpretation is presented that maps NLM contrast from two-photon fluorescence and second harmonic signals to features closely resembling histopathology using hematoxylin and eosin staining. Mosaicking is used to overcome trade-offs between resolution and field of view, enabling imaging of subcellular features over square-centimeter specimens. After NLM examination, specimens were processed for standard paraffin-embedded histology using a protocol that coregistered histological sections to NLM images for paired assessment. Blinded NLM reading by three pathologists achieved 95.4% sensitivity and 93.3% specificity, compared with paraffin-embedded histology, for identifying invasive cancer and ductal carcinoma in situ versus benign breast tissue. Interobserver agreement was κ = 0.88 for NLM and κ = 0.89 for histology. These results show that NLM achieves high diagnostic accuracy, can be rapidly performed on unfixed specimens, and is a promising method for intraoperative margin assessment.
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Fitzal F, Riedl O, Jakesz R. Recent developments in breast-conserving surgery for breast cancer patients. Langenbecks Arch Surg 2008; 394:591-609. [DOI: 10.1007/s00423-008-0412-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2008] [Accepted: 08/07/2008] [Indexed: 10/21/2022]
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Riedl O, Fitzal F, Mader N, Dubsky P, Rudas M, Mittlboeck M, Gnant M, Jakesz R. Intraoperative frozen section analysis for breast-conserving therapy in 1016 patients with breast cancer. Eur J Surg Oncol 2008; 35:264-70. [PMID: 18706785 DOI: 10.1016/j.ejso.2008.05.007] [Citation(s) in RCA: 68] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2007] [Revised: 05/09/2008] [Accepted: 05/14/2008] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE We evaluate the number of surgical two-stage procedures after FSA during breast-conserving therapy (clinical false negative result of FSA) and investigate the influence of microcalcifications, small tumour diameter, neoadjuvant therapy and preoperative biopsy on the clinical false negative rate of FSA. SUBJECTS We retrospectively examined 1016 patients after intraoperative FSA during breast-conserving therapy for breast cancer operated between 1995 and 2001 at the Medical University Vienna. RESULTS Only 9% of all patients had to undergo a two-stage operation due to a false negative intraoperative FSA result. The annual local recurrence rate was 1.2% in all patients with no difference between one- and two-stage operated patients. In situ and pT1 lesions were similarly distributed between one-stage and two-stage operated patients. The use of neoadjuvant therapy and stereotactic biopsy (reflecting non-palpable lesions and microcalcifications) were significantly predictive for a false negative FSA result. The use of a preoperative core biopsy, however, reduced the necessity of performing a two-stage operation. CONCLUSION Our study demonstrates that FSA leads to a low rate of two-stage operations. Small lesions and microcalcifications as well as the occurrence of intraductal cancer cells and neoadjuvant therapy increased while preoperative core biopsy reduced the false negative rate of FSA. Overall local recurrence rates after FSA were acceptable.
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Affiliation(s)
- O Riedl
- LKH Krems, Department of Surgery, Austria
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de Roos MAJ, Pijnappel RM, Groote AD, de Vries J, Post WJ, Baas PC. Ductal carcinoma in situ presenting as microcalcifications: the effect of stereotactic large-core needle biopsy on surgical therapy. Breast 2004; 13:461-7. [PMID: 15563852 DOI: 10.1016/j.breast.2004.06.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2003] [Revised: 06/08/2004] [Accepted: 06/14/2004] [Indexed: 11/20/2022] Open
Abstract
The aim of this investigation was to study the efficacy of surgical therapy in patients with non-palpable ductal carcinoma in situ (DCIS) presenting as microcalcifications diagnosed by means of stereotactic large-core needle biopsy (SCNB). This is a retrospective study with a historical control group within a 12-year period. Two groups of consecutive patients diagnosed with DCIS (1991-2002) by means of needle-localised open breast biopsy (NLBB, n=49) and SCNB (n=51) were studied. Both groups were comparable for clinical, radiological and pathological characteristics. The therapeutic interval (time from presentation to definitive of therapy) was 62-days in the SCNB group versus 32-days in the NLBB group (p<0.001). In the SCNB group fewer surgical procedures were required for completion of surgical therapy (p=0.006) and after local excision the surgical margins were more often tumour free (p=0.002). It is postulated that the need for fewer surgical procedures and the greater frequency of tumour-free margins after local excision may be attributable to SCNB.
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Affiliation(s)
- M A J de Roos
- Department of Surgery, Martini Hospital Groningen, Hanzeplein 1, PO Box 30001, 9700 RB Groningen, The Netherlands.
