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Enhanced CT-based radiomics predicts pathological complete response after neoadjuvant chemotherapy for advanced adenocarcinoma of the esophagogastric junction: a two-center study. Insights Imaging 2022; 13:134. [PMID: 35976518 PMCID: PMC9385906 DOI: 10.1186/s13244-022-01273-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 07/20/2022] [Indexed: 01/19/2023] Open
Abstract
Purpose This study aimed to develop and validate CT-based models to predict pathological complete response (pCR) after neoadjuvant chemotherapy (NAC) for advanced adenocarcinoma of the esophagogastric junction (AEG). Methods Pre-NAC clinical and imaging data of AEG patients who underwent surgical resection after preoperative-NAC at two centers were retrospectively collected from November 2014 to September 2020. The dataset included training (n = 60) and external validation groups (n = 32). Three models, including CT-based radiomics, clinical and radiomics–clinical combined models, were established to differentiate pCR (tumor regression grade (TRG) = grade 0) and nonpCR (TRG = grade 1–3) patients. For the radiomics model, tumor-region-based radiomics features in the arterial and venous phases were extracted and selected. The naïve Bayes classifier was used to establish arterial- and venous-phase radiomics models. The selected candidate clinical factors were used to establish a clinical model, which was further incorporated into the radiomics–clinical combined model. ROC analysis, calibration and decision curves were used to assess the model performance. Results For the radiomics model, the AUC values obtained using the venous data were higher than those obtained using the arterial data (training: 0.751 vs. 0.736; validation: 0.768 vs. 0.750). Borrmann typing, tumor thickness and degree of differentiation were utilized to establish the clinical model (AUC-training: 0.753; AUC-validation: 0.848). The combination of arterial- and venous-phase radiomics and clinical factors further improved the discriminatory performance of the model (AUC-training: 0.838; AUC-validation: 0.902). The decision curve reflects the higher net benefit of the combined model. Conclusion The combination of CT imaging and clinical factors pre-NAC for advanced AEG could help stratify potential responsiveness to NAC. Supplementary Information The online version contains supplementary material available at 10.1186/s13244-022-01273-w.
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Mazzei MA, Di Giacomo L, Bagnacci G, Nardone V, Gentili F, Lucii G, Tini P, Marrelli D, Morgagni P, Mura G, Baiocchi GL, Pittiani F, Volterrani L, Roviello F. Delta-radiomics and response to neoadjuvant treatment in locally advanced gastric cancer-a multicenter study of GIRCG (Italian Research Group for Gastric Cancer). Quant Imaging Med Surg 2021; 11:2376-2387. [PMID: 34079708 PMCID: PMC8107341 DOI: 10.21037/qims-20-683] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 01/20/2021] [Indexed: 01/19/2023]
Abstract
BACKGROUND To predict response to neoadjuvant chemotherapy (NAC) of gastric cancer (GC), prior to surgery, would be pivotal to customize patient treatment. The aim of this study is to investigate the reliability of computed tomography (CT) texture analysis (TA) in predicting the histo-pathological response to NAC in patients with resectable locally advanced gastric cancer (AGC). METHODS Seventy (40 male, mean age 63.3 years) patients with resectable locally AGC, treated with NAC and radical surgery, were included in this retrospective study from 5 centers of the Italian Research Group for Gastric Cancer (GIRCG). Population was divided into two groups: 29 patients from one center (internal cohort for model development and internal validation) and 41 from other four centers (external cohort for independent external validation). Gross tumor volume (GTV) was segmented on each pre- and post-NAC multidetector CT (MDCT) image by using a dedicated software (RayStation), and 14 TA parameters were then extrapolated. Correlation between TA parameters and complete pathological response (tumor regression grade, TRG1), was initially investigated for the internal cohort. The univariate significant variables were tested on the external cohort and multivariate logistic analysis was performed. RESULTS In multivariate logistic regression the only significant TA variable was delta gray-level co-occurrence matrix (GLCM) contrast (P=0.001, Nagelkerke R2: 0.546 for the internal cohort and P=0.014, Nagelkerke R2: 0.435 for the external cohort). Receiver operating characteristic (ROC) curves, generated from the logistic regression of all the patients, showed an area under the curve (AUC) of 0.763. CONCLUSIONS Post-NAC GLCM contrast and dissimilarity and delta GLCM contrast TA parameters seem to be reliable for identifying patients with locally AGC responder to NAC.
