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Prediction of Wilms' Tumor Susceptibility to Preoperative Chemotherapy Using a Novel Computer-Aided Prediction System. Diagnostics (Basel) 2023; 13:diagnostics13030486. [PMID: 36766591 PMCID: PMC9914296 DOI: 10.3390/diagnostics13030486] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2022] [Revised: 01/01/2023] [Accepted: 01/25/2023] [Indexed: 02/01/2023] Open
Abstract
Wilms' tumor, the most prevalent renal tumor in children, is known for its aggressive prognosis and recurrence. Treatment of Wilms' tumor is multimodal, including surgery, chemotherapy, and occasionally, radiation therapy. Preoperative chemotherapy is used routinely in European studies and in select indications in North American trials. The objective of this study was to build a novel computer-aided prediction system for preoperative chemotherapy response in Wilms' tumors. A total of 63 patients (age range: 6 months-14 years) were included in this study, after receiving their guardians' informed consent. We incorporated contrast-enhanced computed tomography imaging to extract the texture, shape, and functionality-based features from Wilms' tumors before chemotherapy. The proposed system consists of six steps: (i) delineate the tumors' images across the three contrast phases; (ii) characterize the texture of the tumors using first- and second-order textural features; (iii) extract the shape features by applying a parametric spherical harmonics model, sphericity, and elongation; (iv) capture the intensity changes across the contrast phases to describe the tumors' functionality; (v) apply features fusion based on the extracted features; and (vi) determine the final prediction as responsive or non-responsive via a tuned support vector machine classifier. The system achieved an overall accuracy of 95.24%, with 95.65% sensitivity and 94.12% specificity. Using the support vector machine along with the integrated features led to superior results compared with other classification models. This study integrates novel imaging markers with a machine learning classification model to make early predictions about how a Wilms' tumor will respond to preoperative chemotherapy. This can lead to personalized management plans for Wilms' tumors.
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de Oliveira Schiavon JL, Tostes VS, Regacini R, Lederman HM. MRI Evaluation of Pediatric Malignant Abdominal Tumors. CURRENT RADIOLOGY REPORTS 2015. [DOI: 10.1007/s40134-015-0111-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Abdelhalim A, Helmy TE, Harraz AM, Abou-El-Ghar ME, Dawaba ME, Hafez AT. Can computerized tomography accurately stage childhood renal tumors? J Urol 2014; 192:194-9. [PMID: 24518781 DOI: 10.1016/j.juro.2014.01.096] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/24/2014] [Indexed: 11/17/2022]
Abstract
PURPOSE Staging of childhood renal tumors is crucial for treatment planning and outcome prediction. We sought to identify whether computerized tomography could accurately predict the local stage of childhood renal tumors. MATERIALS AND METHODS We retrospectively reviewed our database for patients diagnosed with childhood renal tumors and treated surgically between 1990 and 2013. Inability to retrieve preoperative computerized tomography, intraoperative tumor spillage and nonWilms childhood renal tumors were exclusion criteria. Local computerized tomography stage was assigned by a single experienced pediatric radiologist blinded to the pathological stage, using a consensus similar to the Children's Oncology Group Wilms tumor staging system. Tumors were stratified into up-front surgery and preoperative chemotherapy groups. The radiological stage of each tumor was compared to the pathological stage. RESULTS A total of 189 tumors in 179 patients met inclusion criteria. Computerized tomography staging matched pathological staging in 68% of up-front surgery (70 of 103), 31.8% of pre-chemotherapy (21 of 66) and 48.8% of post-chemotherapy scans (42 of 86). Computerized tomography over staged 21.4%, 65.2% and 46.5% of tumors in the up-front surgery, pre-chemotherapy and post-chemotherapy scans, respectively, and under staged 10.7%, 3% and 4.7%. Computerized tomography staging was more accurate in tumors managed by up-front surgery (p <0.001) and those without extracapsular extension (p <0.001). CONCLUSIONS The validity of computerized tomography staging of childhood renal tumors remains doubtful. This staging is more accurate for tumors treated with up-front surgery and those without extracapsular extension. Preoperative computerized tomography can help to exclude capsular breach. Treatment strategy should be based on surgical and pathological staging to avoid the hazards of inaccurate staging.
