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Pai RK, Eslinger C, Lee K, Farchoukh LF, Walden D, Emiloju O, Storandt M, Hagen CE, Pfeiffer A, Sonbol MB, Ahn D, Bekaii-Saab T, Ness A, Hubbard J, Wu C, Westerling-Bui T, Bao R, Ou FS, Pai RK. Quantitative analysis of rectal cancer biopsies with the digital pathology segmentation algorithm QuantCRC associates with therapy response and recurrence. J Transl Med 2025:104187. [PMID: 40311875 DOI: 10.1016/j.labinv.2025.104187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Revised: 04/21/2025] [Accepted: 04/23/2025] [Indexed: 05/03/2025] Open
Abstract
We examined whether QuantCRC, a digital pathology segmentation algorithm, on pre-therapy rectal cancer biopsies is associated with pathologic complete response (pCR) to neoadjuvant therapy, recurrence-free survival (RFS), and transcriptomic spatial profiling. QuantCRC was evaluated in an observational cohort of 288 pre-therapy biopsies and a separate validation cohort of 37 pre-therapy biopsies of rectal adenocarcinoma from patients undergoing neoadjuvant therapy. Associations between QuantCRC features and clinical outcomes, pCR, and RFS were analyzed using multivariable logistic regression and Cox proportional hazards modeling, respectively. QuantCRC variables were also correlated with transcriptomic digital spatial profiling of 37 pre-treatment biopsies of cT3N+ rectal cancer. QuantCRC-derived lymphocytes per mm2 of tumor epithelium (TILs) was significantly associated with pCR (multivariate OR 1.05, 95% CI 1.02-1.10, P=0.038). QuantCRC-derived TILs were significantly higher in pre-therapy biopsies with pCR (91.3 vs. 55.9 lymphocytes per mm2, P=0.004). The validation cohort confirmed that only QuantCRC-derived TILs in pre-therapy biopsies of rectal cancer were significantly associated with complete response to neoadjuvant therapy. QuantCRC %high tumor grade was independently associated with worse RFS (multivariate HR 1.27, 95% CI 1.09-1.47, P=0.002). Patients with ≥10.1% high tumor grade identified by QuantCRC had significantly reduced RFS (5-year RFS 69% vs 83%, log-rank p=0.007). Transcriptomic profiling identified high IL-6/JAK/STAT3 signaling within immune cells to be associated with worse RFS (adjusted P=0.01). Tumors with low IL-6/JAK/STAT3 expression within immune cells had significantly higher TILs compared to tumors with high expression (median 152 vs. 97 TILs per mm2, P=0.039). Biopsy-adapted QuantCRC in pre-therapy rectal cancer may be helpful in identifying patients who achieve pCR and are at risk for recurrence.
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Affiliation(s)
- Reetesh K Pai
- Department of Pathology, University of Pittsburgh and University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA.
| | | | - Kenneth Lee
- Department of Surgery, Division of Surgical Oncology, University of Pittsburgh and University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Lama Farhat Farchoukh
- Department of Pathology, University of Pittsburgh and University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | | | | | | | - Catherine E Hagen
- Department of Pathology and Laboratory Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Ashlyn Pfeiffer
- Department of Pathology and Laboratory Medicine, Mayo Clinic, Phoenix, AZ, USA
| | | | - Daniel Ahn
- Mayo Clinic Cancer Center, Phoenix, Arizona, USA
| | | | - Andrew Ness
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Christina Wu
- Mayo Clinic Cancer Center, Phoenix, Arizona, USA
| | | | - Riyue Bao
- University of Pittsburgh Medical Center, Hillman Cancer Center, Pittsburgh, PA; Department of Internal Medicine, University of Pittsburgh, Pittsburgh, PA
| | - Fang-Shu Ou
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, Minnesota, USA
| | - Rish K Pai
- Department of Pathology and Laboratory Medicine, Mayo Clinic, Phoenix, AZ, USA
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Rafiee A, Nasri P, Moradi A, Karimian P. Tumor budding as an indicator of prognosis in locally advanced rectal cancer after neoadjuvant chemoradiotherapy: a systematic review and meta-analysis. Front Oncol 2025; 15:1429319. [PMID: 40270611 PMCID: PMC12014445 DOI: 10.3389/fonc.2025.1429319] [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: 05/07/2024] [Accepted: 02/24/2025] [Indexed: 04/25/2025] Open
