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Karnachoriti M, Kouri MA, Spyratou E, Danias N, Arkadopoulos N, Efstathopoulos EP, Seimenis I, Raptis YS, Kontos AG. Raman spectroscopy for colorectal tumor margin assessment: A promising tool for real-time surgical delimitation. Talanta 2025; 290:127787. [PMID: 40010115 DOI: 10.1016/j.talanta.2025.127787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Revised: 02/17/2025] [Accepted: 02/20/2025] [Indexed: 02/28/2025]
Abstract
Raman spectroscopy is a promising non-invasive technique not only for the rapid and accurate detection of colorectal cancer (CRC) but also for the identification of positive surgical margins. In this study, micro-Raman spectroscopy was used to explore biochemical differences in surgically resected intestinal segments, with a focus on boundary tumor zone. Spectral and statistical analyses, including Partial least squares discriminant analysis (PLS-DA), were performed to identify significant molecular signatures and distinguish different tissue types. Our findings suggest that boundary tumor zone contain a mix of cancerous and normal cells, complicating the discrimination of these regions. Despite this challenge, we achieved a classification accuracy of 82 % for tumor margin differentiation from normal tissue along with identifying several biochemically significant spectroscopic differences. Rapid Raman measurements using a portable system, taken from resected tissues immediately after surgery, further demonstrated the technique's ability to differentiate cancerous from healthy tissues with 97 % accuracy, 98 % sensitivity, and 96 % specificity, underscoring the potential of Raman spectroscopy for real-time clinical applications in CRC surgery.
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Affiliation(s)
- Maria Karnachoriti
- Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens, Iroon Politechniou 9, 15772, Athens, Greece.
| | - Maria Anthi Kouri
- 2nd Department of Radiology, Medical School, National and Kapodistrian University of Athens, 11527, Athens, Greece.
| | - Ellas Spyratou
- 2nd Department of Radiology, Medical School, National and Kapodistrian University of Athens, 11527, Athens, Greece.
| | - Nikolaos Danias
- 4th Department of Surgery, School of Medicine, Attikon University Hospital, University of Athens, 1 Rimini Street, 12462, Athens, Greece.
| | - Nikolaos Arkadopoulos
- 4th Department of Surgery, School of Medicine, Attikon University Hospital, University of Athens, 1 Rimini Street, 12462, Athens, Greece.
| | - Efstathios P Efstathopoulos
- 2nd Department of Radiology, Medical School, National and Kapodistrian University of Athens, 11527, Athens, Greece.
| | - Ioannis Seimenis
- Medical School, National and Kapodistrian University of Athens, 75 Mikras Assias str., 11527, Athens, Greece.
| | - Yiannis S Raptis
- Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens, Iroon Politechniou 9, 15772, Athens, Greece.
| | - Athanassios G Kontos
- Physics Department, School of Applied Mathematical and Physical Sciences, National Technical University of Athens, Iroon Politechniou 9, 15772, Athens, Greece.
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2
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Aboelnasr LS, Meehan H, Saso S, Yagüe E, El-Bahrawy M. Serous Ovarian Carcinoma: Detailed Analysis of Clinico-Pathological Characteristics as Prognostic Factors. Cancers (Basel) 2024; 16:3611. [PMID: 39518051 PMCID: PMC11545192 DOI: 10.3390/cancers16213611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2024] [Revised: 10/21/2024] [Accepted: 10/22/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND/OBJECTIVES Serous ovarian carcinoma (SOC) is the most common subtype of epithelial ovarian cancer, with high-grade (HGSOC) and low-grade (LGSOC) subtypes presenting distinct clinical behaviours. This study aimed to evaluate histopathologic features in SOC, correlating these with prognostic outcomes, and explore the potential clinical implications. METHODS We analysed 51 SOC cases for lymphovascular space invasion (LVSI), tumour border configuration (TBC), microvessel density (MVD), tumour budding (TB), the tumour-stroma ratio (TSR), the stromal type, tumour-infiltrating lymphocytes (TILs), and tertiary lymphoid structures (TLSs). A validation cohort of 54 SOC cases from The Cancer Genome Atlas (TCGA) was used for comparison. RESULTS In the discovery set, significant predictors of aggressive behaviour included LVSI, high MVD, high TB, and low TILs. These findings were validated in the validation set where the absence of TLSs, lower peritumoural TILs, immature stromal type, and low TSR were associated with worse survival outcomes. The stromal type was identified as an independent prognostic predictor in SOC across both datasets. Inter-observer variability analysis demonstrated substantial to almost perfect agreement for these features, ensuring the reproducibility of the findings. CONCLUSIONS The histopathological evaluation of immune and stromal features, such as TILs, TLSs, TB, TSR, and stromal type, provides critical prognostic information for SOC. Incorporating these markers into routine pathological assessments could enhance risk stratification and guide treatment, offering practical utility, particularly in low-resource settings when molecular testing is not feasible.
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Affiliation(s)
- Lamia Sabry Aboelnasr
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London W12 0NN, UK; (L.S.A.); (S.S.)
- Department of Pathology, Faculty of Medicine, Menoufia University, Shibin el Kom 6131567, Egypt
| | - Hannah Meehan
- Imperial College NHS Healthcare Trust, London W12 0NN, UK;
| | - Srdjan Saso
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London W12 0NN, UK; (L.S.A.); (S.S.)
- Hammersmith Hospital, Imperial College NHS Trust, London W12 OHS, UK
| | - Ernesto Yagüe
- Division of Cancer, Imperial College London, London W12 0NN, UK;
| | - Mona El-Bahrawy
- Department of Metabolism, Digestion and Reproduction, Imperial College London, London W12 0NN, UK; (L.S.A.); (S.S.)
- Department of Pathology, Faculty of Medicine, University of Alexandria, Bab Sharqi 5424041, Egypt
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3
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Alekseenko I, Zhukova L, Kondratyeva L, Buzdin A, Chernov I, Sverdlov E. Tumor Cell Communications as Promising Supramolecular Targets for Cancer Chemotherapy: A Possible Strategy. Int J Mol Sci 2024; 25:10454. [PMID: 39408784 PMCID: PMC11476449 DOI: 10.3390/ijms251910454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 09/25/2024] [Accepted: 09/26/2024] [Indexed: 10/20/2024] Open
Abstract
Fifty-two years have passed since President Nixon launched the "War on Cancer". Despite unparalleled efforts and funds allocated worldwide, the outlined goals were not achieved because cancer treatment approaches such as chemotherapy, radiation therapy, hormonal and targeted therapies have not fully met the expectations. Based on the recent literature, a new direction in cancer therapy can be proposed which targets connections between cancer cells and their microenvironment by chemical means. Cancer-stromal synapses such as immunological synapses between cancer and immune cells provide an attractive target for this approach. Such synapses form ligand-receptor clusters on the interface of the interacting cells. They share a common property of involving intercellular clusters of spatially proximate and cooperatively acting proteins. Synapses provide the space for the focused intercellular signaling molecules exchange. Thus, the disassembly of cancer-stromal synapses may potentially cause the collapse of various tumors. Additionally, the clustered arrangement of synapse components offers opportunities to enhance treatment safety and precision by using targeted crosslinking chemical agents which may inactivate cancer synapses even in reduced concentrations. Furthermore, attaching a cleavable cell-permeable toxic agent(s) to a crosslinker may further enhance the anti-cancer effect of such therapeutics. The highlighted approach promises to be universal, relatively simple and cost-efficient. We also hope that, unlike chemotherapeutic and immune drugs that interact with a single target, by using supramolecular large clusters that include many different components as a target, the emergence of a resistance characteristic of chemo- and immunotherapy is extremely unlikely.
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Affiliation(s)
- Irina Alekseenko
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, 117997 Moscow, Russia; (I.A.); (A.B.); (I.C.)
- National Research Center “Kurchatov Institute”, 123182 Moscow, Russia
| | - Lyudmila Zhukova
- Department of Oncology, SBIH “Moscow Clinical Scientific and Practical Center Named After A.S. Loginov” DHM, 111123 Moscow, Russia;
| | - Liya Kondratyeva
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, 117997 Moscow, Russia; (I.A.); (A.B.); (I.C.)
- National Research Center “Kurchatov Institute”, 123182 Moscow, Russia
| | - Anton Buzdin
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, 117997 Moscow, Russia; (I.A.); (A.B.); (I.C.)
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, Sechenov First Moscow State Medical University, 119992 Moscow, Russia
- Oncobox LLC, 121205 Moscow, Russia
| | - Igor Chernov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, 117997 Moscow, Russia; (I.A.); (A.B.); (I.C.)
| | - Eugene Sverdlov
- National Research Center “Kurchatov Institute”, 123182 Moscow, Russia
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Choi BJ, Lee D, Park JH, Hong TH, Kim OH, Lee SC, Kim KH, Choi HJ, Kim SJ. Innovative Therapeutic Delivery of Metastasis-Associated in Colon Cancer 1-Suppressing miRNA Using High Transmembrane 4 L6 Family Member 5-Targeting Exosomes in Colorectal Cancer Mouse Models. Int J Mol Sci 2024; 25:9232. [PMID: 39273182 PMCID: PMC11394864 DOI: 10.3390/ijms25179232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Revised: 08/09/2024] [Accepted: 08/21/2024] [Indexed: 09/15/2024] Open
Abstract
Elevated metastasis-associated in colon cancer 1 (MACC1) expression in colorectal cancer patients, and high transmembrane 4 L6 family member 5 (TM4SF5) protein expressed on various solid tumors' surface, are linked to aggressive cancer behavior and progression. In this study, adipose-derived stem cells (ASCs) were engineered to produce exosomes (Ex) that target the TM4SF5 protein on tumors. Moreover, MACC1-targeting microRNA was encapsulated within the Ex, resulting in TM4SF5-targeting Ex (MACC1-suppressing miRNA; miR-143). The anticancer effects of these Ex were investigated in vitro using the human colorectal cell line HCT116 and in vivo using colorectal cancer mouse xenograft models. In the in vivo assessment, administration of TM4SF5-targeting Ex[miR-143], referred to as tEx[miR-143] herein, resulted in the smallest tumor size, the lowest tumor growth rate, and the lightest excised tumors compared to other treatments (p < 0.05). It also led to the decreased expression of MACC-1 and anti-apoptotic markers MCL-1 and Bcl-xL while inducing the highest expression of pro-apoptotic markers BAX and BIM. These results were consistent with in vitro findings, where t Ex[miR-143] demonstrated the highest inhibition of HCT116 cell migration and invasion. These findings highlight the potential of tEx[miR-143] as an effective therapeutic strategy for colorectal cancer, demonstrating promising results in both targetability and anti-tumor effects in vitro and in vivo, warranting further investigation in clinical settings.
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Affiliation(s)
- Byung-Jo Choi
- Department of Surgery, Daejeon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Daejeon 34943, Republic of Korea
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Dosang Lee
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Department of Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Jung Hyun Park
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Department of Surgery, Eunpyeong St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul 03312, Republic of Korea
| | - Tae Ho Hong
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Department of Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Ok-Hee Kim
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Translational Research Team, Surginex Co., Ltd., Seoul 06591, Republic of Korea
| | - Sang Chul Lee
- Department of Surgery, Daejeon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Daejeon 34943, Republic of Korea
| | - Kee-Hwan Kim
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Department of Surgery, Uijeongbu St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Gyeonggi 11765, Republic of Korea
| | - Ho Joong Choi
- Department of Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
| | - Say-June Kim
- Catholic Central Laboratory of Surgery, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
- Department of Surgery, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul 06591, Republic of Korea
- Translational Research Team, Surginex Co., Ltd., Seoul 06591, Republic of Korea
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Ahn B, Park HJ, Kim HJ, Hong SM. Radiologic tumor border can further stratify prognosis in patients with pancreatic neuroendocrine tumor. Pancreatology 2024; 24:753-763. [PMID: 38796309 DOI: 10.1016/j.pan.2024.05.524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 04/30/2024] [Accepted: 05/14/2024] [Indexed: 05/28/2024]
Abstract
BACKGROUND AND OBJECTIVES Pancreatic neuroendocrine tumor (PanNET), although rare in incidence, is increasing in recent years. Several clinicopathologic and molecular factors have been suggested for patient stratification due to the extensive heterogeneity of PanNETs. We aimed to discover the prognostic role of assessing the tumor border of PanNETs with pre-operative computed tomography (CT) images and correlate them with other clinicopathologic factors. METHODS The radiologic, macroscopic, and microscopic tumor border of 183 surgically resected PanNET cases was evaluated using preoperative CT images (well defined vs. poorly defined), gross images (expansile vs. infiltrative), and hematoxylin and eosin-stained slides (pushing vs. infiltrative). The clinicopathologic and prognostic significance of the tumor border status was compared with other clinicopathologic factors. RESULTS A poorly defined radiologic tumor border was observed in 65 PanNET cases (35.5 %), and were more frequent in male patients (P = 0.031), and tumor with larger size, infiltrative macroscopic growth pattern, infiltrative microscopic tumor border, higher tumor grade, higher pT category, lymph node metastasis, lymphovascular and perineural invasions (all, P < 0.001). Patients with PanNET with a poorly defined radiologic tumor border had significantly worse overall survival (OS) and recurrence-free survival (RFS; both, P < 0.001). Multivariable analysis revealed that PanNET with a poorly defined radiologic border is an independent poor prognostic factor for both OS (P = 0.049) and RFS (P = 0.027). CONCLUSION Pre-operative CT-based tumor border evaluation can provide additional information regarding survival and recurrence in patients with PanNET.