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Affiliation(s)
- Maria Antonietta Mazzei
- Department of Medical, Surgical and Neuro Sciences, University of Siena and Department of Radiological Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Letizia Di Giacomo
- Department of Medical, Surgical and Neuro Sciences, University of Siena and Department of Radiological Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Giulio Bagnacci
- Department of Medical, Surgical and Neuro Sciences, University of Siena and Department of Radiological Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | | | - Francesco Gentili
- Section of Radiology, Unit of Surgical Sciences, University of Parma, Parma, Italy
| | - Gabriele Lucii
- Department of Medical, Surgical and Neuro Sciences, University of Siena and Department of Radiological Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Paolo Tini
- Unit of Radiation Oncology, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Daniele Marrelli
- Department of Medical, Surgical and Neuro Sciences, Unit of Surgical Oncology, University of Siena, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Paolo Morgagni
- Department of General Surgery, Morgagni-Pierantoni Hospital, Forlì, Italy
| | - Gianni Mura
- Department of Surgery, San Donato Hospital, Arezzo, Italy
| | - Gian Luca Baiocchi
- Department of Clinical and Experimental Studies, Surgical Clinic, University of Brescia, Brescia, Italy
| | - Frida Pittiani
- Department of Radiology, ASST Spedali Civili Brescia, Brescia, Italy
| | - Luca Volterrani
- Department of Medical, Surgical and Neuro Sciences, University of Siena and Department of Radiological Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Franco Roviello
- Department of Medical, Surgical and Neuro Sciences, Unit of Surgical Oncology, University of Siena, Azienda Ospedaliera Universitaria Senese, Siena, Italy
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Dibb M, Han N, Choudhury J, Hayes S, Valentine H, West C, Sharrocks AD, Ang YS. FOXM1 and polo-like kinase 1 are co-ordinately overexpressed in patients with gastric adenocarcinomas. BMC Res Notes 2015; 8:676. [PMID: 26576650 PMCID: PMC4650505 DOI: 10.1186/s13104-015-1658-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2015] [Accepted: 11/02/2015] [Indexed: 01/13/2023] Open
Abstract
BACKGROUND Gastric cancers present late in life with advanced disease and carry a poor prognosis. Polo-like Kinase 1 (PLK1) is a mitotic kinase with regulatory functions during G2/M and mitosis in the cell cycle. In mammalian cells, there is an intricate co-regulatory relationship between PLK1 and the forkhead transcription factor FOXM1. It has been demonstrated that individually either PLK1 or FOXM1 expression predicts poorer survival. However, the co-expression of both of these markers in gastric adenocarcinomas has not been reported previously. METHODS We aimed to assess the expression of PLK1 and FOXM1 in Gastric adenocarcinomas in a Western Population, to examine whether there is a relationship of PLK1 to FOXM1 in cancer samples. We assess both the protein and mRNA expression in this patient population by Tissue Microarray immunohistochemistry and RT-PCR. RESULTS Immunohistochemistry was performed on biopsy samples from 79 patients with gastric cancer. Paired normal controls were available in 47 patients. FOXM1 expression was significantly associated with gastric adenocarcinoma (p = 0.001). PLK1 and FOXM1 co-expression was demonstrated in 6/8 (75 %) tumours when analysed by RT-PCR. FOXM1 is overexpressed in a large proportion of gastric carcinomas at the protein level and FOXM1 and PLK1 are concomitantly overexpressed at the mRNA level in this cancer type. CONCLUSIONS This study has demonstrated that FOXM1 and its target gene PLK1 are coordinately overexpressed in a proportion of gastric adenocarcinomas. This suggests that chemotherapeutic treatments that target this pathway may be of clinical utility.
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Affiliation(s)
- M Dibb
- Faculty of Life Sciences, University of Manchester, Michael Smith Building, Oxford Road, Manchester, M13 9PT, UK.
- Faculty of Medical and Human Sciences, University of Manchester, Oxford Road, Manchester, UK.
| | - N Han
- Faculty of Life Sciences, University of Manchester, Michael Smith Building, Oxford Road, Manchester, M13 9PT, UK.
| | - J Choudhury
- Department of Histopathology, Salford Royal Foundation Trust, Stott Lane, Salford, M6 8HD, UK.
| | - S Hayes
- Faculty of Medical and Human Sciences, University of Manchester, Oxford Road, Manchester, UK.
- Department of Histopathology, Salford Royal Foundation Trust, Stott Lane, Salford, M6 8HD, UK.
| | - H Valentine
- School of Cancer and Enabling Sciences, Christie Hospital, Manchester Academic Health Science Centre, The University of Manchester, Manchester, UK.
| | - C West
- School of Cancer and Enabling Sciences, Christie Hospital, Manchester Academic Health Science Centre, The University of Manchester, Manchester, UK.
| | - A D Sharrocks
- Faculty of Life Sciences, University of Manchester, Michael Smith Building, Oxford Road, Manchester, M13 9PT, UK.
| | - Yeng S Ang
- Faculty of Medical and Human Sciences, University of Manchester, Oxford Road, Manchester, UK.
- GI Science Centre, Salford Royal NHS FT, University of Manchester, Stott Lane, Salford, M6 8HD, UK.