Abstract
Introduction Tumor budding (TB) is recognized as a complementary prognostic factor for colorectal cancer. However, data on its impact on the survival of patients undergoing neoadjuvant chemoradiotherapy (nCRT) remain limited. This study aims to investigate the role of TB in disease-free survival (DFS) and overall survival (OS) among patients with locally advanced rectal cancer receiving nCRT. Methods In this systematic review and meta-analysis, an exhaustive search of the PubMed, Scopus, Web of Science (WOS), Embase, and Cochrane databases was conducted, ultimately leading to the extraction of eight studies in the qualitative assessment and meta-analysis. Results All the included studies were of high quality. The total sample size comprised 1,941 individuals. Although eight studies were included, nine datasets were extracted, as some studies reported multiple outcome measurements. TB positivity was statistically associated with decreased overall survival of 3.24 (95% confidence interval [CI]: 1.71-6.16) and disease-free survival of 2.54 (95% CI: 1.56-4.15) in patients with locally advanced rectal cancer undergoing nCRT. Discussion Based on the findings of this study, TB negativity was statistically and directly associated with better OS and DFS in patients with locally advanced rectal cancer undergoing nCRT.
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Affiliation(s)
- Azita Rafiee
- Department of Pathology, Iranian Medical and Pathology Laboratory, Zahedan, Iran
| | - Parto Nasri
- Department of Pathology, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Afshin Moradi
- Cancer Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Paridokht Karimian
- Department of Pathology, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
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Xie P, Huang Q, Zheng L, Li J, Fu S, Zhu P, Pan X, Shi L, Zhao Y, Meng X. Sub-region based histogram analysis of amide proton transfer-weighted MRI for predicting tumor budding grade in rectal adenocarcinoma: a prospective study. Eur Radiol 2025; 35:1382-1393. [PMID: 39500798 DOI: 10.1007/s00330-024-11172-x] [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: 04/04/2024] [Revised: 09/25/2024] [Accepted: 10/22/2024] [Indexed: 02/20/2025]
Abstract
OBJECTIVE To explore the sub-regional histogram features of amide proton transfer-weighted (APTw) MRI, compared with those of diffusion-weighted imaging (DWI), in predicting the tumor budding (TB) grade of rectal cancer (RC). MATERIALS AND METHODS This study prospectively enrolled 74 patients with pathologically confirmed RC, who underwent APTw MRI before surgery from July 2022 to March 2023. Hematoxylin-eosin staining was used for TB scoring. K-means clustering (K = 4-6) was applied to obtain multiple sub-regions (n = 3-5), and corresponding histogram features (including mean, standard deviation, minimum, maximum, and 10th, 25th, 50th, 75th, and 90th quantile) of APT and apparent diffusion coefficient (ADC) maps were extracted and filtered using stepwise regression. RESULTS When K = 5, the K-means clustering is four sub-regions, showing the best prediction for TB grade compared to K = 4 or 6. When K = 5, there were significantly higher histogram features of the APT map in sub-regions 3 and 4 in the high TB grade group compared to the low-intermediate TB grade group. Receiver operating characteristic (ROC) curve and internal validation suggested that the predictive efficiency of the model was highest when K = 5, with AUC, sensitivity, specificity, accuracy, and kappa values of 0.92, 93%, 71%, 87%, and 0.65, respectively. There were no significant differences in the histogram features of each sub-region in the ADC map (p > 0.05). CONCLUSION The sub-regional histogram features of APTw images can help to distinguish the heterogeneous regions of RC, which can be used to predict the TB grade of RC. KEY POINTS Question Can the sub-regional histogram features of APTw MRI predict the tumor budding (TB) grade of rectal cancer (RC)? Findings Differences exist in histogram features of APT map subregions between high and low-intermediate TB grade groups; subregions of the APT map have different predictive abilities. Clinical relevance APT-weighted imaging might outperform DWI in predicting TB grade in RC.