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Affiliation(s)
- Bokyung Ahn
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Hyo Jung Park
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Hyoung Jung Kim
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
| | - Seung-Mo Hong
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
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Park SS, Lee YK, Choi YW, Lim SB, Park SH, Kim HK, Shin JS, Kim YH, Lee DH, Kim JH, Park TJ. Cellular senescence is associated with the spatial evolution toward a higher metastatic phenotype in colorectal cancer. Cell Rep 2024; 43:113912. [PMID: 38446659 DOI: 10.1016/j.celrep.2024.113912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 12/21/2023] [Accepted: 02/19/2024] [Indexed: 03/08/2024] Open
Abstract
In this study, we explore the dynamic process of colorectal cancer progression, emphasizing the evolution toward a more metastatic phenotype. The term "evolution" as used in this study specifically denotes the phenotypic transition toward a higher metastatic potency from well-formed glandular structures to collective invasion, ultimately resulting in the development of cancer cell buddings at the invasive front. Our findings highlight the spatial correlation of this evolution with tumor cell senescence, revealing distinct types of senescent tumor cells (types I and II) that play different roles in the overall cancer progression. Type I senescent tumor cells (p16INK4A+/CXCL12+/LAMC2-/MMP7-) are identified in the collective invasion region, whereas type II senescent tumor cells (p16INK4A+/CXCL12+/LAMC2+/MMP7+), representing the final evolved form, are prominently located in the partial-EMT region. Importantly, type II senescent tumor cells associate with local invasion and lymph node metastasis in colorectal cancer, potentially affecting patient prognosis.
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Affiliation(s)
- Soon Sang Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - Young-Kyoung Lee
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - Yong Won Choi
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Hematology and Oncology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - So Hyun Park
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Pathology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Han Ki Kim
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Department of Brain Science and Neurology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Jun Sang Shin
- Department of Surgery, Ajou University School of Medicine, Suwon 16499, Korea
| | - Young Hwa Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Pathology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Dong Hyun Lee
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - Jang-Hee Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Pathology, Ajou University School of Medicine, Suwon 16499, Korea.
| | - Tae Jun Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea.
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7
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Tadachina S, Devi Shivalingaiah S, Shetty M. Immunohistochemical Expression of Programmed Death Ligand- 1 (PD-L1) in Colorectal Carcinoma; A Cross-sectional Study. IRANIAN JOURNAL OF PATHOLOGY 2023; 19:22-30. [PMID: 38864082 PMCID: PMC11164304 DOI: 10.30699/ijp.2023.1988660.3054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 05/04/2023] [Indexed: 06/13/2024]
Abstract
Background & Objective Colorectal carcinoma (CRC) is one of the most common cancers worldwide. The interaction of programmed cell death receptor 1 (PD-1) and programmed death ligand 1 (PD-L1) plays an important role by inhibiting the immune mechanism by which cancer cells escape antitumor immunity. Immunotherapy using checkpoint inhibitors is a growing treatment modality in many cancers; one such is anti-PD1/PD-L1. The present study aimed to study the immunohistochemical (IHC) expression of PD-L1 in CRC and its association with various known clinicopathological parameters. Methods This study was a 2-year prospective study and included 34 colectomy specimens diagnosed as colorectal adenocarcinoma. The expression of PD-L1 was evaluated on tumoral cells and tumor-infiltrating immune cells (TIICs) and was correlated with various clinicopathological parameters. Results Immunohistochemical expression of PD-L1 on tumoral cells and tumor microenvironment in CRC revealed positivity in 17.65% of cases each. The PD-L1 expression on tumoral cells was associated with lymphovascular invasion (LVI) and perineural invasion (PNI) with P- values of 0.012 and 0.005, respectively, while PD-L1 expression on TIICs was associated with tumor budding with a P-value of 0.022. Conclusion IHC expression of PD-L1 on tumoral cells and immune cells may be associated with some known poor prognostic factors. Since anti-PD1/PD-L1 is used for targeted therapy, it may be beneficial and economically feasible to evaluate PD-L1 in CRC and establish its role as a prognostic factor.
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Affiliation(s)
- Shruti Tadachina
- Department of Pathology, JSS Medical College, JSS Academy of Higher Education & Research, Mysuru, Karnataka, India
| | - Sheela Devi Shivalingaiah
- Department of Pathology, JSS Medical College, JSS Academy of Higher Education & Research, Mysuru, Karnataka, India
| | - Mahesh Shetty
- Department of Surgical Gastroenterology JSSMC & Hospital, Mysuru- 04, Karnataka, India
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Ye Y, Wu X, Wang H, Ye H, Zhao K, Yao S, Liu Z, Zhu Y, Zhang Q, Liang C. Artificial intelligence-assisted analysis for tumor-immune interaction within the invasive margin of colorectal cancer. Ann Med 2023; 55:2215541. [PMID: 37224471 DOI: 10.1080/07853890.2023.2215541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 04/29/2023] [Accepted: 05/14/2023] [Indexed: 05/26/2023] Open
Abstract
BACKGROUND In colorectal cancer (CRC), both tumor invasion and immunological analysis at the tumor invasive margin (IM) are significantly associated with patient prognosis, but have traditionally been reported independently. We propose a new scoring system, the TGP-I score, to assess the association and interactions between tumor growth pattern (TGP) and tumor infiltrating lymphocytes at the IM and to predict its prognostic validity for CRC patient stratification. MATERIALS AND METHODS The types of TGP were assessed in hematoxylin and eosin-stained whole-slide images. The CD3+ T-cells density at the IM was automatically quantified on immunohistochemical-stained slides using a deep learning method. A discovery (N = 347) and a validation (N = 132) cohorts were used to evaluate the prognostic value of the TGP-I score for overall survival. RESULTS The TGP-I score3 (trichotomy) was an independent prognostic factor, with higher TGP-I score3 associated with worse prognosis in the discovery (unadjusted hazard ratio [HR] for high vs. low 3.62, 95% confidence interval [CI] 2.22-5.90; p < 0.001) and validation cohort (unadjusted HR for high vs. low 5.79, 95% CI 1.84-18.20; p = 0.003). The relative contribution of each parameter to predicting survival was analyzed. The TGP-I score3 had similar importance compared to tumor-node-metastasis staging (31.2% vs. 32.9%) and was stronger than other clinical parameters. CONCLUSIONS This automated workflow and the proposed TGP-I score could further provide accurate prognostic stratification and have potential value for supporting the clinical decision-making of stage I-III CRC patients.Key messagesA new scoring system, the TGP-I score, was proposed to assess the association and interactions of TGP and TILs at the tumor invasive margin.TGP-I score could be an independent predictor of prognosis for CRC patients, with higher scores being associated with worse survival.TGP-I score had similar importance compared to tumor-node-metastasis staging and was stronger than other clinical parameters.
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Affiliation(s)
- Yunrui Ye
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, P.R. China
- Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou, P.R. China
- Department of Radiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
| | - Xiaomei Wu
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Huihui Wang
- Department of Radiology, Guangzhou Panyu Central Hospital, Guangzhou, P.R. China
| | - Huifen Ye
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, P.R. China
| | - Ke Zhao
- Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou, P.R. China
- Department of Radiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
| | - Su Yao
- Department of Pathology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
| | - Zaiyi Liu
- Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou, P.R. China
| | - Yaxi Zhu
- Department of Pathology, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, P.R. China
| | - Qingling Zhang
- Department of Pathology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
| | - Changhong Liang
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, P.R. China
- Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou, P.R. China
- Department of Radiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
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9
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Jurescu A, Văduva A, Vița O, Gheju A, Cornea R, Lăzureanu C, Mureșan A, Cornianu M, Tăban S, Dema A. Colorectal Carcinomas: Searching for New Histological Parameters Associated with Lymph Node Metastases. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1761. [PMID: 37893479 PMCID: PMC10608479 DOI: 10.3390/medicina59101761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 09/21/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023]
Abstract
Background and Objectives: Colorectal cancer (CRC) continues to be an essential public health problem. Our study aimed to evaluate the prognostic significance of classic prognostic factors and some less-studied histopathological parameters in CRC. Materials and Methods: We performed a retrospective study on 71 colorectal carcinoma patients who underwent surgery at the "Pius Brînzeu" County Clinical Emergency Hospital in Timișoara, Romania. We analyzed the classic parameters but also tumor budding (TB), poorly differentiated clusters (PDCs) of cells, tumor-infiltrating lymphocytes (TILs), and the configuration of the tumor border on hematoxylin-eosin slides. Results: A high degree of malignancy (p = 0.006), deep invasion of the intestinal wall (p = 0.003), an advanced stage of the disease (p < 0.0001), lymphovascular invasion (p < 0.0001), perineural invasion (p < 0.0001), high-grade TB (p < 0.0001), high-grade PDCs (p < 0.0001), infiltrative tumor border configuration (p < 0.0001) showed a positive correlation with lymph node metastases. Conclusions: The analyzed parameters positively correlate with unfavorable prognostic factors in CRC. We highlight the value of classic prognostic factors along with a series of less-known parameters that are more accessible and easier to evaluate using standard staining techniques and that could predict the risk of relapse or aggressive evolution in patients with CRC.
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Affiliation(s)
- Aura Jurescu
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
| | - Adrian Văduva
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
| | - Octavia Vița
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
| | - Adelina Gheju
- Emergency County Hospital Deva, 330032 Deva, Romania
| | - Remus Cornea
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
| | - Codruța Lăzureanu
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
| | - Anca Mureșan
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
| | - Marioara Cornianu
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
| | - Sorina Tăban
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
| | - Alis Dema
- Department of Microscopic Morphology-Morphopathology, ANAPATMOL Research Center, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timișoara, Romania
- Department of Pathology, “Pius Brînzeu” County Clinical Emergency Hospital, 300723 Timişoara, Romania
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10
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Pavlič A, Urh K, Boštjančič E, Zidar N. Analyzing the invasive front of colorectal cancer - By punching tissue block or laser capture microdissection? Pathol Res Pract 2023; 248:154727. [PMID: 37517168 DOI: 10.1016/j.prp.2023.154727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Revised: 07/26/2023] [Accepted: 07/27/2023] [Indexed: 08/01/2023]
Abstract
The aim of this study was to determine the advantages and limitations of two commonly used sampling techniques, i.e., punching tissue block (PTB) and laser capture microdissection (LCM) when investigating tumor cell-derived gene expression patterns at the invasive front of colorectal cancer (CRC). We obtained samples from 20 surgically removed CRCs at locations crucial for tumor progression, i.e., the central part, the expansive front and the infiltrative front exhibiting tumor budding (TB), using both sampling techniques. At each location, we separately analyzed the expressions of miR-200 family (miR-141, miR-200a, miR-200b, miR-200c and miR-429), known as reliable markers of epithelial-mesenchymal transition (EMT). We found significant downregulation of all members of miR-200 family at the infiltrative front in comparison to the central part regardless of the used sampling technique. However, when comparing miR-200 expression between the expansive and the infiltrative front, we found significant downregulation of all tested miR-200 at the infiltrative front only in samples obtained by LCM. Our results suggest that, PTB is an adequate technique for studying the differences in tumor gene expression between the central part and the invasive front of CRC, but is insufficient to analyze and compare morphologically distinct patterns along the invasive front including TB. For this purpose, the use of LCM is essential.
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Affiliation(s)
- Ana Pavlič
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Korytkova 2, 1000 Ljubljana, Slovenia
| | - Kristian Urh
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Korytkova 2, 1000 Ljubljana, Slovenia
| | - Emanuela Boštjančič
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Korytkova 2, 1000 Ljubljana, Slovenia
| | - Nina Zidar
- Institute of Pathology, Faculty of Medicine, University of Ljubljana, Korytkova 2, 1000 Ljubljana, Slovenia.
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11
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The Impact of KRAS Status on the Required Surgical Margin Width for Colorectal Liver Metastasis Resection. J Clin Med 2023; 12:jcm12062313. [PMID: 36983314 PMCID: PMC10051553 DOI: 10.3390/jcm12062313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 03/09/2023] [Accepted: 03/15/2023] [Indexed: 03/18/2023] Open
Abstract
Local recurrence after colorectal liver metastasis (CRLM) resection severely affects survival; however, the required surgical margin width remains controversial. This study investigated the impact of KRAS status on surgical margin width and local recurrence rate (LRR) post-CRLM resection. Overall, 146 resected CRLMs with KRAS status (wild-type KRAS (wtKRAS): 98, KRAS mutant (mKRAS): 48) were included. The LRR for each group, R1 (margin positive) and R0 (margin negative), was analyzed by KRAS status. R0 was further stratified into Ra (margin ≥ 5 mm) and Rb (margin < 5 mm). Patients with local recurrence had significantly worse 5-year overall survival than those without local recurrence (p = 0.0036). The mKRAS LRR was significantly higher than wtKRAS LRR (p = 0.0145). R1 resection resulted in significantly higher LRRs than R0 resection for both wtKRAS and mKRAS (p = 0.0068 and p = 0.0204, respectively), and while no significant difference was observed in the Ra and Rb LRR with wtKRAS, the Rb LRR with mKRAS (33.3%) was significantly higher than Ra LRR (5.9%) (p = 0.0289). Thus, R0 resection is sufficient for CRLM with wtKRAS; however, CRLM with mKRAS requires resection with a margin of at least 5 mm to prevent local recurrence.