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Ernst MF, Roukema JA. Diagnosis of non-palpable breast cancer: a review. Breast 2002; 11:13-22. [PMID: 14965640 DOI: 10.1054/brst.2001.0403] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2000] [Revised: 06/14/2001] [Accepted: 06/21/2001] [Indexed: 11/18/2022] Open
Abstract
The literature on several methods of diagnosing non-palpable breast carcinoma has been reviewed. Skin projection and dye are methods not frequently used. Several aspects of FNA biopsy/cytology, ultrasound-directed methods, frozen section and MRI localization procedures are highlighted and comparisons are made. Much attention is being payed to needle localization breast biopsy and stereotactic core needle breast biopsy. The management of patients with mammographic abnormalities is shifting from needle localization to breast biopsy stereotactic core needle biopsy. Items of comparison between the two mentioned methods are accuracy, indications, complications and costs. The role of the ABBI system in the management of breast cancer has not yet been defined. A cooperative effort between the mammographer, surgeon and pathologist is critical to a successful image-guided breast biopsy programme.
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Affiliation(s)
- M F Ernst
- Department of Surgery, St. Elisabeth Hospital, Tilburg, The Netherlands.
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Scheiden R, Sand J, Tanous AM, Knolle U, Capesius C, Wagnon MC, Faverly D. Accuracy of frozen section diagnoses of breast lesions after introduction of a national programme in mammographic screening. Histopathology 2001; 39:74-84. [PMID: 11454047 DOI: 10.1046/j.1365-2559.2001.01162.x] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
AIMS By introducing mammography screening programmes, the size of the detected breast lesions became smaller and the histopathological interpretation problems greater. The study's aim was to analyse the risks and possible limitations of the frozen section method. METHODS AND RESULTS Frozen section consultations of breast lesions (n=559) 2 years before and 6 years after launching a national mammographic screening programme in 1992 were evaluated in regard of the benign/malignant ratio, tumour size, preoperative frozen section results and final permanent section diagnoses. The breast frozen section examinations of 1990 compared with those from 1998 declined from 70.7% (299/423) to 62.2% (260/418) (P < 0.01), the benign/malignant ratio from 1.09 to 0.54 (P < 0.0001), the rate of the conclusive, correct frozen section diagnoses from 96.3% to 91.9% (P < 0.03). The sensitivity dropped from 92.3% to 87.6%, the negative predictive value from 95.7% to 88.3%, whereas the negative likelihood ratio rose from 0.08 to 0.12. The 'small' (< or = 10 mm) invasive breast carcinomas increased from 14.2% to 22.3% (P < 0.01) and the 'in situ' carcinomas from 2.1% to 6.6% (P < 0.05). CONCLUSIONS The declining sizes of breast tumours (< or = 10 mm), especially from radiologically detected lesions and sometimes without a macroscopic correlate, create new limitations and changing indications in the histopathological interpretation. Considering the performance of new diagnostic methods (i.e. large core needle biopsies), frozen sections of surgical specimens should not be the primary diagnostic procedure for breast lesions and should be performed only after other preoperative methods have failed.
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Affiliation(s)
- R Scheiden
- Division of Pathology, National Health Laboratory, Luxembourg, Belgium.
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King TA, Cederbom GJ, Champaign JL, Smetherman DH, Bolton JS, Farr GH, McKinnon WM, Kuske RR, Fuhrman GM. A core breast biopsy diagnosis of invasive carcinoma allows for definitive surgical treatment planning. Am J Surg 1998; 176:497-501. [PMID: 9926778 DOI: 10.1016/s0002-9610(98)00250-5] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
BACKGROUND We reviewed our image-guided core needle breast biopsy (IGCNBB) experience with patients diagnosed with invasive carcinoma (IC) to determine the accuracy of a core biopsy diagnosis of invasion and our ability to perform a single definitive cancer operation. METHODS All IGCNBBs between July 1993 and July 1997 were reviewed to identify patients diagnosed with IC. Data included initial surgical treatment, surgical pathology, and subsequent surgical treatment. RESULTS Of the 1,676 biopsies, invasive carcinoma was diagnosed in 208 with follow-up in 204 cases. Invasive carcinoma diagnosis was confirmed in 202 of 204 cases (99%). One hundred ninety-two patients had surgical treatment. Of these 192 patients, 173 (90%) could have achieved definitive surgical treatment with a single operation. CONCLUSIONS An IGCNBB diagnosis of IC is accurate and allows for definitive breast cancer therapy. The potential impact on patient management is that a single operation can usually accomplish what traditionally has required at least two surgical procedures.
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Affiliation(s)
- T A King
- Department of Surgery, Ochsner Clinic and Alton Ochsner Medical Foundation, New Orleans, Louisiana 70121, USA
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Cramer SF. The results of intraoperative consultations in 181 ductal carcinomas in situ of the breast. Cancer 1998; 82:994. [PMID: 9486594 DOI: 10.1002/(sici)1097-0142(19980301)82:5<994::aid-cncr29>3.0.co;2-v] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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