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Affiliation(s)
- Peiyi Xie
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Qitong Huang
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Litao Zheng
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Jiao Li
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Shuai Fu
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Pan Zhu
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Ximin Pan
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
| | - Lishuo Shi
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China
- Clinical Research Center, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
| | - Yandong Zhao
- Department of Pathology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China
| | - Xiaochun Meng
- Department of Radiology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, People's Republic of China.
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University Guangzhou, Guangzhou, People's Republic of China.
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Klein J, Tran WT, Viswanathan S, Salgado R, Poortmans P, Machiels M. Tumour-infiltrating Lymphocytes and Radiation Therapy in Rectal Cancer: Systematic Review and Meta-analysis. Clin Oncol (R Coll Radiol) 2025; 39:103742. [PMID: 39854781 DOI: 10.1016/j.clon.2024.103742] [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: 02/15/2024] [Revised: 12/15/2024] [Accepted: 12/17/2024] [Indexed: 01/26/2025]
Abstract
AIM Tumour-infiltrating lymphocytes (TILs) represent a promising cancer biomarker. Different TILs, including CD8+, CD4+, CD3+, and FOXP3+, have been associated with clinical outcomes. However, data are lacking regarding the value of TILs for patients receiving radiation therapy (RT). We conducted a systemic review and meta-analysis of available data evaluating TILs for patients receiving curative-intent therapy including RT. MATERIALS AND METHODS Eligible studies presented a defined cohort of patients who all received curative-intent therapy, including RT, and also reported the relationship between any TIL score and either tumour response or survival outcomes. After comprehensive search of online databases (PubMed, EMBASE, Cochrane, and Web of Science), 2 authors conducted title, abstract, and whole-text review for quality and risk of bias following Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines. Data from publications that met quality criteria were grouped via (1) TIL analysed, (2) pre- or post-RT TIL assessment, and (3) clinical outcome measured. RESULTS Initial search yielded 669 unique studies. Thirty-one studies met quality criteria, of which 20 studied rectal cancer (RC), 4 oesophageal, 3 pancreas, 2 lung, cervical/uterine 1 each. We conducted systematic review and meta-analysis of the RC publications. All except 2 were single-institutional cohort studies. After meta-analysis, the pre-RT epithelial CD8+ (p = 0.04) and stromal FOXP3+ (p = 0.01) counts were associated with survival without disease, while pre-RT epithelial (p = 0.02) and stromal (p = 0.001) FOXP3+ TILs were associated with overall survival. On post-RT analysis, epithelial (p = .04) and stromal (p = 0.02) CD8+ TILs were associated with survival without disease and epithelial CD8+ TILs were associated with overall survival (p = 0.01).Preoperative CD8+ and FOXP3+ TILs were generally associated with tumour response to RT, but meta-analysis was not conducted due to heterogeneity of response measurement techniques. CONCLUSION TILs represent a useful parameter for tumour response and survival outcomes for patients receiving curative-intent therapy, including RT for RC. Future work should aim to standardise TIL measurement and quantification methods and to develop protocols to clarify clinical application of these findings.
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Affiliation(s)
- J Klein
- Department of Radiation Oncology, State University of New York (SUNY) Downstate Health Sciences University, 450 Clarkson Ave, Brooklyn, NY, USA; Department of Radiation Oncology, Maimonides Medical Center, 6300 8th Ave, Brooklyn, NY, USA.
| | - W T Tran
- Department of Radiation Oncology, University of Toronto, 149 College St#504, Toronto, Ontario, Canada; Sunnybrook Research Institute, 2075 Bayview Ave, Toronto, Ontario, Canada.
| | - S Viswanathan
- Department of Epidemiology and Population Health, Montefiore Einstein Comprehensive Cancer Center, 1300 Morris Park Ave, Block Building Room 315, Bronx, NY, USA.
| | - R Salgado
- Division of Research, Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, Australia; Department of Pathology, GZA-ZNA Hospitals, Antwerp, Belgium.
| | - P Poortmans
- Faculty of Medicine and Health Sciences, University of Antwerp, Prinsstraat 13, 2000, Antwerp, Belgium; Department of Radiation Oncology, Iridium Netwerk, Oosterveldlaan 22, 2610, Antwerp, Belgium.
| | - M Machiels
- Faculty of Medicine and Health Sciences, University of Antwerp, Prinsstraat 13, 2000, Antwerp, Belgium; Department of Radiation Oncology, Iridium Netwerk, Oosterveldlaan 22, 2610, Antwerp, Belgium.