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Zanoni A, Verlato G, Giacopuzzi S, Weindelmayer J, Casella F, Pasini F, Zhao E, de Manzoni G. Neoadjuvant concurrent chemoradiotherapy for locally advanced esophageal cancer in a single high-volume center. Ann Surg Oncol 2012; 20:1993-9. [PMID: 23274533 DOI: 10.1245/s10434-012-2822-4] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2012] [Indexed: 12/19/2022]
Abstract
BACKGROUND Neoadjuvant chemoradiotherapy (CRT) is now considered the standard of care by many centers in the treatment of both squamous cell carcinoma (SCC) and adenocarcinoma of the esophagus. This study evaluates the effectiveness of a neoadjuvant CRT protocol, as regards pathological complete response (pCR) rate and long-term survival. METHODS From 2003 to 2011, at Upper G.I. Surgery Division of Verona University, 155 consecutive patients with locally advanced esophageal cancers (90 SCC, 65 adenocarcinoma) were treated with a single protocol of neoadjuvant CRT (docetaxel, cisplatin, and 5-fluorouracil with 50.4 Gy of concurrent radiotherapy). Response to CRT was evaluated through percentage of pathological complete response (pCR or ypT0N0), overall (OS) and disease-related survival (DRS), and pattern of relapse. RESULTS One hundred thirty-one patients (84.5 %) underwent surgery. Radical resection (R0) was achieved in 123 patients (79.3 %), and pCR in 65 (41.9 %). Postoperative mortality was 0.7 % (one case). Five-year OS and DRS were respectively 43 and 49 % in the entire cohort, 52 and 59 % in R0 cases, and 72 and 81 % in pCR cases. Survival did not significantly differ between SCC and adenocarcinoma, except for pCR cases. Forty-nine patients suffered from relapse, which was mainly systemic in adenocarcinoma. Only three out of 26 pCR patients with previous adenocarcinoma developed relapse, always systemic. CONCLUSIONS This study suggests that patients treated with the present protocol achieve good survival and high pCR rate. Further research is necessary to evaluate whether surgery on demand is feasible in selected patients, such as pCR patients with adenocarcinoma.
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Affiliation(s)
- A Zanoni
- Upper G.I. Surgery Division, University of Verona, Verona, Italy.
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Lorenzen S, von Gall C, Stange A, Haag GM, Weitz J, Haberkorn U, Lordick F, Weichert W, Abel U, Debus J, Jäger D, Münter MW. Sequential FDG-PET and induction chemotherapy in locally advanced adenocarcinoma of the Oesophago-gastric junction (AEG): the Heidelberg Imaging program in Cancer of the oesophago-gastric junction during Neoadjuvant treatment: HICON trial. BMC Cancer 2011; 11:266. [PMID: 21702914 PMCID: PMC3149600 DOI: 10.1186/1471-2407-11-266] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2011] [Accepted: 06/24/2011] [Indexed: 12/14/2022] Open
Abstract
Background 18-Fluorodeoxyglucose-PET (18F-FDG-PET) can be used for early response assessment in patients with locally advanced adenocarcinomas of the oesophagogastric junction (AEG) undergoing neoadjuvant chemotherapy. It has been recently shown in the MUNICON trials that response-guided treatment algorithms based on early changes of the FDG tumor uptake detected by PET are feasible and that they can be implemented into clinical practice. Only 40%-50% of the patients respond metabolically to therapy. As metabolic non-response is known to be associated with a dismal prognosis, metabolic non-responders are increasingly treated with alternative neoadjuvant chemotherapies or chemoradiation in order to improve their clinical outcome. We plan to investigate whether PET can be used as response assessment during radiochemotherapy given as salvage treatment in early metabolic non-responders to standard chemotherapy. Methods/Design The HICON trial is a prospective, non-randomized, explorative imaging study evaluating the value of PET as a predictor of histopathological response in metabolic non-responders. Patients with resectable AEG type I and II according to Siewerts classification, staged cT3/4 and/or cN+ and cM0 by endoscopic ultrasound, spiral CT or MRI and FDG-PET are eligible. Tumors must be potentially R0 resectable and must have a sufficient FDG-baseline uptake. Only metabolic non-responders, showing a < 35% decrease of SUV two weeks after the start of neoadjuvant chemotherapy are eligible for the study and are taken to intensified taxane-based RCT (chemoradiotherapy (45 Gy) before surgery. 18FDG-PET scans will be performed before ( = Baseline) and after 14 days of standard neoadjuvant therapy as well as after the first cycle of salvage docetaxel/cisplatin chemotherapy (PET 1) and at the end of radiochemotherapy (PET2). Tracer uptake will be assessed semiquantitatively using standardized uptake values (SUV). The percentage difference ΔSUV = 100 (SUVBaseline - SUV PET1)/SUVBaseline will be calculated and assessed as an early predictor of histopathological response. In a secondary analysis, the association between the difference SUVPET1 - SUVPET2 and histopathological response will be evaluated. Discussion The aim of this study is to investigate the potential of sequential 18FDG-PET in predicting histopathological response in AEG tumors to salvage neoadjuvant radiochemotherapy in patients who do not show metabolic response to standard neoadjuvant chemotherapy. Trial Registration Clinical trial identifier NCT01271322
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Affiliation(s)
- Sylvie Lorenzen
- National Center for Tumor Diseases (NCT), University of Heidelberg, Germany.