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12
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L’Imperio V, Wulczyn E, Plass M, Müller H, Tamini N, Gianotti L, Zucchini N, Reihs R, Corrado GS, Webster DR, Peng LH, Chen PHC, Lavitrano M, Liu Y, Steiner DF, Zatloukal K, Pagni F. Pathologist Validation of a Machine Learning-Derived Feature for Colon Cancer Risk Stratification. JAMA Netw Open 2023; 6:e2254891. [PMID: 36917112 PMCID: PMC10015309 DOI: 10.1001/jamanetworkopen.2022.54891] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/16/2023] Open
Abstract
IMPORTANCE Identifying new prognostic features in colon cancer has the potential to refine histopathologic review and inform patient care. Although prognostic artificial intelligence systems have recently demonstrated significant risk stratification for several cancer types, studies have not yet shown that the machine learning-derived features associated with these prognostic artificial intelligence systems are both interpretable and usable by pathologists. OBJECTIVE To evaluate whether pathologist scoring of a histopathologic feature previously identified by machine learning is associated with survival among patients with colon cancer. DESIGN, SETTING, AND PARTICIPANTS This prognostic study used deidentified, archived colorectal cancer cases from January 2013 to December 2015 from the University of Milano-Bicocca. All available histologic slides from 258 consecutive colon adenocarcinoma cases were reviewed from December 2021 to February 2022 by 2 pathologists, who conducted semiquantitative scoring for tumor adipose feature (TAF), which was previously identified via a prognostic deep learning model developed with an independent colorectal cancer cohort. MAIN OUTCOMES AND MEASURES Prognostic value of TAF for overall survival and disease-specific survival as measured by univariable and multivariable regression analyses. Interpathologist agreement in TAF scoring was also evaluated. RESULTS A total of 258 colon adenocarcinoma histopathologic cases from 258 patients (138 men [53%]; median age, 67 years [IQR, 65-81 years]) with stage II (n = 119) or stage III (n = 139) cancer were included. Tumor adipose feature was identified in 120 cases (widespread in 63 cases, multifocal in 31, and unifocal in 26). For overall survival analysis after adjustment for tumor stage, TAF was independently prognostic in 2 ways: TAF as a binary feature (presence vs absence: hazard ratio [HR] for presence of TAF, 1.55 [95% CI, 1.07-2.25]; P = .02) and TAF as a semiquantitative categorical feature (HR for widespread TAF, 1.87 [95% CI, 1.23-2.85]; P = .004). Interpathologist agreement for widespread TAF vs lower categories (absent, unifocal, or multifocal) was 90%, corresponding to a κ metric at this threshold of 0.69 (95% CI, 0.58-0.80). CONCLUSIONS AND RELEVANCE In this prognostic study, pathologists were able to learn and reproducibly score for TAF, providing significant risk stratification on this independent data set. Although additional work is warranted to understand the biological significance of this feature and to establish broadly reproducible TAF scoring, this work represents the first validation to date of human expert learning from machine learning in pathology. Specifically, this validation demonstrates that a computationally identified histologic feature can represent a human-identifiable, prognostic feature with the potential for integration into pathology practice.
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Affiliation(s)
- Vincenzo L’Imperio
- Department of Medicine and Surgery, Pathology, University of Milano-Bicocca, IRCCS (Scientific Institute for Research, Hospitalization and Healthcare) Fondazione San Gerardo dei Tintori, Monza, Italy
| | | | - Markus Plass
- Medical University of Graz, Diagnostic and Research Institute of Pathology, Graz, Austria
| | - Heimo Müller
- Medical University of Graz, Diagnostic and Research Institute of Pathology, Graz, Austria
| | - Nicolò Tamini
- Department of Surgery, San Gerardo Hospital, Monza, Italy
| | - Luca Gianotti
- Department of Surgery, San Gerardo Hospital, Monza, Italy
| | - Nicola Zucchini
- Department of Medicine and Surgery, Pathology, University of Milano-Bicocca, IRCCS (Scientific Institute for Research, Hospitalization and Healthcare) Fondazione San Gerardo dei Tintori, Monza, Italy
| | - Robert Reihs
- Medical University of Graz, Diagnostic and Research Institute of Pathology, Graz, Austria
| | | | | | - Lily H. Peng
- Google Health, Google LLC, Palo Alto, California
| | | | - Marialuisa Lavitrano
- Department of Medicine and Surgery, Pathology, University of Milano-Bicocca, IRCCS (Scientific Institute for Research, Hospitalization and Healthcare) Fondazione San Gerardo dei Tintori, Monza, Italy
| | - Yun Liu
- Google Health, Google LLC, Palo Alto, California
| | | | - Kurt Zatloukal
- Medical University of Graz, Diagnostic and Research Institute of Pathology, Graz, Austria
| | - Fabio Pagni
- Department of Medicine and Surgery, Pathology, University of Milano-Bicocca, IRCCS (Scientific Institute for Research, Hospitalization and Healthcare) Fondazione San Gerardo dei Tintori, Monza, Italy
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13
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Lakshmi Narasimhan P, Tokoutsi Z, Baroli D, Baragona M, Veroy K, Maessen R, Ritter A. Global sensitivity study for irreversible electroporation: Towards treatment planning under uncertainty. Med Phys 2023; 50:1290-1304. [PMID: 36635955 DOI: 10.1002/mp.16220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 11/25/2022] [Accepted: 11/25/2022] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Electroporation-based cancer treatments are minimally invasive, nonthermal interventional techniques that leverage cell permeabilization to ablate the target tumor. However, the amount of permeabilization is susceptible to the numerous uncertainties during treatment, such as patient-specific variations in the tissue, type of the tumor, and the resolution of imaging equipment. These uncertainties can reduce the extent of ablation in the tissue, thereby affecting the effectiveness of the treatment. PURPOSE The aim of this work is to understand the effect of these treatment uncertainties on the treatment outcome for irreversible electroporation (IRE) in the case of colorectal liver metastasis (CRLM). Understanding the nature and extent of these effects can help us identify the influential treatment parameters and build better models for predicting the treatment outcome. METHODS This is an in silico study using a static computational model with a custom applicator design, spherical tissue, and tumor geometry. A nonlinear electrical conductivity, dependent on the local electric field, is considered. Morris analysis is used to identify the influential treatment parameters on the treatment outcome. Seven treatment parameters pertaining to the relative tumor location with respect to the applicator, the tumor growth pattern, and the electrical conductivity of tissue are analyzed. The treatment outcome is measured in terms of the relative tumor ablation with respect to the target ablation volume and total ablation volume. RESULTS The Morris analysis was performed with 800 model evaluations, sampled from the seven dimensional input parameter space. Electrical properties of the tissue, especially the electrical conductivity of the tumor before ablation, were found to be the most influential parameter for relative tumor ablation and total ablation volume. This parameter was found to be about 4-15 times more influential than the least influential parameter, depending on the tumor size. The tumor border configuration was identified as the least important parameter for treatment effectiveness. The most desired treatment outcome is obtained by a combination of high healthy liver conductivity and low tumor conductivity. This information can be used to tackle worst-case scenarios in treatment planning. Finally, when the safety margins used in the clinical applications are accounted for, the effects of uncertainties in the treatment parameters reduce drastically. CONCLUSIONS The results of this work can be used to create an efficient surrogate estimator for uncertainty quantification in the treatment outcome, that can be utilized in optimal real-time treatment planning solutions.
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Affiliation(s)
- Prashanth Lakshmi Narasimhan
- Philips Research, Eindhoven, AE, The Netherlands
- Centre for Analysis, Scientific Computing, and Applications, Eindhoven University of Technology, Eindhoven, AZ, The Netherlands
| | - Zoi Tokoutsi
- Philips Research, Eindhoven, AE, The Netherlands
| | - Davide Baroli
- Euler Institute (Instituto Eulero) and Cardiocentro Ticino, Faculty of Informatics, Universitá della Svizzera italiana, Viganello-Lugano, Switzerland
| | | | - Karen Veroy
- Centre for Analysis, Scientific Computing, and Applications, Eindhoven University of Technology, Eindhoven, AZ, The Netherlands
| | | | - Andreas Ritter
- Department of Diagnostic and Interventional Radiology, University Hospital RWTH Aachen, Aachen, Germany
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14
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Alterations in Natural Killer Cells in Colorectal Cancer Patients with Stroma AReactive Invasion Front Areas (SARIFA). Cancers (Basel) 2023; 15:cancers15030994. [PMID: 36765951 PMCID: PMC9913252 DOI: 10.3390/cancers15030994] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2022] [Revised: 01/22/2023] [Accepted: 02/02/2023] [Indexed: 02/09/2023] Open
Abstract
BACKGROUND Recently, our group introduced Stroma AReactive Invasion Front Areas (SARIFA) as an independent prognostic predictor for a poorer outcome in colon cancer patients, which is probably based on immunologic alterations combined with a direct tumor-adipocyte interaction: the two together reflecting a distinct tumor biology. Considering it is already known that peripheral immune cells are altered in colorectal cancer (CRC) patients, this study aims to investigate the changes in lymphocyte subsets in SARIFA-positive cases and correlate these changes with the local immune response. METHODS Flow cytometry was performed to analyze B, T, and natural killer (NK) cells in the peripheral blood (PB) of 45 CRC patients. Consecutively, lymphocytes in PB, tumor-infiltrating lymphocytes (TILs), and CD56+ and CD57+ lymphocytes at the invasion front and the tumor center were compared between patients with SARIFA-positive and SARIFA-negative CRCs. RESULTS Whereas no differences could be observed regarding most PB lymphocyte populations as well as TILs, NK cells were dramatically reduced in the PB of SARIFA-positive cases. Moreover, CD56 and CD57 immunohistochemistry suggested SARIFA-status-dependent changes regarding NK cells and NK-like lymphocytes in the tumor microenvironment. CONCLUSION This study proves that our newly introduced biomarker, SARIFA, comes along with distinct immunologic alterations, especially regarding NK cells.
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15
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Lin JR, Wang S, Coy S, Chen YA, Yapp C, Tyler M, Nariya MK, Heiser CN, Lau KS, Santagata S, Sorger PK. Multiplexed 3D atlas of state transitions and immune interaction in colorectal cancer. Cell 2023; 186:363-381.e19. [PMID: 36669472 PMCID: PMC10019067 DOI: 10.1016/j.cell.2022.12.028] [Citation(s) in RCA: 122] [Impact Index Per Article: 61.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 09/26/2022] [Accepted: 12/16/2022] [Indexed: 01/20/2023]
Abstract
Advanced solid cancers are complex assemblies of tumor, immune, and stromal cells characterized by high intratumoral variation. We use highly multiplexed tissue imaging, 3D reconstruction, spatial statistics, and machine learning to identify cell types and states underlying morphological features of known diagnostic and prognostic significance in colorectal cancer. Quantitation of these features in high-plex marker space reveals recurrent transitions from one tumor morphology to the next, some of which are coincident with long-range gradients in the expression of oncogenes and epigenetic regulators. At the tumor invasive margin, where tumor, normal, and immune cells compete, T cell suppression involves multiple cell types and 3D imaging shows that seemingly localized 2D features such as tertiary lymphoid structures are commonly interconnected and have graded molecular properties. Thus, while cancer genetics emphasizes the importance of discrete changes in tumor state, whole-specimen imaging reveals large-scale morphological and molecular gradients analogous to those in developing tissues.
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Affiliation(s)
- Jia-Ren Lin
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Shu Wang
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA; Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA, USA
| | - Shannon Coy
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
| | - Yu-An Chen
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Clarence Yapp
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Madison Tyler
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Maulik K Nariya
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA; Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Cody N Heiser
- Program in Chemical & Physical Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Ken S Lau
- Epithelial Biology Center and Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Sandro Santagata
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA; Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA; Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Peter K Sorger
- Ludwig Center at Harvard and Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA; Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA.
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16
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Ahn B, Kim JY, Hong SM. Combined Infiltrative Macroscopic Growth Pattern and Infiltrative Microscopic Tumor Border Status Is a Novel Surrogate Marker of Poor Prognosis in Patients With Pancreatic Neuroendocrine Tumor. Arch Pathol Lab Med 2023; 147:100-116. [PMID: 35533360 DOI: 10.5858/arpa.2021-0475-oa] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2021] [Indexed: 12/31/2022]
Abstract
CONTEXT.— Pancreatic neuroendocrine tumors (PanNETs) are heterogeneous tumors with a wide range of malignant potential. Therefore, identification of prognostic factors is essential. OBJECTIVE.— To systematically assess the significance of tumor border, a well-known prognostic indicator in other cancers, in PanNETs. DESIGN.— We evaluated the macroscopic growth pattern (expansile [Exp] versus infiltrative [Inf]) and the microscopic tumor border (pushing [Pus] versus Inf) of 203 surgically resected PanNETs and compared them with other clinicopathologic factors. RESULTS.— Based on macroscopic growth pattern, 83 cases had Exp patterns whereas 84 had Inf patterns. According to microscopic tumor border, 122 PanNETs had Pus borders whereas 81 had Inf borders. Combining macroscopic growth pattern and microscopic tumor border, 65 PanNETs had Exp/Pus, 34 had Inf/Pus, 18 had Exp/Inf, and 50 had Inf/Inf status. PanNETs with Inf/Inf status were associated with higher tumor grade, pT classification, and American Joint Committee on Cancer stage grouping; lymph node metastasis; and lymphovascular and perineural invasions (all P < .001). Patients with PanNET having Inf/Inf status had significantly shorter overall survival (OS) and recurrence-free survival (RFS; all P < .001). Further, using multivariate analysis, Inf/Inf status was identified as an independent poor prognostic factor of OS (P = .02) and RFS (P = .03). CONCLUSIONS.— In summary, combined Inf/Inf status was observed in approximately 25% of PanNETs and was associated with aggressive biological behavior and short OS and RFS. Therefore, assessing combined macroscopic growth pattern and microscopic tumor border can provide additional information regarding survival and recurrence in PanNET patients.
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Affiliation(s)
- Bokyung Ahn
- From the Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (Ahn, Hong)
| | - Joo Young Kim
- The Department of Pathology, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, Seoul, Republic of Korea (Kim)
| | - Seung-Mo Hong
- From the Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (Ahn, Hong)
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17
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Aboelnasr LS, El-Rebey HS, Mohamed ASED, Abdou AG. The Prognostic Impact of Tumor Border Configuration, Tumor Budding and Tumor Stroma Ratio in Colorectal Carcinoma. Turk Patoloji Derg 2023; 39:83-93. [PMID: 35642343 PMCID: PMC10518130 DOI: 10.5146/tjpath.2022.01579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2021] [Accepted: 03/13/2022] [Indexed: 01/19/2023] Open
Abstract
OBJECTIVE Tumor border configuration, tumor budding and tumor stroma ratio are reliable histopathological parameters that play a central role in the invasion-metastasis cascade. This study aimed to investigate the prognostic impact of these parameters and a new combined score in colorectal cancer. MATERIAL AND METHOD A cohort of 103 colorectal cancer surgical specimens was retrospectively evaluated for tumor border configuration, tumor budding and tumor stroma ratio using H&E sections. A combined risk score was then constructed to divide cases into low risk-tumors and high risk-tumors. RESULTS Infiltrating tumor border, high tumor budding, low tumor stroma ratio and high combined risk score were associated with positive lymph node involvement, presence of metastasis, high tumor grade, lymphovascular invasion, poor overall survival and short recurrence-free survival. Infiltrating tumor border, high tumor budding and high combined risk score were associated with advanced T stage. High tumor budding, and low tumor stroma ratio were associated with perineural invasion. Infiltrating tumor border was associated with increased tumor size and conventional adenocarcinoma, high tumor budding and low tumor stroma ratio. Low tumor stroma ratio was associated with high tumor budding. On multivariate survival analysis, tumor stroma ratio was found to be an independent predictor for overall survival and recurrence-free survival. CONCLUSION Tumor border configuration, tumor budding, tumor stroma ratio and the newly constructed combined risk score are potential predictors of outcome in colorectal cancer patients, suggesting that their incorporation in the routine histopathological evaluation could be useful in determining the prognosis of colorectal cancer cases.