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Öztürk SK, Bokhorst JM, Baumann E, Sheahan K, van de Velde CJH, Marijnen CAM, Hospers GAP, Doukas M, Vieth M, Lugli A, Nagtegaal ID. Exploring Intratumoral Budding in Colorectal Cancer Using Computational Pathology: A Biopsy-Based Evaluation. Mod Pathol 2025; 38:100655. [PMID: 39522647 DOI: 10.1016/j.modpat.2024.100655] [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: 07/26/2024] [Revised: 10/08/2024] [Accepted: 11/04/2024] [Indexed: 11/16/2024]
Abstract
Owing to insufficient evidence, tumor budding (TB) is not currently evaluated in colorectal cancer (CRC) biopsies. This study investigates TB in CRC by establishing the value of intratumoral budding (ITB) in resection specimens and assessing the feasibility and clinical value of TB in biopsies. TB was assessed using an algorithm in all cases. In a test cohort of 555 primarily surgically treated CRC patients, we assessed the prognostic impact of ITB compared with peritumoral budding (PTB). The distribution of ITB in the uppermost 5 mm of resection specimens was analyzed to validate TB counting in biopsies. We further validated the prognostic and predictive impact of TB in biopsies of 285 rectal cancer patients, focusing on overall survival and response to neoadjuvant therapy. High-grade TB, whether intratumoral or peritumoral and in biopsies or resections, was associated with advanced pathological stage, lymphatic invasion, infiltrative tumor border, and poor overall survival in the test cohort. Superficial ITBs (0-3 mm from the lumen) accurately predicted the final TB grade based on PTB in 87% of tumors, with 87% of tumors having at least 1 superficial ITB hotspot. ITB (hazard ratio, 3.5; 95% CI, 1.1-10.8) was an independent predictor of overall survival, unlike PTB. In the validation cohort, TB presence in biopsies significantly reduced the likelihood of achieving a pathological complete response (odds ratio, 0.3; 95% CI, 0.1-0.7; P = .007). ITB is as prognostic as PTB, and evaluating both can improve risk stratification in CRC. TB assessment in biopsies can identify poor prognosis and predict response to neoadjuvant therapy.
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Affiliation(s)
- Sonay Kuş Öztürk
- Department of Pathology, Radboud University Medical Centre, Nijmegen, the Netherlands.
| | - John-Melle Bokhorst
- Department of Pathology, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Elias Baumann
- Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland
| | - Kieran Sheahan
- Department of Pathology, St. Vincent's University Hospital, Dublin, Ireland; School of Medicine and Medical Sciences, University College Dublin, Dublin, Ireland
| | | | - Corrie A M Marijnen
- Department of Radiotherapy, Leiden University Medical Centre, Leiden, the Netherlands; Department of Radiotherapy, Antoni van Leeuwenhoek, Amsterdam, the Netherlands
| | - Geke A P Hospers
- Department of Medical Oncology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Michail Doukas
- Department of Pathology, Erasmus Medical Centre, Rotterdam, the Netherlands
| | - Michael Vieth
- Institute of Pathology, Friedrich-Alexander-University Erlangen-Nuremberg, Klinikum Bayreuth, Bayreuth, Germany
| | - Alessandro Lugli
- Institute of Tissue Medicine and Pathology, University of Bern, Bern, Switzerland
| | - Iris D Nagtegaal
- Department of Pathology, Radboud University Medical Centre, Nijmegen, the Netherlands
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6
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Wu G, Luo R, Xu Q, Yang L, Xia H, Chew V, Koh YX, Chang KTE, Zhou J, Fan J, Gao Q, Shi R, Zhu K. Tumor budding in pre-neoadjuvant biopsy and post-neoadjuvant resection specimens is associated with poor prognosis in intrahepatic cholangiocarcinoma-a cohort study of 147 cases by modified ITBCC criteria. Virchows Arch 2024; 485:913-923. [PMID: 39384623 PMCID: PMC11564401 DOI: 10.1007/s00428-024-03937-y] [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: 07/15/2024] [Revised: 08/30/2024] [Accepted: 09/29/2024] [Indexed: 10/11/2024]
Abstract
Tumor budding (TB) has been associated with poor survival in a variety of cancers including intrahepatic cholangiocarcinoma (iCCA). As tumor histomorphological features are significantly altered after neoadjuvant therapy (NAT), our study aims to assess the prognostic significance of TB in iCCA patients before and after NAT, by the modified International Tumor Budding Consensus Conference (ITBCC) criteria. 147 NAT-treated iCCA cases were included in this study. In biopsy specimens obtained before NAT, the TB-positive subgroup had lower overall survival (OS) in univariate analysis (P = 0.010). In resection specimens obtained after NAT, the TB-positive subgroup had reduced OS (P = 0.002) and recurrence-free survival (RFS) (P = 0.013) in univariate analysis. In multivariate analysis including TNM stage, lymphovascular invasion and perineural invasion, TB-positive in post-NAT resection was also found as an independent prognostic factor for both OS and RFS (OS, HR, 3.005; 95% CI, 1.333-6.775, P = 0.008; RFS, HR, 1.748; 95% CI, 1.085-2.816, P = 0.022). In conclusion, assessing the presence of TB by modified ITBCC criteria provides robust prognostic information in the NAT setting of iCCA patients and can be considered to be included in routine pathological reporting.