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Affiliation(s)
- Ahmed Abdelhalim
- Department of Urology and Department of Radiology (MEA), Mansoura Urology and Nephrology Center, Mansoura University, Mansoura, Egypt.
| | - Tamer E Helmy
- Department of Urology and Department of Radiology (MEA), Mansoura Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
| | - Ahmed M Harraz
- Department of Urology and Department of Radiology (MEA), Mansoura Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
| | - Mohamed E Abou-El-Ghar
- Department of Urology and Department of Radiology (MEA), Mansoura Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
| | - Mohamed E Dawaba
- Department of Urology and Department of Radiology (MEA), Mansoura Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
| | - Ashraf T Hafez
- Department of Urology and Department of Radiology (MEA), Mansoura Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
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Baldisserotto M. Wilms' tumor: is computed tomography specific to detect lymph node metastasis? Radiol Bras 2014. [DOI: 10.1590/s0100-39842014000100002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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Silva EJDCE, Silva GAPD. Local behavior and lymph node metastases of Wilms' tumor: accuracy of computed tomography. Radiol Bras 2014. [DOI: 10.1590/s0100-39842014000100007] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Objective To evaluate the accuracy of computed tomography for local and lymph node staging of Wilms' tumor. Materials and Methods Each case of Wilms' tumor was evaluated for the presence of abdominal lymph nodes by a radiologist. Signs of capsule and adjacent organ invasion were analyzed. Surgical and histopathological results were taken as the gold standard. Results Sensitivity was 100% for both mesenteric and retroperitoneal lymph nodes detection, and specificity was, respectively, 12% and 33%, with positive predictive value of 8% and 11% and negative predictive value of 100%. Signs of capsular invasion presented sensitivity of 87%, specificity of 77%, positive predictive value of 63% and negative predictive value of 93%. Signs of adjacent organ invasion presented sensitivity of 100%, specificity of 78%, positive predictive value of 37% and negative predictive value of 100%. Conclusion Computed tomography tumor showed low specificity and low positive predictive value in the detection of lymph node dissemination. The absence of detectable lymph nodes makes their presence unlikely, and likewise regarding the evaluation of local behavior of tumors.
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Hall G, Grant R, Weitzman S, Maze R, Greenberg M, Gerstle JT. Predictors of surgical outcome in Wilms' tumor: a single-institution comparative experience. J Pediatr Surg 2006; 41:966-71. [PMID: 16677894 DOI: 10.1016/j.jpedsurg.2006.01.017] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND The merits of primary nephrectomy (PN) vs preoperative chemotherapy (PC) for patients with Wilms' tumor (WT) are much debated. Early data from the International Society of Pediatric Oncology suggested decreased intraoperative spillage but increased risk of local recurrence after PC. Patients with WT at our institution were managed with PC until 1996; subsequently, they underwent PN. This study compares these approaches as they affect tumor spillage, local recurrence, and survival. METHODS Patients with WT diagnosed at the Hospital for Sick Children from 1985 to 2003 were reviewed. RESULTS One hundred sixty patients were identified (114 PC and 46 PN). Tumor spill occurred in 6 (5.3%) of 114 PC and 2 (4.3%) of 46 PN patients. Tumor inhomogeneity, tumor size, and inferior vena cava compression/clot at diagnosis did not affect incidence of spill. Of 6 PC patients with surgical spill, 1 (17%) had significant tumor shrinkage, compared with 87 (81%) of 108 without spill (P < .001). Preoperative chemotherapy and PN had equal rates of surgical complications. Preoperative chemotherapy resulted in 12 (10.5%) of 114 local recurrences vs 5 (10.8%) of 46 with PN. Event-free survival and overall survival were 80% and 92% for PC at 129 months vs 85% and 96% for PN at 61 months. CONCLUSIONS Preoperative chemotherapy and PN are equally effective in the treatment of WT with no difference in tumor spillage. Failure of the tumor to shrink in size with PC was significantly associated with an increase in tumor spillage and would suggest that a more cautious surgical approach be undertaken in these cases.
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Affiliation(s)
- Gregory Hall
- Division of General Surgery, Hospital for Sick Children, Toronto, Ontario, Canada M5G 1X8
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Olsen ØE, Jeanes AC, Sebire NJ, Roebuck DJ, Michalski AJ, Risdon RA, Owens CM. Changes in computed tomography features following preoperative chemotherapy for nephroblastoma: relation to histopathological classification. Eur Radiol 2004; 14:990-4. [PMID: 14872276 DOI: 10.1007/s00330-003-2217-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2003] [Revised: 10/27/2003] [Accepted: 12/07/2003] [Indexed: 10/26/2022]
Abstract
The objective of this study is to assess computed tomography (CT) changes, both volume estimates and subjective features, following preoperative chemotherapy for nephroblastoma (Wilms' tumour) in patients treated on the United Kingdom Children's Cancer Study Group Wilms' Tumour Study-3 (UKW-3) protocol and to compare CT changes and histopathological classification. Twenty-one nephroblastomas in 15 patients treated on UKW-3 were included. All patients were examined by CT before and after preoperative chemotherapy treatment. CT images were reviewed (estimated volume change and subjectively assessed features). CT changes were compared to histopathological classification. Of the 21 tumours, all five high-risk tumours decreased in volume following chemotherapy (median -79%; range -37 to -91%). The sole low-risk tumour decreased in volume by 98%. Ten intermediate-risk tumours decreased in volume (median -72%; range -6 to -98%) and five intermediate-risk tumours increased (median +110%; range +11 to +164%). None of the five high-risk tumours, compared to 15/16 intermediate or low-risk tumours, became less dense and/or more homogeneous, or virtually disappeared, following chemotherapy. Volume change following chemotherapy did not relate to histopathological risk group. Changes in subjectively assessed qualitative CT features were more strongly related to histopathological risk group.