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Affiliation(s)
| | - Hala Said El-Rebey
- Department of Pathology, Faculty of Medicine, Menoufia University, Menofia, Egypt
| | | | - Asmaa Gaber Abdou
- Department of Pathology, Faculty of Medicine, Menoufia University, Menofia, Egypt
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18
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Hu M, Chen Z, Hu D, Xi S, Wang D, Zhang X, Fong WP, Wen L, Cai Y, Yuan Y, Li B, Wu X, Lu Z, Chen G, Li L, Ding P, Pan Z, Wan D, Du Z, Chen M, Li Y. Delineating the molecular landscape of different histopathological growth patterns in colorectal cancer liver metastases. Front Immunol 2022; 13:1045329. [PMID: 36591262 PMCID: PMC9800416 DOI: 10.3389/fimmu.2022.1045329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 11/14/2022] [Indexed: 12/23/2022] Open
Abstract
Background Histopathological growth patterns (HGPs) have shown important prognostic values for patients with colorectal cancer liver metastases, but the potential molecular mechanisms remain largely unknown. Methods We performed an exploratory analysis by conducting the RNA sequencing of primary colorectal lesions, colorectal liver metastatic lesions and normal liver tissues. Findings We found that desmoplastic HGPs of the metastatic lesions were significantly enriched in EMT, angiogenesis, stroma, and immune signaling pathways, while replacement HGPs were enriched in metabolism, cell cycle, and DNA damage repair pathways. With the exception of immune-related genes, the differentially expressed genes of the two HGPs from colorectal liver metastases were mostly inherited from the primary tumor. Moreover, normal liver tissue in the desmoplastic HGP subgroup was markedly enriched in the fibrinous inflammation pathway. Conclusions We surmised that HGPs are observable morphological changes resulting from the regulation of molecular expressions, which is the combined effect of the heterogeneity and remodeling of primary tumors seeds and liver soils.
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Affiliation(s)
- Mingtao Hu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Zhigang Chen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Dandan Hu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Hepatobiliary Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Shaoyan Xi
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Pathology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Deshen Wang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Xiaolong Zhang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - William Pat Fong
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Lei Wen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Yanyu Cai
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Yunfei Yuan
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Hepatobiliary Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Binkui Li
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Hepatobiliary Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Xiaojun Wu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Zhenhai Lu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Gong Chen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Liren Li
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Peirong Ding
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Zhizhong Pan
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Desen Wan
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Colorectal Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Ziming Du
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Molecular Diagnostics, Sun Yat-Sen University Cancer Center, Guangzhou, China,*Correspondence: Yuhong Li, ; Minshan Chen, ; Ziming Du,
| | - Minshan Chen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Hepatobiliary Surgery, Sun Yat-Sen University Cancer Center, Guangzhou, China,*Correspondence: Yuhong Li, ; Minshan Chen, ; Ziming Du,
| | - Yuhong Li
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-Sen University Cancer Center, Guangzhou, China,Department of Medical Oncology, Sun Yat-Sen University Cancer Center, Guangzhou, China,*Correspondence: Yuhong Li, ; Minshan Chen, ; Ziming Du,
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Uwamariya D, Ruhangaza D, Rugwizangoga B. Pathological Characteristics, Prognostic Determinants and the Outcome of Patients Diagnosed with Colorectal Adenocarcinoma at the University Teaching Hospital of Kigali. Can J Gastroenterol Hepatol 2022; 2022:6608870. [PMID: 36247044 PMCID: PMC9553703 DOI: 10.1155/2022/6608870] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 08/06/2022] [Accepted: 08/08/2022] [Indexed: 11/25/2022] Open
Abstract
Worldwide, colorectal cancer (CRC) is the second most diagnosed cancer in female and the third in men, arising from the epithelium of the colorectum. It is known that colorectal cancer is common in developed countries than in developing countries which may be due to inaccurate data on the existence of the disease in that region combined with embracing western lifestyle expressed by the current trend of changes in cultural, social, and lifestyle practices playing a major part in the etiology of CRC. The aim of this study was to document epidemiological, pathological characteristics, and prognostics determinants of patients diagnosed with CRC in Rwanda. The data from patients' files and reviewed glass slides for 101 cases all from Kigali University Teaching Hospital (CHUK) were statistically analyzed and patient characteristics were described as mean and frequency accordingly. Comparisons were performed using chi square tests, Fisher's exact test and odds ratio with 95% confidence interval (CI). Survival curves were plotted using the Kaplan-Meier method, and log-rank test was used to assess the statistical differences in the observed survival curves by each categorical variable. A P value < 0.05 was considered statistically significant. Statistical analyses were performed using Statistical Product and Service Solutions (SPSS), GraphPad Prism, and MedCalc, accordingly. Mean age of the participants was 54.26 years, the main symptom was rectal bleeding (46.5%), rectal adenocarcinoma NOS represented 40.6%, conventional adenocarcinoma was 60.4%, most tumors were of Grade II (54.5%), most common stage was pT3N0 (20.8%), resection margins were free at 71.3%, lympho-vascular invasion was 49.5% of cases, a high immune response was in 71.3% of cases and of 101cases, and 55.4% were still alive at the end of the data collection, with 29.3% of patients have overall survival of 5 years. Prognostic determinants also affect the outcome in this study and overall survival period was 3 years for CRC diagnosed in Rwanda.
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Affiliation(s)
- Delphine Uwamariya
- Department of Pathology, School of Medicine and Pharmacy, University of Rwanda, Kigali, Rwanda
| | | | - Belson Rugwizangoga
- Department of Pathology, School of Medicine and Pharmacy, University of Rwanda, Kigali, Rwanda
- Department of Pathology, University Teaching Hospital of Kigali, Kigali, Rwanda
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20
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Infiltration pattern predicts metastasis and progression better than the T-stage and grade in pancreatic neuroendocrine tumors: a proposal for a novel infiltration-based morphologic grading. Mod Pathol 2022; 35:777-785. [PMID: 34969955 DOI: 10.1038/s41379-021-00995-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 12/06/2021] [Accepted: 12/11/2021] [Indexed: 11/08/2022]
Abstract
The advancing edge profile is a powerful determinant of tumor behavior in many organs. In this study, a grading system assessing the tumor-host interface was developed and tested in 181 pancreatic neuroendocrine tumors (PanNETs), 63 of which were <=2 cm. Three tumor slides representative of the spectrum (least, medium, and most) of invasiveness at the advancing edge of the tumor were selected, and then each slide was scored as follows. Well-demarcated/encapsulated, 1 point; Mildly irregular borders and/or minimal infiltration into adjacent tissue, 2 points; Infiltrative edges with several clusters beyond the main tumor but still relatively close, and/or satellite demarcated nodules, 3 points; No demarcation, several cellular clusters away from the tumor, 4 points; Exuberantly infiltrative pattern, scirrhous growth, dissecting the normal parenchymal elements, 5 points. The sum of the rankings on the three slides was obtained. Cases with scores of 3-6 were defined as "non/minimally infiltrative" (NI; n = 77), 7-9 as "moderately infiltrative" (MI; n = 68), and 10-15 as "highly infiltrative" (HI; n = 36). In addition to showing a statistically significant correlation with all the established signs of aggressiveness (grade, size, T-stage), this grading system was found to be the most significant predictor of adverse outcomes (metastasis, progression, and death) on multivariate analysis, more strongly than T-stage, while Ki-67 index did not stand the multivariate test. As importantly, cases <=2 cm were also stratified by this grading system rendering it applicable also to this group that is currently placed in "watchful waiting" protocols. In conclusion, the proposed grading system has a strong, independent prognostic value and therefore should be considered for integration into routine pathology practice after being evaluated in validation studies with larger series.
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21
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Chen W, Wei Q, Huang W, Chen J, Hu S, Lv X, Mao L, Liu B, Zhou W, Liu X. Combining diffusion kurtosis imaging and clinical data for predicting the extramural venous invasion of rectal adenocarcinoma. Eur J Radiol 2022; 148:110155. [DOI: 10.1016/j.ejrad.2022.110155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 12/23/2021] [Accepted: 01/06/2022] [Indexed: 11/28/2022]
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Martin B, Grosser B, Kempkens L, Miller S, Bauer S, Dhillon C, Banner BM, Brendel EM, Sipos É, Vlasenko D, Schenkirsch G, Schiele S, Müller G, Märkl B. Stroma AReactive Invasion Front Areas (SARIFA)-A New Easily to Determine Biomarker in Colon Cancer-Results of a Retrospective Study. Cancers (Basel) 2021; 13:cancers13194880. [PMID: 34638364 PMCID: PMC8508517 DOI: 10.3390/cancers13194880] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 09/22/2021] [Accepted: 09/25/2021] [Indexed: 12/24/2022] Open
Abstract
Simple Summary Many studies have used histomorphological features to more precisely predict the prognosis of patients with colon cancer, focusing on tumor budding, poorly differentiated clusters, and the tumor–stroma ratio. Here, we introduce SARIFA: Stroma AReactive Invasion Front Area(s). We defined SARIFA as the direct contact between a tumor gland/tumor cell cluster (≥5 cells) and inconspicuous surrounding adipose tissue in the invasion front. SARIFA shows an excellent interobserver reliability and high prognostic value and is thus a promising histomorphological prognostic indicator for adipose-infiltrative adenocarcinomas of the colon. Abstract Many studies have used histomorphological features to more precisely predict the prognosis of patients with colon cancer, focusing on tumor budding, poorly differentiated clusters, and the tumor–stroma ratio. Here, we introduce SARIFA: Stroma AReactive Invasion Front Area(s). We defined SARIFA as the direct contact between a tumor gland/tumor cell cluster (≥5 cells) and inconspicuous surrounding adipose tissue in the invasion front. In this retrospective, single-center study, we classified 449 adipose-infiltrative adenocarcinomas (not otherwise specified) from two groups based on SARIFA and found 25% of all tumors to be SARIFA-positive. Kappa values between the two pathologists were good/very good: 0.77 and 0.87. Patients with SARIFA-positive tumors had a significantly shorter colon-cancer-specific survival (p = 0.008, group A), absence of metastasis, and overall survival (p < 0.001, p = 0.003, group B). SARIFA was significantly associated with adverse features such as pT4 stage, lymph node metastasis, tumor budding, and higher tumor grade. Moreover, SARIFA was confirmed as an independent prognostic indicator for colon-cancer-specific survival (p = 0.011, group A). SARIFA assessment was very quick (<1 min). Because of low interobserver variability and good prognostic significance, SARIFA seems to be a promising histomorphological prognostic indicator in adipose-infiltrative adenocarcinomas of the colon. Further studies should validate our results and also determine whether SARIFA is a universal prognostic indicator in solid cancers.
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Affiliation(s)
- Benedikt Martin
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Bianca Grosser
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Lana Kempkens
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Silvia Miller
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Svenja Bauer
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Christine Dhillon
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Bettina Monika Banner
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Eva-Maria Brendel
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Éva Sipos
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
| | - Dmytro Vlasenko
- General, Visceral and Transplantation Surgery, University Hospital of Augsburg, 86156 Augsburg, Germany;
| | - Gerhard Schenkirsch
- Tumor Data Management, University Hospital Augsburg, 86156 Augsburg, Germany;
| | - Stefan Schiele
- Institute of Mathematics, Augsburg University, 86156 Augsburg, Germany; (S.S.); (G.M.)
| | - Gernot Müller
- Institute of Mathematics, Augsburg University, 86156 Augsburg, Germany; (S.S.); (G.M.)
| | - Bruno Märkl
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (B.M.); (B.G.); (L.K.); (S.M.); (S.B.); (C.D.); (B.M.B.); (E.-M.B.); (É.S.)
- Correspondence: ; Tel.: +49-8214002150
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Anciaux M, Demetter P, De Wind R, Gomez Galdon M, Vande Velde S, Lens G, Craciun L, Deleruelle A, Larsimont D, Lenaerts T, Sclafani F, Deleporte A, Donckier V, Hendlisz A, Vandeputte C. Infiltrative tumour growth pattern correlates with poor outcome in oesophageal cancer. BMJ Open Gastroenterol 2021; 7:bmjgast-2020-000431. [PMID: 32675198 PMCID: PMC7368551 DOI: 10.1136/bmjgast-2020-000431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 05/12/2020] [Accepted: 05/22/2020] [Indexed: 11/25/2022] Open
Abstract
Objective Oesophageal cancer (OEC) is an aggressive disease with a poor survival rate. Prognostic markers are thus urgently needed. Due to the demonstrated prognostic value of histopathological growth pattern (HGP) in other cancers, we performed a retrospective assessment of HGP in patients suffering from invasive OEC. Design A first cohort composed of 89 treatment-naïve operated patients with OEC from The Cancer Genome Atlas (TCGA) public database was constituted, from which H&E images and RNA-sequencing data were retrieved. Next, a second cohort composed of 99 patients with OEC treated and operated in a Belgian hospital was established. H&E-stained sections and extracted tumorous RNA were obtained from the samples. HGP were assessed on H&E slides as infiltrative (IGP) or expansive (EGP). TCGA RNA-sequencing data were analysed through the gene set enrichment analysis and Cytoscape softwares. Real-time quantitative PCR (qPCR) experiments were performed to assess gene expression in the Belgian cohort. Results IGP patients displayed a grim prognosis compared with EGP patients, while IGP was found as associated with numerous lymphovascular emboli and perinervous infiltrations. Analyses of the TCGA expression data showed that angiogenesis, epithelial-to-mesenchymal transition (EMT) and inflammation were significantly upregulated in IGP compared with EGP samples. qPCR experiments of three genes appearing as highly upregulated in each pathway showed no difference in expression according to the HGP. Conclusion The current study demonstrates the poor prognostic value carried by IGP in OC and suggests angiogenesis, EMT and inflammation as key carcinogenetic pathways upregulated in this pattern.