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Keld R, Guo B, Downey P, Cummins R, Gulmann C, Ang YS, Sharrocks AD. PEA3/ETV4-related transcription factors coupled with active ERK signalling are associated with poor prognosis in gastric adenocarcinoma. Br J Cancer 2011; 105:124-30. [PMID: 21673681 PMCID: PMC3137405 DOI: 10.1038/bjc.2011.187] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Background: Transcription factors often play important roles in tumourigenesis. Members of the PEA3 subfamily of ETS-domain transcription factors fulfil such a role and have been associated with tumour metastasis in several different cancers. Moreover, the activity of the PEA3 subfamily transcription factors is potentiated by Ras-ERK pathway signalling, which is itself often deregulated in tumour cells. Methods: Immunohistochemical patterns of PEA3 expression and active ERK signalling were analysed and mRNA expression levels of PEA3, ER81, MMP-1 and MMP-7 were determined in gastric adenocarcinoma samples. Results: Here, we have studied the expression of the PEA3 subfamily members PEA3/ETV4 and ER81/ETV1 in gastric adenocarcinomas. PEA3 is upregulated at the protein level in gastric adenocarcinomas and both PEA3/ETV4 and ER81/ETV1 are upregulated at the mRNA level in gastric adenocarcinoma tissues. This increased expression correlates with the expression of a target gene associated with metastasis, MMP-1. Enhanced ERK signalling is also more prevalent in late-stage gastric adenocarcinomas, and the co-association of ERK signalling and PEA3 expression also occurs in late-stage gastric adenocarcinomas. Furthermore, the co-association of ERK signalling and PEA3 expression correlates with decreased survival rates. Conclusions: This study shows that members of the PEA3 subfamily of transcription factors are upregulated in gastric adenocarcinomas and that the simultaneous upregulation of PEA3 expression and ERK pathway signalling is indicative of late-stage disease and a poor survival prognosis.
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Affiliation(s)
- R Keld
- Faculty of Life Sciences, University of Manchester, Michael Smith Building, Oxford Road, Manchester M13 9PT, UK
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Chang YC, Yeh KT, Liu TC, Chang JG. Molecular cytogenetic characterization of esophageal cancer detected by comparative genomic hybridization. J Clin Lab Anal 2011; 24:167-74. [PMID: 20486198 DOI: 10.1002/jcla.20385] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
AIM Detection of cytogenetic alterations in esophageal cancer (EC). A total of 40 cases of primary EC and their paired nearby nontumor tissues were collected. The comparative genomic hybridization (CGH) is the technique that brings out the gains and losses of chromosome fragments and was applied to determine the aberrations from the tissue DNA. In noncancer tissues, the gains were at 19p (5/40, 13%), 20q (5/40, 13%), and losses at 9p (13/40, 33%), 2q (10/40, 25%), 12q (10/40, 25%), 13q (10/40, 25%), 5q (9/40, 23%), 6q (9/40, 23%), 7q (9/40, 23%), and 8p (9/40, 23%). Two cases in nontumor tissues showed no CGH change. In the 40 cases of primary EC, the gains were at 8q (10/40, 25%), 3q (9/40, 23%), 2q (7/40, 18%), and 13q (7/40, 18%), and the losses were at 1q (8/40, 20%), 4q (8/40, 20%), 3p (7/40, 18%), 5q (7/40, 18%), and 18q (7/40, 18%) in comparison with paired nearby noncancerous tissues. We found that the loss aberrations were on 1q, 2p, 3p, 5q, 6q, 9p, 11p, 15q, 16q, 18q, 21q and gains on 20p in both tumor and nontumor tissues; nevertheless, -4p, -7q, -8p, -10q, -12q, -13q, -14q and +17p, +19q, +22q were only found in nontumor tissues and +1q, +2pq, +3q, -4q, +4q, +5q, 7p, +8q, +10q, +12q, +13q, +14q -17p, -19pq, -22q in EC. From these results, we suggest that most of the tissues near the cancer parts of EC may be considered as a precancerous region. The alteration between cancer and noncancer tissues may play a role in the development of EC.
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Affiliation(s)
- Yuli C Chang
- Departments of Medical Research and Laboratory Medicine, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan
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