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Affiliation(s)
- Øystein E Olsen
- Department of Radiology, Great Ormond Street Hospital for Children NHS Trust, Great Ormond Street, London WC1N 3JH, UK.
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Farhat W, McLorie G, Capolicchio G. Wilms' tumor. Surgical considerations and controversies. Urol Clin North Am 2000; 27:455-62, viii. [PMID: 10985145 DOI: 10.1016/s0094-0143(05)70093-8] [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: 11/15/2022]
Abstract
Although the therapeutic objectives for Wilms' tumor are to maximize outcomes and minimize treatment morbidity, there are some controversial issues related to different therapeutic protocols. In this article, the authors address some of the issues such as the roles of tumor biopsy, preoperative chemotherapy, contralateral exploration, and partial nephrectomy.
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Affiliation(s)
- W Farhat
- Department of Urology, Hospital for Sick Children, University of Toronto, Ontario, Canada
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Abstract
Wilms tumour is the most common intra-abdominal solid tumour of childhood. Treatment includes surgical resection and chemotherapy for virtually all affected children and additional radiotherapy for those with advanced disease or adverse prognostic features. This approach leads to cure rates exceeding 80%. During the last decade there have been a number of advances which have increased our understanding of the biology of Wilms tumour. The development of Wilms tumour, for example, involves several genes, including WT1, the Wilms tumour suppressor gene at 11p13, and WT2, the putative Wilms tumour suppressor gene at 11p15. In addition, certain chromosomal regions, most notably 16q and 1p, might predict outcome and hence serve as a prognostic factor, useful for determining the intensity of therapy. This novel information is now being incorporated into current therapeutic protocols. We reviewed the medical literature and present a summary of the advances made, outlining the current treatment of Wilms tumour. Future protocols will continue incorporating biological markers. The goal is to identify patients at low risk for relapse, which will allow a reduction in treatment intensity and subsequent toxicity. Children at an increased risk for relapse can be selected for more intensive treatment.
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Affiliation(s)
- M J Coppes
- Department of Oncology, University of Calgary, Alberta, Canada.
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CURRENT CONCEPTS IN THE BIOLOGY AND MANAGEMENT OF WILMS TUMOR. J Urol 1998. [DOI: 10.1097/00005392-199804000-00081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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WIENER JOHNS, COPPES MAXJ, RITCHEY MICHAELL. CURRENT CONCEPTS IN THE BIOLOGY AND MANAGEMENT OF WILMS TUMOR. J Urol 1998. [DOI: 10.1016/s0022-5347(01)63608-5] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- JOHN S. WIENER
- Scott Department of Urology, Baylor College of Medicine, and Departments of Surgery and Pediatrics, University of Texas Health Science Center at Houston, Houston, Texas, and Departments of Oncology and Pediatrics, University of Calgary Medical School, Alberta, Canada
| | - MAX J. COPPES
- Scott Department of Urology, Baylor College of Medicine, and Departments of Surgery and Pediatrics, University of Texas Health Science Center at Houston, Houston, Texas, and Departments of Oncology and Pediatrics, University of Calgary Medical School, Alberta, Canada
| | - MICHAEL L. RITCHEY
- Scott Department of Urology, Baylor College of Medicine, and Departments of Surgery and Pediatrics, University of Texas Health Science Center at Houston, Houston, Texas, and Departments of Oncology and Pediatrics, University of Calgary Medical School, Alberta, Canada
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Affiliation(s)
- D M Green
- Department of Pediatrics, Roswell Park Cancer Institute, University at Buffalo, New York, USA
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Horwitz JR, Ritchey ML, Moksness J, Breslow NE, Smith GR, Thomas PR, Haase G, Shamberger RC, Beckwith JB. Renal salvage procedures in patients with synchronous bilateral Wilms' tumors: a report from the National Wilms' Tumor Study Group. J Pediatr Surg 1996; 31:1020-5. [PMID: 8863224 DOI: 10.1016/s0022-3468(96)90077-9] [Citation(s) in RCA: 97] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Synchronous bilateral Wilms' tumor accounts for 4% to 6% of all Wilms' tumors. Renal salvage procedures (partial nephrectomy and enucleation) have been recommended to conserve renal parenchyma. The objective of this study was to review the results of renal salvage operations performed in children who had bilateral neoplasms. The authors reviewed the records of 98 children enrolled in the Fourth National Wilms' Tumor Study who had synchronous bilateral tumors and underwent renal salvage procedures. One hundred thirty-four kidneys were managed with renal salvage procedures. Complete excision of gross disease was accomplished in 118 (88%) of the 134 kidneys. Local tumor recurrence in the remnant kidney or tumor bed occurred in 11 cases (8.2%). Overall, 72% of the kidneys were preserved, and the 4-year survival rate was 81.7%. The surgical morbidity after a salvage procedure was comparable to that of a complete nephrectomy in patients with unilateral Wilms' tumor. Although the incidence of positive surgical margins is worrisome, it did not invariably lead to local recurrence in the remnant kidney or the tumor bed.