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Affiliation(s)
- Maelle Anciaux
- Digestive Oncology Laboratory, Institut Jules Bordet, Bruxelles, Belgium
| | - Pieter Demetter
- Department of Pathology, Institut Jules Bordet, Bruxelles, Belgium
| | - Roland De Wind
- Department of Pathology, Institut Jules Bordet, Bruxelles, Belgium
| | | | - Sylvie Vande Velde
- Machine Learning Group, ULB, Bruxelles, Belgium.,Interuniversity Institute of Bioinformatics in Brussels (ULB-VUB), Brussels, Belgium
| | - Gaspard Lens
- Computer Science Unit, Haute Ecole Leonard de Vinci Institut Paul Lambin, Bruxelles, Belgium
| | - Ligia Craciun
- Department of Pathology, Institut Jules Bordet, Bruxelles, Belgium
| | - Amélie Deleruelle
- Digestive Oncology Laboratory, Institut Jules Bordet, Bruxelles, Belgium
| | - Denis Larsimont
- Department of Pathology, Institut Jules Bordet, Bruxelles, Belgium
| | - Tom Lenaerts
- Machine Learning Group, ULB, Bruxelles, Belgium.,Interuniversity Institute of Bioinformatics in Brussels (ULB-VUB), Brussels, Belgium
| | - Francesco Sclafani
- Digestive Oncology Laboratory, Institut Jules Bordet, Bruxelles, Belgium.,Gastrointestinal Oncology Unit, Medical Oncology, Institut Jules Bordet, Bruxelles, Belgium
| | - Amélie Deleporte
- Gastrointestinal Oncology Unit, Medical Oncology, Institut Jules Bordet, Bruxelles, Belgium
| | - Vincent Donckier
- Department of Surgery, Institut Jules Bordet, Bruxelles, Belgium
| | - Alain Hendlisz
- Gastrointestinal Oncology Unit, Medical Oncology, Institut Jules Bordet, Bruxelles, Belgium
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Interpretable survival prediction for colorectal cancer using deep learning. NPJ Digit Med 2021; 4:71. [PMID: 33875798 PMCID: PMC8055695 DOI: 10.1038/s41746-021-00427-2] [Citation(s) in RCA: 102] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 02/26/2021] [Indexed: 02/07/2023] Open
Abstract
Deriving interpretable prognostic features from deep-learning-based prognostic histopathology models remains a challenge. In this study, we developed a deep learning system (DLS) for predicting disease-specific survival for stage II and III colorectal cancer using 3652 cases (27,300 slides). When evaluated on two validation datasets containing 1239 cases (9340 slides) and 738 cases (7140 slides), respectively, the DLS achieved a 5-year disease-specific survival AUC of 0.70 (95% CI: 0.66–0.73) and 0.69 (95% CI: 0.64–0.72), and added significant predictive value to a set of nine clinicopathologic features. To interpret the DLS, we explored the ability of different human-interpretable features to explain the variance in DLS scores. We observed that clinicopathologic features such as T-category, N-category, and grade explained a small fraction of the variance in DLS scores (R2 = 18% in both validation sets). Next, we generated human-interpretable histologic features by clustering embeddings from a deep-learning-based image-similarity model and showed that they explained the majority of the variance (R2 of 73–80%). Furthermore, the clustering-derived feature most strongly associated with high DLS scores was also highly prognostic in isolation. With a distinct visual appearance (poorly differentiated tumor cell clusters adjacent to adipose tissue), this feature was identified by annotators with 87.0–95.5% accuracy. Our approach can be used to explain predictions from a prognostic deep learning model and uncover potentially-novel prognostic features that can be reliably identified by people for future validation studies.
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Gan T, Schaberg KB, He D, Mansour A, Kapoor H, Wang C, Evers BM, Bocklage TJ. Association Between Obesity and Histological Tumor Budding in Patients With Nonmetastatic Colon Cancer. JAMA Netw Open 2021; 4:e213897. [PMID: 33792733 PMCID: PMC8017472 DOI: 10.1001/jamanetworkopen.2021.3897] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
IMPORTANCE Obesity is associated with increased risk of colorectal cancer (CRC) and a more aggressive disease course. Tumor budding (TB) is an important prognostic factor for CRC, but its association with obesity is unknown. OBJECTIVE To evaluate the association of TB with obesity and other prognostic factors in colon cancer. DESIGN, SETTING, AND PARTICIPANTS This cohort study involved a histological review of colon cancer specimens obtained during 7 years (January 2008 to December 2015) at the University of Kentucky Medical Center; data analysis was conducted from February 2020 to January 2021. Specimens came from 200 patients with stage I to III colon cancer; patients with stage 0, stage IV, or incomplete data were excluded. MAIN OUTCOMES AND MEASURES TB was defined as 1 to 4 malignant cells at the invasive edge of the tumor, independently assessed by 2 academic pathologists. The primary outcome was the association of TB with obesity (defined as body mass index [BMI] of 30 or greater). Secondary outcomes include the association of TB with clinical features (ie, age, race, sex, TNM stage, tumor location) and pathological features (ie, poorly differentiated tumor clusters [PDCs], Klintrup-Mäkinen inflammatory score, desmoplasia, infiltrative tumor border, tumor necrosis, and tumor-to-stroma ratio). RESULTS A total of 200 specimens were reviewed. The median (interquartile range) age of patients was 62 (55-72) years, 102 (51.0%) were women, and the mean (SD) BMI was 28.5 (8.4). A total of 57 specimens (28.5%) were from stage I tumors; 74 (37.0%), stage II; and 69 (34.5%), stage III. Of these, 97 (48.5%) had low-grade (<5 buds), 36 (18.0%) had intermediate-grade (5-9 buds), and 67 (33.5%) had high-grade (≥10 buds) TB. Multivariable analysis adjusting for clinical and histological factors demonstrated that higher TB grade was associated with obesity (odds ratio [OR], 4.25; 95% CI, 1.95-9.26), higher PDC grade (grade 2 vs 1: OR, 9.14; 95% CI, 3.49-23.93; grade 3 vs 1: OR, 5.10; 95% CI, 2.30-11.27), increased infiltrative tumor border (OR, 1.03; 95% CI, 1.01-1.04), cecal location (OR, 2.55; 95% CI, 1.09-5.97), and higher stage (eg, stage III vs stage I for high-grade or intermediate-grade vs low-grade TB: OR, 2.91; 95% CI, 1.00-8.49). Additionally, patients with a higher TB grade had worse overall survival (intermediate vs low TB: hazard ratio, 2.20; 95% CI, 1.11-4.35; log-rank P = .02; high vs low TB: hazard ratio, 2.67; 95% CI, 1.45-4.90; log-rank P < .001). CONCLUSIONS AND RELEVANCE In this cohort study, a novel association between high TB grade and obesity was found. The association could reflect a systemic condition (ie, obesity) locally influencing aggressive growth (ie, high TB) in colon cancer.
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Affiliation(s)
- Tong Gan
- Department of Surgery, The University of Kentucky, Lexington
- The Markey Cancer Center, The University of Kentucky, Lexington
| | - Kurt B. Schaberg
- The Markey Cancer Center, The University of Kentucky, Lexington
- Department of Pathology, The University of Kentucky, Lexington
| | - Daheng He
- The Markey Cancer Center, The University of Kentucky, Lexington
| | - Akila Mansour
- Department of Pathology, The University of Kentucky, Lexington
| | - Harit Kapoor
- Department of Radiology, The University of Kentucky, Lexington
| | - Chi Wang
- The Markey Cancer Center, The University of Kentucky, Lexington
- Department of Internal Medicine, The University of Kentucky, Lexington
| | - B. Mark Evers
- Department of Surgery, The University of Kentucky, Lexington
- The Markey Cancer Center, The University of Kentucky, Lexington
| | - Therese J. Bocklage
- The Markey Cancer Center, The University of Kentucky, Lexington
- Department of Pathology, The University of Kentucky, Lexington
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Oliveira RC, Tavares-Silva E, Abrantes AM, Antunes H, Teixeira P, Gomes A, Martins R, Furtado E, Figueiredo A, Costa B, Cipriano MA, Tralhão JG, Botelho MF. De novo colorectal cancer after liver and kidney transplantation–Microenvironment disturbance. TRANSPLANTATION REPORTS 2020. [DOI: 10.1016/j.tpr.2020.100057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
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Predicting liver metastases growth patterns: Current status and future possibilities. Semin Cancer Biol 2020; 71:42-51. [PMID: 32679190 DOI: 10.1016/j.semcancer.2020.07.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Revised: 07/09/2020] [Accepted: 07/10/2020] [Indexed: 12/24/2022]
Abstract
Colorectal cancer is highly incident worldwide and presents a health burden with elevated mortality rate despite prevention, detection, and treatment, mainly due to metastatic liver disease. Histological growth patterns of colorectal cancer liver metastases have emerged as a reproducible prognostic factor, with biological implications and therapeutic windows. Nonetheless, the histological growth patterns of colorectal cancer liver metastases are only known after pathological examination of a liver resection specimen, thus limiting the possibilities of pre-surgical decision. Predicting the histological growth pattern of colorectal cancer liver metastases would provide valuable information for patient-tailored medicine. In this article, we perform a review of the histological growth patterns and their implications, with a focus on the possibilities for their prediction.
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Altered expression of fibroblast activation protein-α (FAP) in colorectal adenoma-carcinoma sequence and in lymph node and liver metastases. Aging (Albany NY) 2020; 12:10337-10358. [PMID: 32428869 PMCID: PMC7346028 DOI: 10.18632/aging.103261] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 04/20/2020] [Indexed: 12/24/2022]
Abstract
Colorectal cancer (CRC) is a major health problem in elderly people because of its high incidence and high mortality rate. Despite early screening programs, more than half of CRC patients are diagnosed at advanced stages. Fibroblast activation protein-α (FAP) expression in cancer-associated fibroblasts (CAFs) has been associated with a higher risk of metastases and poor survival. Here, we have analyzed the immunohistochemical expression of FAP in 41 adenoma-carcinoma sequences. In addition, FAP expression was analyzed individually and in combination with β-catenin (BCAT), CD44 and Cyclin-D1 expression in primary tumors and in their corresponding lymph node and liver metastases (n=294). Finally, soluble FAP (sFAP) levels in plasma from CRC patients (n=127) were also analyzed by ELISA. FAP was expressed only in CRC tissue and its expression level was found to be higher in tumors exhibiting deeper local invasion and poorer cancer cell differentiation. FAP and concomitant nuclear BCAT expression in cancer cells at the infiltrating front of primary tumors and in lymph node metastases was independently associated with 5- and 10-year cancer specific and disease-free survival. Moreover, lower sFAP levels correlated with poorer survival. These findings support the potential importance of FAP as a biomarker of CRC development and progression.
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Godlewski J, Kmiec Z. Colorectal Cancer Invasion and Atrophy of the Enteric Nervous System: Potential Feedback and Impact on Cancer Progression. Int J Mol Sci 2020; 21:E3391. [PMID: 32403316 PMCID: PMC7247003 DOI: 10.3390/ijms21093391] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 05/04/2020] [Accepted: 05/08/2020] [Indexed: 12/15/2022] Open
Abstract
Colorectal cancer (CRC) invasion within the large intestine wall results in the replacement of normal tissue architecture by tumour mass. Cancer cells digest the extracellular matrix (ECM) by the release of proteolytic enzymes. The disintegration of matrix ground substance activates several deposited growth factors which stimulate cell proliferation. Stromal (mainly fibroblasts), immune and cancer cells dominate in this area and become involved in a network of multimodal interactions which significantly induce proliferation of colon cancer cells, inhibit their apoptosis and promote their spreading within the local tumour microenvironment. Cancer invasion destroys nerve fibres and neurons of the local enteric nervous system (ENS) and induces subsequent atrophy of the submucosal and myenteric plexuses in areas adjacent to the cancer boundary. Interestingly, the reduction of plexuses' size is accompanied by the increased number of galanin-immunoreactive neurons and increased galanin content in parts of the colon located close to the tumour. Galanin, a neuroprotective peptide, may inhibit the extrinsic pathway of apoptosis and in this way promote cancer cell survival. The possible role of acetylcholine and some ENS neuropeptides was also discussed. Invasion of cancer cells spreads along nerve fibres with the involvement of locally-released neutrophins which promote, via their specific receptors, cancer cell proliferation and pro-survival signalling pathways. Thus, during CRC development cancer cells and neurons of the ENS release many neurotransmitters/neuropeptides which affect key cellular signalling pathways promoting cancer cell proliferation and pro-survival phenotype. The multiple interactions between ENS neurons, cancer cells and other cell types present in the colon wall increase cancer cell invasiveness and have a negative impact on the course of CRC.