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Affiliation(s)
- J R Horwitz
- National Wilms' Tumor Study Group, Houston, TX, USA
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Ritchey ML, Pringle KC, Breslow NE, Takashima J, Moksness J, Zuppan CW, Beckwith JB, Thomas PR, Kelalis PP. Management and outcome of inoperable Wilms tumor. A report of National Wilms Tumor Study-3. Ann Surg 1994; 220:683-90. [PMID: 7979618 PMCID: PMC1234458 DOI: 10.1097/00000658-199411000-00013] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
METHODS The authors reviewed 131 children enrolled in National Wilms Tumor Study-3 (NWTS-3) who received preoperative treatment for tumors unable to be resected at surgery or judged inoperable by imaging evaluation. Preoperative biopsies were performed on 103 patients. Patients were assigned a pretreatment stage: stage II (11 patients), stage III (39 patients), stage IV (66 patients), and unknown (15 patients). The chemotherapy regimen included dactinomycin and vincristine (81 patients), dactinomycin, vincristine, and doxorubicin (30 patients), dactinomycin, vincristine, doxorubicin, and cyclophosphamide (10 patients), and other (8 patients). Preoperative radiation therapy was started concurrently with chemotherapy (27 patients) or because of lack of response (14 patients). Two patients were given preoperative irradiation without chemotherapy. RESULTS Response to therapy was assessed after the first trial of chemotherapy. Partial responses were noted in 110 patients (85%), 3 had complete responses, 13 had no response or progression of disease, and 5 patients were not able to be evaluated. There were no significant differences in preoperative response to the different chemotherapy regimens. Median time interval from diagnosis to nephrectomy was 58.5 days. When compared with NWTS-3 patients not receiving preoperative treatment, survival was reduced for patients treated preoperatively (88% vs. 74%, respectively, 4-year survival), which was only partially explained by differences in stage distribution. Median duration of follow-up was 5.9 years. Lack of response to the preoperative treatment was associated with a poor prognosis. Eight children died before removal of the primary tumor. All eight had either progressive disease or no response to the preoperative treatment. CONCLUSIONS The use of preoperative treatment can facilitate subsequent surgical resection in selected patients with inoperable Wilms tumors. Although these very large tumors--judged unable to be resected--have a somewhat worse prognosis, nephrectomy was completed in 93% of patients after preoperative treatment. However, preoperative treatment will lead to less accurate surgical and pathologic staging, and undertreatment should be avoided in these high-risk patients.
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Affiliation(s)
- M L Ritchey
- Division of Pediatric Surgery, University of Texas, Houston
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Ritchey ML, Haase GM, Shochat S. Current management of Wilms' tumor. SEMINARS IN SURGICAL ONCOLOGY 1993; 9:502-9. [PMID: 8284569 DOI: 10.1002/ssu.2980090608] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Most children with Wilms' tumor can now expect remarkably good survival. Current protocols have placed greater emphasis on reducing the morbidity of treatment for low-risk patients reserving intensive treatment for selected high-risk patients. This review addresses recent advances and current recommendations for the treatment of nephroblastoma. Controversial issues regarding the surgical management of these children are also discussed.
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Affiliation(s)
- M L Ritchey
- Section of Urology, University of Michigan, Ann Arbor 48109-0330
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