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Affiliation(s)
- Janusz Godlewski
- Department of Human Histology and Embryology, Collegium Medicum, School of Medicine, University of Warmia and Mazury, 10-082 Olsztyn, Poland
| | - Zbigniew Kmiec
- Department of Histology, Medical University of Gdansk, 80-210 Gdansk, Poland;
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Tumor Budding in Colorectal Carcinoma Showing a Paradoxical Mitotic Index (Via PHH3) With Possible Association to the Tumor Stromal Microenvironment. Appl Immunohistochem Mol Morphol 2019; 28:627-634. [PMID: 31567276 DOI: 10.1097/pai.0000000000000805] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Colorectal carcinomas (CC) are one of the most commonly diagnosed malignancies. Tumor budding (the histologic process of dissociation that occurs at the invasive margin of colorectal cancer), has significant prognostic implications, in that higher tumor budding is associated with adverse histopathologic and clinical outcomes. Because of this prognostic significance, more research is needed to further understand the pathologic and immunohistochemical (IHC) associations pertaining to this important prognostic variable. In this study, we will further evaluate selective clinopathologic and IHC variables with possible association to tumor budding. DESIGN A total of 234 cases of CC diagnosed in our health system were retrospectively reviewed and routine hematoxylin and eosin-stained slides of these cases were collected. A representative slide for tumor budding was selected per case and selective IHC staining was performed. Clinicopathologic data were collected for each case and analyzed in relation to tumor budding scores. In exploratory analyses, tumor budding scores per individual investigator and consensus tumor budding scores were compared with selected IHC stains (MLH1, PMS2, and PHH3) as well as numerous clinicopathologic variables. RESULTS We found a paradoxical association between tumor budding and mitosis score using PHH3 immunostaining in univariate and multivariable analysis. Furthermore, patients with intact nuclear expression for MLH1 and/or PMS2 are more likely to have higher tumor budding compared with patients with lost expression. For multivariable analysis, the following covariates were significantly associated with higher tumor budding: the presence of lymphovascular invasion, higher pathologic tumor stage, and finally infiltrating border was more likely to be associated with higher tumor budding compared with cases with a pushing border. Regarding nonmucinous versus mucinous CC, nonmucinous adenocarcinoma (MCA) was more likely to be associated with higher tumor budding compared with MCA. CONCLUSION Numerous clinicopathologic variables were found to be associated with tumor budding including lymphovascular invasion, tumor stage, infiltrating tumor border, non-MCA was more likely to be associated with higher tumor budding compared with MCA, possibly related to MUC-2 and MSI. Furthermore, regarding the paradoxical association between tumor budding and mitosis score using a PHH3 immunostaining (high tumor budding having lower mitosis), this is possibly related to the tumoral stomal microenvironment and cancer associated fibroblasts. An idea for a future study would be to look at the maturity of cancer-associated fibroblasts (immature vs. mature) and the tumoral stroma microenvironment, with regards to markers of tumor aggressiveness such as mitosis. In addition, we found that patients with intact nuclear expression for MLH1 and/or PMS2 were more likely to have higher tumor budding compared with patients with lost expression, possibly related to mismatch repair CC's not being as reliant on tumor budding. Future research will hopefully concede further insight into the variables that affect tumor budding, especially regarding the tumoral microenvironment and variations between different patient populations, inclusive of patients lacking activity of the mismatch repair. Ultimately, this will allow for better prognostic information, and more precise treatment modalities.
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Beitia M, Solano-Iturri JD, Errarte P, Calvete-Candenas J, Loizate A, Etxezarraga MC, Sanz B, Larrinaga G. (Pro)renin Receptor Expression Increases throughout the Colorectal Adenoma-Adenocarcinoma Sequence and It Is Associated with Worse Colorectal Cancer Prognosis. Cancers (Basel) 2019; 11:E881. [PMID: 31238566 PMCID: PMC6627867 DOI: 10.3390/cancers11060881] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 06/11/2019] [Accepted: 06/15/2019] [Indexed: 12/24/2022] Open
Abstract
(Pro)renin receptor (PRR) is a protein that takes part in several signaling pathways such as Renin Angiotensin System and Wnt signalling. Its biological role has recently been related to cancer progression and in this study, we investigated its relevance in colorectal cancer (CRC). To that end, we analysed the immunohistochemical expression of PRR in adenomatous polyps and CRCs from the same patients (n = 42), and in primary tumours and nodal and liver metastases from advanced CRC patients (n = 294). In addition, the soluble fraction of PRR was measured by ELISA in plasma samples from 161 CRC patients. The results showed that PRR expression was gradually augmented along the uninvolved mucosa-adenoma-adenocarcinoma sequence. Besides, the stronger expression of PRR in primary tumours was markedly associated with local tumour extent and the onset of metastases. Moreover, PRR expression in both primary and distant metastases was associated with worse 5- and 10-year survival of CRC patients. Plasmatic PRR levels did not change with respect to controls and were not associated with CRC aggressiveness. These results suggest a key role of PRR in the development and progression of CRC and a potential use of this protein as a new prognostic biomarker and/or therapeutic target for this disease.
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Affiliation(s)
- Maider Beitia
- Department of Physiology, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- Department of Nursing, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- BioCruces Research Institute, Barakaldo, 48903 Bizkaia, Spain.
| | - Jon Danel Solano-Iturri
- BioCruces Research Institute, Barakaldo, 48903 Bizkaia, Spain.
- Department of Pathology, Cruces University Hospital, Bilbao, 48903 Bizkaia, Spain.
| | - Peio Errarte
- Department of Physiology, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- Department of Nursing, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- BioCruces Research Institute, Barakaldo, 48903 Bizkaia, Spain.
| | | | - Alberto Loizate
- Department of Surgery, Basurto University Hospital, University of the Basque Country (UPV/EHU) Bilbao, 48013 Bizkaia, Spain.
| | - Mari Carmen Etxezarraga
- BioCruces Research Institute, Barakaldo, 48903 Bizkaia, Spain.
- Department of Anatomic Pathology, Basurto University Hospital, University of the Basque Country (UPV/EHU), Bilbao, 48013 Bizkaia, Spain.
| | - Begoña Sanz
- Department of Physiology, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- BioCruces Research Institute, Barakaldo, 48903 Bizkaia, Spain.
| | - Gorka Larrinaga
- Department of Physiology, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- Department of Nursing, Medicine and Nursing Faculty, University of the Basque Country (UPV/EHU), Leioa, 48940 Bizkaia, Spain.
- BioCruces Research Institute, Barakaldo, 48903 Bizkaia, Spain.
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32
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Zhang Q, Wang L, Huang D, Xu M, Weng W, Ni S, Tan C, Sheng W. Pathological risk factors for lymph node metastasis in patients with submucosal invasive colorectal carcinoma. Cancer Manag Res 2019; 11:1107-1114. [PMID: 30774439 PMCID: PMC6361223 DOI: 10.2147/cmar.s181740] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Background Risk grade assessment determines therapy in patients with submucosal invasive colorectal carcinoma (CRC). However, treatment decisions are often difficult due to a lack of consensus on which risk factors should be considered. We aimed to identify predictive risk factors for lymph node metastasis (LNM) in a large cohort of submucosal invasive CRC patients from China. Patients and methods Following collection of clinicopathological data and disease-free survival (DFS) rates from 290 patients who underwent radical intestinal resection with regional lymphadenectomy, we immunohistochemically assessed expression of DNA mismatch repair (MMR) proteins and p53. The correlation between clinicopathological parameters, MMR expression, p53 status, and LNM status was determined using chi-squared tests and logistic analysis. Receiver operator characteristic curve analysis was used to compare the predictive values. The DFS curves were plotted using the Kaplan-Meier method. Results LNM was detected in 15.5% of the cases (45/290 patients). Three pathological characteristics, high tumor differentiation grade, lymphovascular invasion (LVI), and tumor budding, were all positively related to LNM in univariate and multivariate analyses (P<0.05). MMR status did not correlate with either LNM or the pathological characteristics (P>0.05). Overexpression of p53 was associated with tumor budding status (P=0.036). With a negative predicative value of 0.92 and area under the curve of 0.76 (95% CI: 0.68-0.85), the combination of these three factors provided optimal predictive ability. Patients with all three risk factors had poorer DFS (P<0.001). Conclusion High tumor grade, LVI, and positive tumor budding serve as useful LNM predictors in submucosal invasive CRC.
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Affiliation(s)
- Qiongyan Zhang
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China, .,Department of Pathology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Lei Wang
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
| | - Dan Huang
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
| | - Midie Xu
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
| | - Weiwei Weng
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
| | - Shujuan Ni
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
| | - Cong Tan
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
| | - Weiqi Sheng
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China, .,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai 200032, China,
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33
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Nazemalhosseini-Mojarad E, Mohammadpour S, Torshizi Esafahani A, Gharib E, Larki P, Moradi A, Amin Porhoseingholi M, Asadzade Aghdaei H, Kuppen PJK, Zali MR. Intratumoral infiltrating lymphocytes correlate with improved survival in colorectal cancer patients: Independent of oncogenetic features. J Cell Physiol 2018; 234:4768-4777. [PMID: 30370522 DOI: 10.1002/jcp.27273] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Accepted: 07/26/2018] [Indexed: 01/27/2023]
Abstract
BACKGROUND The clinical relevance and prognostic value of tumor-infiltrating lymphocytes (TILs) as an interplay between malignant cells and immune function has been known for decades. On contrary, this potential may be different by T lymphocytes subsets endowed with a different function. Colorectal cancer (CRC) is a heterogeneous disease with different suggested prognostic biomarkers. So, this study was conducted to examine the prognostic value of CD8+ TILs on the survival rate of CRC as an independent factor of oncogenetic tumor features. METHODS With respect to this, 281 formalin-fixed, paraffin-embedded tissue samples of Iranian CRC patients were evaluated for clinical features including tumor location, tumor stage, differentiation grade, and mucinous characteristics. Then, using the standard immunohistochemical technique, tumor sections were examined, and CD8+ TILs were counted and identified in two regions of the tumor, including intratumoral (ITCIL TILs) and stromal (S TILs). The prognostic value of CD8+ TILs was determined by comparing with parameters, such as diagnostic age, tumor stage, adjuvant therapy, microsatellite instability (MSI) status, KRAS and BRAF mutations, family history, and survival. RESULTS The presence of intratumoral tumor cell-infiltrating lymphocytes (ITCIL) CD8+ lymphocytes are significantly associated with differentiation (p = 0.004), tumor, node, and metastases (TNM) stage (p = 0.001), and MSI (p = 0.001). Meanwhile, based on the level of stromal infiltrating lymphocytes (SIL) infiltration, analysis of CRC patients was statistically associated with a location (p = 0.002), TNM stage (p < 0.001), metastasis (p < 0.001), and KRAS mutation (p = 0.031). Also, tumors with severe ITCIL CD8+ lymphocytes have a good prognosis compared with tumors with poor or moderate ITCIL CD8+ lymphocytes. CONCLUSIONS These results suggest that intratumor cell-infiltrating CD8- T lymphocytes as an independent prognostic factor that have an antitumor activity as judged by their favorable effect on patients' survival and could potentially be exploited in the treatment of CRC.
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Affiliation(s)
- Ehsan Nazemalhosseini-Mojarad
- Gastrointestinal (GI) cancer Department, Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Somayeh Mohammadpour
- Molecular Medicine Department, Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Live Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Amir Torshizi Esafahani
- Molecular Medicine Department, Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Live Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Ehsan Gharib
- Molecular Medicine Department, Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Live Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Pegah Larki
- Molecular Medicine Department, Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Live Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Afshin Moradi
- Department of Pathology, Shohada Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mohammad Amin Porhoseingholi
- Gastrointestinal (GI) cancer Department, Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Hamid Asadzade Aghdaei
- Molecular Medicine Department, Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Live Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Peter J K Kuppen
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Mohammad Reza Zali
- Gastrointestinal (GI) cancer Department, Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Sirinukunwattana K, Snead D, Epstein D, Aftab Z, Mujeeb I, Tsang YW, Cree I, Rajpoot N. Novel digital signatures of tissue phenotypes for predicting distant metastasis in colorectal cancer. Sci Rep 2018; 8:13692. [PMID: 30209315 PMCID: PMC6135776 DOI: 10.1038/s41598-018-31799-3] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 08/07/2018] [Indexed: 12/18/2022] Open
Abstract
Distant metastasis is the major cause of death in colorectal cancer (CRC). Patients at high risk of developing distant metastasis could benefit from appropriate adjuvant and follow-up treatments if stratified accurately at an early stage of the disease. Studies have increasingly recognized the role of diverse cellular components within the tumor microenvironment in the development and progression of CRC tumors. In this paper, we show that automated analysis of digitized images from locally advanced colorectal cancer tissue slides can provide estimate of risk of distant metastasis on the basis of novel tissue phenotypic signatures of the tumor microenvironment. Specifically, we determine what cell types are found in the vicinity of other cell types, and in what numbers, rather than concentrating exclusively on the cancerous cells. We then extract novel tissue phenotypic signatures using statistical measurements about tissue composition. Such signatures can underpin clinical decisions about the advisability of various types of adjuvant therapy.
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Affiliation(s)
| | - David Snead
- Department of Pathology, University Hospitals Coventry and Warwickshire, Coventry, UK
| | - David Epstein
- Mathematics Institute, University of Warwick, Coventry, UK
| | - Zia Aftab
- Hamad Medical Corporation, Doha, Qatar
| | | | - Yee Wah Tsang
- Department of Pathology, University Hospitals Coventry and Warwickshire, Coventry, UK
| | - Ian Cree
- International Agency for Research on Cancer, Lyon, France
| | - Nasir Rajpoot
- Department of Pathology, University Hospitals Coventry and Warwickshire, Coventry, UK.
- Department of Computer Science, University of Warwick, Coventry, UK.
- The Alan Turing Institute, London, UK.
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35
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Zaravinos A, Bonavida B, Chatzaki E, Baritaki S. RKIP: A Key Regulator in Tumor Metastasis Initiation and Resistance to Apoptosis: Therapeutic Targeting and Impact. Cancers (Basel) 2018; 10:287. [PMID: 30149591 PMCID: PMC6162400 DOI: 10.3390/cancers10090287] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Revised: 08/12/2018] [Accepted: 08/18/2018] [Indexed: 02/07/2023] Open
Abstract
RAF-kinase inhibitor protein (RKIP) is a well-established tumor suppressor that is frequently downregulated in a plethora of solid and hematological malignancies. RKIP exerts antimetastatic and pro-apoptotic properties in cancer cells, via modulation of signaling pathways and gene products involved in tumor survival and spread. Here we review the contribution of RKIP in the regulation of early metastatic steps such as epithelial⁻mesenchymal transition (EMT), migration, and invasion, as well as in tumor sensitivity to conventional therapeutics and immuno-mediated cytotoxicity. We further provide updated justification for targeting RKIP as a strategy to overcome tumor chemo/immuno-resistance and suppress metastasis, through the use of agents able to modulate RKIP expression in cancer cells.
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Affiliation(s)
- Apostolos Zaravinos
- Department of Life Sciences, School of Sciences, European University Cyprus, Nicosia 2404, Cyprus.
- Centre for Risk and Decision Sciences (CERIDES), Nicosia 2404, Cyprus.
| | - Benjamin Bonavida
- Department of Microbiology, Immunology, and Molecular Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
| | - Ekaterini Chatzaki
- Laboratory of Pharmacology, Medical School, Democritus University of Thrace, Alexandroupolis 68100, Greece.
| | - Stavroula Baritaki
- Division of Surgical Oncology, School of Medicine, University of Crete, Heraklion, Crete 71500, Greece.
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36
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Taylor ES, McCall JL, Shen S, Girardin A, Munro FM, Black MA, Ward-Hartstonge KA, Kemp RA. Prognostic roles for IL-2-producing and CD69 + T cell subsets in colorectal cancer patients. Int J Cancer 2018; 143:2008-2016. [PMID: 29752720 DOI: 10.1002/ijc.31598] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2017] [Revised: 03/08/2018] [Accepted: 04/17/2018] [Indexed: 01/30/2023]
Abstract
Tumor infiltrating T cells are a predictor of patient outcome in patients with colorectal cancer (CRC). However, many T cell populations have been associated with both poor and positive patient prognoses, indicating a need to further understand the role of different T cell subsets in CRC. In this study, the T cell infiltrate from the tumor and nontumor bowel (NTB) was examined in 95 CRC patients using flow cytometry and associations with cancer stage and disease recurrence made. Our findings showed that IFN-γ-producing T cells were associated with positive patient outcomes, and CD69+ T cells were associated with disease recurrence. Inflammatory (IL-17) and regulatory T cells were not associated with disease recurrence. Surprisingly, in a second cohort of 32 patients with long-term clinical follow up data, tumor infiltrating IL-2-producing T cells correlated negatively with disease free survival (DFS) and a higher frequency of IL-2-producing T cells was found in the NTB of patients with poorly differentiated tumors. These results point toward the possibility of a negative impact of IL-2 in tumor immune responses, which may influence future immunotherapy treatments in CRC patients.
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Affiliation(s)
- Edward S Taylor
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
| | - John L McCall
- Department of Surgical Sciences, University of Otago, Dunedin, New Zealand
| | - Shirley Shen
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
| | - Adam Girardin
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
| | - Fran M Munro
- Department of Surgical Sciences, University of Otago, Dunedin, New Zealand
| | - Michael A Black
- Department of Biochemistry, University of Otago, Dunedin, New Zealand
| | | | - Roslyn A Kemp
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
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37
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Jemaà M, Abassi Y, Kifagi C, Fezai M, Daams R, Lang F, Massoumi R. Reversine inhibits Colon Carcinoma Cell Migration by Targeting JNK1. Sci Rep 2018; 8:11821. [PMID: 30087398 PMCID: PMC6081478 DOI: 10.1038/s41598-018-30251-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2017] [Accepted: 07/26/2018] [Indexed: 12/13/2022] Open
Abstract
Colorectal cancer is one of the most commonly diagnosed cancers and the third most common cause of cancer-related death. Metastasis is the leading reason for the resultant mortality of these patients. Accordingly, development and characterization of novel anti-cancer drugs limiting colorectal tumor cell dissemination and metastasis are needed. In this study, we found that the small molecule Reversine reduces the migration potential of human colon carcinoma cells in vitro. A coupled kinase assay with bio-informatics approach identified the c-Jun N-terminal kinase (JNK) cascade as the main pathway inhibited by Reversine. Knockdown experiments and pharmacological inhibition identified JNK1 but not JNK2, as a downstream effector target in cancer cell migration. Xenograft experiments confirm the effect of JNK inhibition in the metastatic potential of colon cancer cells. These results highlight the impact of individual JNK isoforms in cancer cell metastasis and propose Reversine as a novel anti-cancer molecule for treatment of colon cancer patients.
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Affiliation(s)
- Mohamed Jemaà
- Department of Laboratory Medicine, Translational Cancer Research, Lund University, Lund, 22381, Sweden. .,Department of Physiology I, Tübingen University, Gmelinstr. 5, D-72076, Tübingen, Germany.
| | - Yasmin Abassi
- Department of Laboratory Medicine, Translational Cancer Research, Lund University, Lund, 22381, Sweden
| | - Chamseddine Kifagi
- Division of Immunology and Vaccinology, Technical University of Denmark, Copenhagen, Denmark
| | - Myriam Fezai
- Department of Physiology I, Tübingen University, Gmelinstr. 5, D-72076, Tübingen, Germany
| | - Renée Daams
- Department of Laboratory Medicine, Translational Cancer Research, Lund University, Lund, 22381, Sweden
| | - Florian Lang
- Department of Physiology I, Tübingen University, Gmelinstr. 5, D-72076, Tübingen, Germany. .,Department of Molecular Medicine II, Medical Faculty, Heinrich Heine University, Duesseldorf, Germany.
| | - Ramin Massoumi
- Department of Laboratory Medicine, Translational Cancer Research, Lund University, Lund, 22381, Sweden.
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Heterogeneous expression of Lgr5 as a risk factor for focal invasion and distant metastasis of colorectal carcinoma. Oncotarget 2018; 9:30025-30033. [PMID: 30046385 PMCID: PMC6059015 DOI: 10.18632/oncotarget.23144] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Accepted: 11/14/2017] [Indexed: 01/07/2023] Open
Abstract
Leucine-rich repeat-containing G-protein-coupled receptor 5 (Lgr5) is a downstream target gene of the Wnt/β-catenin signaling pathway and identified as a marker of cancer stem-like cells of colorectal carcinoma (CRC). Here, the heterogeneous expression pattern of Lgr5 and its clinical significance were studied by the method of immunohistochemistry in 204 CRC tumors at various pTNM stages. Lgr5 expression was found in 82.4% (168/204) cases, significantly more common in neoplastic cells at the infiltrative front (n = 59.5%, 110/185) or at the expanding front (n = 36.4%, 59/162) than at the tumor center (n = 16.7%, 34/204; P < 0.01). Tumor budding (TB) was discovered with significantly higher Lgr5 expression (n = 39.3%, 57/145, P = 0.03) and significantly positively correlated between Lgr5 expression and TB grade (r = 0.19, P = 0.02). Additionally, both positive Lgr5 expression and a high TB grade were significantly correlated to the depth of tumor invasion, lymph node metastasis, pTNM stage, and perineural invasion (P < 0.01). The study results suggest that heterogeneous expression of Lgr5 may be a risk factor for local invasion and distant metastasis of CRC.
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39
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Hao H, Zhou Z, Li S, Maquilan G, Folkert MR, Iyengar P, Westover KD, Albuquerque K, Liu F, Choy H, Timmerman R, Yang L, Wang J. Shell feature: a new radiomics descriptor for predicting distant failure after radiotherapy in non-small cell lung cancer and cervix cancer. Phys Med Biol 2018; 63:095007. [PMID: 29616661 DOI: 10.1088/1361-6560/aabb5e] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Distant failure is the main cause of human cancer-related mortalities. To develop a model for predicting distant failure in non-small cell lung cancer (NSCLC) and cervix cancer (CC) patients, a shell feature, consisting of outer voxels around the tumor boundary, was constructed using pre-treatment positron emission tomography (PET) images from 48 NSCLC patients received stereotactic body radiation therapy and 52 CC patients underwent external beam radiation therapy and concurrent chemotherapy followed with high-dose-rate intracavitary brachytherapy. The hypothesis behind this feature is that non-invasive and invasive tumors may have different morphologic patterns in the tumor periphery, in turn reflecting the differences in radiological presentations in the PET images. The utility of the shell was evaluated by the support vector machine classifier in comparison with intensity, geometry, gray level co-occurrence matrix-based texture, neighborhood gray tone difference matrix-based texture, and a combination of these four features. The results were assessed in terms of accuracy, sensitivity, specificity, and AUC. Collectively, the shell feature showed better predictive performance than all the other features for distant failure prediction in both NSCLC and CC cohorts.
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Affiliation(s)
- Hongxia Hao
- School of Computer Science and Technology, Xidian University, Xi'an 710071, People's Republic of China. Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education, Xidian University, Xi'an 710071, People's Republic of China
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Blockhuys S, Agarwal NR, Hildesjö C, Jarlsfelt I, Wittung-Stafshede P, Sun XF. Second harmonic generation for collagen I characterization in rectal cancer patients with and without preoperative radiotherapy. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-6. [PMID: 29019178 DOI: 10.1117/1.jbo.22.10.106006] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Accepted: 09/12/2017] [Indexed: 06/07/2023]
Abstract
Rectal cancer is treated with preoperative radiotherapy (RT) to downstage the tumor, reduce local recurrence, and improve patient survival. Still, the treatment outcome varies significantly and new biomarkers are desired. Collagen I (Col-I) is a potential biomarker, which can be visualized label-free by second harmonic generation (SHG). Here, we used SHG to identify Col-I changes induced by RT in surgical tissue, with the aim to evaluate the clinical significance of RT-induced Col-I changes. First, we established a procedure for quantitative evaluation of Col-I by SHG in CDX2-stained tissue sections. Next, we evaluated Col-I properties in material from 31 non-RT and 29 RT rectal cancer patients. We discovered that the Col-I intensity and anisotropy were higher in the tumor invasive margin than in the inner tumor and normal mucosa, and RT increased and decreased the intensity in inner tumor and normal mucosa, respectively. Furthermore, higher Col-I intensity in the inner tumor was related to increased distant recurrence in the non-RT group but to longer survival in the RT group. In conclusion, we present a new application of SHG for quantitative analysis of Col-I in surgical material, and the first data suggest Col-I intensity as a putative prognostic biomarker in rectal cancer.
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Affiliation(s)
- Stéphanie Blockhuys
- Linköping University, Department of Oncology, Linköping, Sweden
- Linköping University, Department of Clinical and Experimental Medicine, Linköping, Sweden
- Chalmers University of Technology, Department of Biology and Biological Engineering, Gothenburg, Sweden
| | - Nisha Rani Agarwal
- Chalmers University of Technology, Department of Biology and Biological Engineering, Gothenburg, Sweden
| | - Camilla Hildesjö
- Linköping University, Department of Oncology, Linköping, Sweden
- Linköping University, Department of Clinical and Experimental Medicine, Linköping, Sweden
- University Hospital of Linköping, Department of Clinical Pathology, Linköping, Sweden
| | | | | | - Xiao-Feng Sun
- Linköping University, Department of Oncology, Linköping, Sweden
- Linköping University, Department of Clinical and Experimental Medicine, Linköping, Sweden
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41
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Image analysis-derived metrics of histomorphological complexity predicts prognosis and treatment response in stage II-III colon cancer. Sci Rep 2016; 6:36149. [PMID: 27805003 PMCID: PMC5095346 DOI: 10.1038/srep36149] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Accepted: 10/11/2016] [Indexed: 01/11/2023] Open
Abstract
The complexity of tumor histomorphology reflects underlying tumor biology impacting on natural course and response to treatment. This study presents a method of computer-aided analysis of tissue sections, relying on multifractal (MF) analyses, of cytokeratin-stained tumor sections which quantitatively evaluates of the morphological complexity of the tumor-stroma interface. This approach was applied to colon cancer collection, from an adjuvant treatment randomized study. Metrics obtained with the method acted as independent markers for natural course of the disease, and for benefit of adjuvant treatment. Comparative analyses demonstrated that MF metrics out-performed standard histomorphological features such as tumor grade, budding and configuration of invasive front. Notably, the MF analyses-derived "αmax" -metric constitutes the first response-predictive biomarker in stage II-III colon cancer showing significant interactions with treatment in analyses using a randomized trial-derived study population. Based on these results the method appears as an attractive and easy-to-implement tool for biomarker identification.
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42
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Väyrynen SA, Väyrynen JP, Klintrup K, Mäkelä J, Karttunen TJ, Tuomisto A, Mäkinen MJ. Clinical impact and network of determinants of tumour necrosis in colorectal cancer. Br J Cancer 2016; 114:1334-42. [PMID: 27195424 PMCID: PMC4984458 DOI: 10.1038/bjc.2016.128] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Revised: 04/06/2016] [Accepted: 04/20/2016] [Indexed: 02/08/2023] Open
Abstract
Background: The disease outcome in colorectal cancer (CRC) can vary in a wide range within the same tumour stage. The aim of this study was to clarify the prognostic value and the determinants of tumour necrosis in CRC. Methods: The areal proportion (%) of tumour tissue showing coagulative necrosis was evaluated in a cohort of 147 CRC patients and correlated with basic clinicopathological characteristics, microvascular density (MVD), cell proliferation rate, KRAS and BRAF mutations, and survival. To validate the prognostic significance of tumour necrosis, an independent cohort of 418 CRC patients was analysed. Results: Tumour necrosis positively correlated with tumour stage (P=8.5E−4)—especially with T class (4.0E−6)—and inversely correlated with serrated histology (P=0.014), but did not significantly associate with cell proliferation rate, MVD, and KRAS or BRAF mutation. Abundant (10% or more) tumour necrosis associated with worse disease-free survival independent of stage and other biological or clinicopathological characteristics in both cohorts, and the adverse effect was directly related to its extent. High CD105 MVD was also a stage independent marker for worse disease-free survival. Conclusions: Tumour necrosis percentage is a relevant histomorphological prognostic indicator in CRC. More studies are needed to disclose the mechanisms of tumour necrosis.
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Affiliation(s)
- Sara A Väyrynen
- Department of Pathology, Cancer and Translational Medicine Research Unit, University of Oulu, POB 5000, Oulu 90014, Finland.,Department of Pathology, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland
| | - Juha P Väyrynen
- Department of Pathology, Cancer and Translational Medicine Research Unit, University of Oulu, POB 5000, Oulu 90014, Finland.,Department of Pathology, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland
| | - Kai Klintrup
- Department of Surgery, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland.,Department of Surgery, Research Unit of Surgery, Anesthesia and Intensive Care, University of Oulu, POB 5000, Oulu 90014, Finland
| | - Jyrki Mäkelä
- Department of Surgery, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland.,Department of Surgery, Research Unit of Surgery, Anesthesia and Intensive Care, University of Oulu, POB 5000, Oulu 90014, Finland
| | - Tuomo J Karttunen
- Department of Pathology, Cancer and Translational Medicine Research Unit, University of Oulu, POB 5000, Oulu 90014, Finland.,Department of Pathology, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland
| | - Anne Tuomisto
- Department of Pathology, Cancer and Translational Medicine Research Unit, University of Oulu, POB 5000, Oulu 90014, Finland.,Department of Pathology, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland
| | - Markus J Mäkinen
- Department of Pathology, Cancer and Translational Medicine Research Unit, University of Oulu, POB 5000, Oulu 90014, Finland.,Department of Pathology, Oulu University Hospital and Medical Research Center Oulu, POB 21, Oulu 90029, Finland
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43
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Zhang J, Yan B, Späth SS, Qun H, Cornelius S, Guan D, Shao J, Hagiwara K, Van Waes C, Chen Z, Su X, Bi Y. Integrated transcriptional profiling and genomic analyses reveal RPN2 and HMGB1 as promising biomarkers in colorectal cancer. Cell Biosci 2015; 5:53. [PMID: 26388988 PMCID: PMC4574027 DOI: 10.1186/s13578-015-0043-9] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Accepted: 08/16/2015] [Indexed: 02/07/2023] Open
Abstract
Colorectal cancer (CRC) is a heterogeneous disease that is associated with a gradual accumulation of genetic and epigenetic alterations. Among all CRC stages, stage II tumors are highly heterogeneous with a high relapse rate in about 20–25 % of stage II CRC patients following surgery. Thus, a comprehensive analysis of gene signatures to identify aggressive and metastatic phenotypes in stage II CRC is desired for a more accurate disease classification and outcome prediction. By utilizing a Cancer Array, containing 440 oncogenes and tumor suppressors to profile mRNA expression, we identified a larger number of differentially expressed genes in poorly differentiated stage II colorectal adenocarcinoma tissues, compared to their matched normal tissues. Ontology and Ingenuity Pathway Analysis (IPA) indicated that these genes are involved in functional mechanisms associated with several transcription factors. Genomic alterations of these genes were also investigated through The Cancer Genome Atlas (TCGA) database, utilizing 195 published CRC specimens. The percentage of genomic alterations in these genes was ranked based on their mRNA expression, copy number variations and mutations. This data was further combined with published microarray studies from a large set of CRC tumors classified based on prognostic features. This led to the identification of eight candidate genes including RPN2, HMGB1, AARS, IGFBP3, STAT1, HYOU1, NQO1 and PEA15 that were associated with the progressive phenotype. In particular, RPN2 and HMGB1 displayed a higher genomic alteration frequency in CRC, compared to eight other major solid cancers. Immunohistochemistry was performed on additional 78 stage I–IV CRC samples, where RPN2 protein immunostaining exhibited a significant association with stage III/IV tumors, distant metastasis, and poor differentiation, indicating that RPN2 expression is associated with poor prognosis. Further, our study revealed significant transcriptional regulatory mechanisms, networks and gene signatures, underlying CRC malignant progression and phenotype warranting future clinical investigations.
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Affiliation(s)
- Jialing Zhang
- School of Public Health, Wuhan University, Wuhan, China ; Clinical Medicine Research Center, The Affiliated Hospital, Inner Mongolia Medical University, Hohhot, China ; Tumor Biology Section, Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, USA
| | - Bin Yan
- Laboratory for Food Safety and Environmental Technology, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Stephan Stanislaw Späth
- Pediatric Endocrinology Unit, Department of Women's and Children's Health, Karolinska Institute and University Hospital, Stockholm, Sweden
| | - Hu Qun
- Department of Oncology, The Affiliated Hospital, Inner Mongolia Medical University, Hohhot, China
| | - Shaleeka Cornelius
- Tumor Biology Section, Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, USA
| | - Daogang Guan
- Department of Biology, Hong Kong Baptist University, Hong Kong, China
| | - Jiaofang Shao
- Department of Bioinformatics, School of Basic Medical Sciences, Nanjing Medical University, Nanjing, China
| | - Koichi Hagiwara
- Department of Respiratory Medicine, Saitama Medical Center, Jichi Medical University, Saitama, Japan
| | - Carter Van Waes
- Tumor Biology Section, Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, USA
| | - Zhong Chen
- Tumor Biology Section, Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, USA
| | - Xiulan Su
- Clinical Medicine Research Center, The Affiliated Hospital, Inner Mongolia Medical University, Hohhot, China
| | - Yongyi Bi
- School of Public Health, Wuhan University, Wuhan, China
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44
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Tumor budding in colorectal cancer--ready for diagnostic practice? Hum Pathol 2015; 47:4-19. [PMID: 26476568 DOI: 10.1016/j.humpath.2015.08.007] [Citation(s) in RCA: 157] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Revised: 07/30/2015] [Accepted: 08/13/2015] [Indexed: 02/06/2023]
Abstract
Tumor budding is an important additional prognostic factor for patients with colorectal cancer (CRC). Defined as the presence of single tumor cells or small clusters of up to 5 cells in the tumor stroma, tumor budding has been likened to an epithelial-mesenchymal transition. Based on well-designed retrospective studies, tumor budding is linked to adverse outcome of CRC patients in 3 clinical scenarios: (1) in malignant polyps, detection of tumor buds is a risk factor for lymph node metastasis indicating the need for colorectal surgery; (2) tumor budding in stage II CRC is a highly adverse prognostic indicator and may aid patient selection for adjuvant therapy; (3) in the preoperative setting, presence of tumor budding in biopsy material may help to identify high-risk rectal cancer patients for neoadjuvant therapy. However, lack of consensus guidelines for standardized assessment still limits reporting in daily diagnostic practice. This article provides a practical and comprehensive overview on tumor budding aimed at the practicing pathologist. First, we review the prognostic value of tumor budding for the management of colon and rectal cancer patients. Second, we outline a practical, evidence-based proposal for the assessment of tumor budding in the daily sign-out. Last, we summarize the current knowledge of the molecular characteristics of high-grade budding tumors in the context of personalized treatment approaches and biomarker discovery.
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45
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Karamitopoulou E, Zlobec I, Koelzer VH, Langer R, Dawson H, Lugli A. Tumour border configuration in colorectal cancer: proposal for an alternative scoring system based on the percentage of infiltrating margin. Histopathology 2015; 67:464-73. [PMID: 25648412 DOI: 10.1111/his.12665] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2014] [Accepted: 01/31/2015] [Indexed: 01/08/2023]
Abstract
AIMS Information on tumour border configuration (TBC) in colorectal cancer (CRC) is currently not included in most pathology reports, owing to lack of reproducibility and/or established evaluation systems. The aim of this study was to investigate whether an alternative scoring system based on the percentage of the infiltrating component may represent a reliable method for assessing TBC. METHODS AND RESULTS Two hundred and fifteen CRCs with complete clinicopathological data were evaluated by two independent observers, both 'traditionally' by assigning the tumours into pushing/infiltrating/mixed categories, and alternatively by scoring the percentage of infiltrating margin. With the pushing/infiltrating/mixed pattern method, interobserver agreement (IOA) was moderate (κ = 0.58), whereas with the percentage of infiltrating margins method, IOA was excellent (intraclass correlation coefficient of 0.86). A higher percentage of infiltrating margin correlated with adverse features such as higher grade (P = 0.0025), higher pT (P = 0.0007), pN (P = 0.0001) and pM classification (P = 0.0063), high-grade tumour budding (P < 0.0001), lymphatic invasion (P < 0.0001), vascular invasion (P = 0.0032), and shorter survival (P = 0.0008), and was significantly associated with an increased probability of lymph node metastasis (P < 0.001). CONCLUSIONS Information on TBC gives additional prognostic value to pathology reports on CRC. The novel proposed scoring system, by using the percentage of infiltrating margin, outperforms the 'traditional' way of reporting TBC. Additionally, it is reproducible and simple to apply, and can therefore be easily integrated into daily diagnostic practice.
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Affiliation(s)
- Eva Karamitopoulou
- Institute of Pathology, Clinical Pathology Division, University of Bern, Bern, Switzerland.,Translational Research Unit, University of Bern, Bern, Switzerland
| | - Inti Zlobec
- Translational Research Unit, University of Bern, Bern, Switzerland
| | - Viktor Hendrik Koelzer
- Institute of Pathology, Clinical Pathology Division, University of Bern, Bern, Switzerland.,Translational Research Unit, University of Bern, Bern, Switzerland
| | - Rupert Langer
- Institute of Pathology, Clinical Pathology Division, University of Bern, Bern, Switzerland.,Translational Research Unit, University of Bern, Bern, Switzerland
| | - Heather Dawson
- Institute of Pathology, Clinical Pathology Division, University of Bern, Bern, Switzerland.,Translational Research Unit, University of Bern, Bern, Switzerland
| | - Alessandro Lugli
- Institute of Pathology, Clinical Pathology Division, University of Bern, Bern, Switzerland.,Translational Research Unit, University of Bern, Bern, Switzerland
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46
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Koelzer VH, Zlobec I, Lugli A. Tumor budding in the clinical management of colon and rectal cancer. COLORECTAL CANCER 2014. [DOI: 10.2217/crc.14.21] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
SUMMARY Morphological features of the tumor microenvironment are emerging as powerful prognostic indicators for colorectal cancer (CRC). The presence of peritumoral budding (PTB), defined as the presence of single tumor cells or small clusters of up to five cells in the tumor stroma ahead of the invasive front, is a hallmark of aggressive disease biology. Presence of PTB strongly correlates with adverse clinicopathological features and is recognized as an additional adverse prognostic factor by the Union for International Cancer Control. Recent studies have also characterized intratumoral budding (ITB) in biopsy material as a prognostic indicator in the preoperative setting. This paper provides a comprehensive overview on the role of PTB and ITB in the clinical management of colon and rectal cancer.
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Affiliation(s)
- Viktor H Koelzer
- Clinical Pathology Division, Institute of Pathology, University of Bern, Murtenstrasse 31, CH-3010 Bern, Switzerland
- Translational Research Unit, Institute of Pathology, University of Bern, Murtenstrasse 31, CH-3010 Bern, Switzerland
| | - Inti Zlobec
- Translational Research Unit, Institute of Pathology, University of Bern, Murtenstrasse 31, CH-3010 Bern, Switzerland
| | - Alessandro Lugli
- Clinical Pathology Division, Institute of Pathology, University of Bern, Murtenstrasse 31, CH-3010 Bern, Switzerland
- Translational Research Unit, Institute of Pathology, University of Bern, Murtenstrasse 31, CH-3010 Bern, Switzerland
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47
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Song B, Kim B, Choi SH, Song KY, Chung YG, Lee YS, Park G. Mesenchymal stromal cells promote tumor progression in fibrosarcoma and gastric cancer cells. KOREAN JOURNAL OF PATHOLOGY 2014; 48:217-24. [PMID: 25013420 PMCID: PMC4087135 DOI: 10.4132/koreanjpathol.2014.48.3.217] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2014] [Revised: 05/29/2014] [Accepted: 05/30/2014] [Indexed: 01/10/2023]
Abstract
Background Extensive evidence has accumulated regarding the role of mesenchymal stromal cells (MSCs) in tumor progression, but the exact effects and mechanisms underlying this role remain unclear. We investigated the effects of MSC-associated tumor progression in MSC-sarcoma models and a gastric cancer metastatic model. Methods We conducted an in vitro growth kinetics assay and an in vivo tumor progression assay for sarcoma cells and gastric cancer cells in the presence or absence of MSCs. Results MSC-cocultured human fibrosarcoma cells (HT1080) showed accelerated growth compared with HT1080 alone (79- vs 37-fold change, p<.050). For HT1080, human MSC-coinjected tumors showed significantly greater and highly infiltrative growth compared to those of HT1080 alone (p=.035). For mouse fibrosarcoma cells (WEHI164), mouse MSC-coinjected tumors had greater volume than those of WEHI164 alone (p=.141). For rat sarcoma cells (RR1022), rat MSC-coinjected tumors exhibited greater volume and infiltrative growth than those of RR1022 alone (p=.050). For human gastric cancer cells (5FU), tumors of 5FU alone were compact, nodular in shape, and expansile with good demarcation and no definite lung metastatic nodules, whereas tumors grown in the presence of human MSCs showed highly desmoplastic and infiltrative growth and multiple lung metastasis. Conclusions We observed morphological evidence for MSC-associated tumor progression of fibrosarcomas and gastric cancer cells.
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Affiliation(s)
- Byunghoo Song
- Department of Pathology, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea. ; Cancer Research Institute, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Bokyung Kim
- Department of Pathology, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea. ; Cancer Research Institute, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Se-Ha Choi
- Cancer Research Institute, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Kyo Young Song
- Department of Surgery, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Yang-Guk Chung
- Department of Orthopedic Surgery, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Youn-Soo Lee
- Department of Pathology, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
| | - Gyeongsin Park
- Department of Pathology, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea. ; Cancer Research Institute, Seoul St. Mary's Hospital, The Catholic University of Korea College of Medicine, Seoul, Korea
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