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Affiliation(s)
- Gaohua Wu
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032
| | - Rongkui Luo
- Department of Pathology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Qianhui Xu
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032
| | - Liuxiao Yang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032
| | - Hongping Xia
- Zhongda Hospital, School of Medicine & Advanced Institute for Life and Health, Southeast University, Nanjing, China
| | - Valerie Chew
- SingHealth-DukeNUS Academic Medical Centre, Translational Immunology Institute (TII), Singapore, Singapore
| | - Ye Xin Koh
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
| | - Kenneth Tou En Chang
- Department of Pathology and Laboratory Medicine, Kandang Kerbau Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore
| | - Jian Zhou
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032
| | - Jia Fan
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032
| | - Qiang Gao
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032.
| | - Ruoyu Shi
- Department of Pathology and Laboratory Medicine, Kandang Kerbau Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore.
| | - Kai Zhu
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 180 Fenglin Road, Shanghai, P.R. China, 20032.
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Li B, Chen L, Huang Y, Wu M, Fang W, Zou X, Zheng Y, Xiao Q. Are the tumor microenvironment characteristics of pretreatment biopsy specimens of colorectal cancer really effectively predict the efficacy of neoadjuvant therapy: A retrospective multicenter study. Medicine (Baltimore) 2024; 103:e39429. [PMID: 39213237 PMCID: PMC11365683 DOI: 10.1097/md.0000000000039429] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2024] [Revised: 04/20/2024] [Accepted: 08/02/2024] [Indexed: 09/04/2024] Open
Abstract
More and more studies had pointed out that the tumor microenvironment characteristics based on colorectal cancer (CRC) pretreatment biopsy specimens could effectively predict the efficacy of neoadjuvant therapy, but under hematoxylin and eosin (HE) staining, whether the tumor microenvironment characteristics observed by pathologists could predict the efficacy of neoadjuvant therapy remains to be discussed. We collected 106 CRC patients who received neoadjuvant treatment and surgical resection from 3 hospitals. The number of mitosis, inflammation degree, desmoplastic reaction (DR), necrosis, tumor-stroma ratio (TSR) and tumor budding (TB) of CRC pretreatment biopsy specimens were observed under HE staining, and the degree of tumor pathological remission of CRC surgical specimens after neoadjuvant treatment was evaluated. According to the tumor regression grade (TRG), patients were divided into good-responders (TRG 0-1) and non-responders (TRG 2-3). All data were analyzed with SPSS software (version 23.0) to evaluate the correlation between the number of mitosis, inflammation degree, DR, necrosis, TSR and TB in pretreatment biopsy samples and the treatment effect. In univariate analysis, mitosis (P = .442), inflammation degree (P = .951), DR (P = .186), necrosis (P = .306), TSR (P = .672), and TB (P = .327) were not associated with the response to neoadjuvant therapy. However, we found that for colon cancer, rectal cancer was more likely to benefit from neoadjuvant therapy (P = .024). In addition, we further analyzed the impact of mitosis, inflammation degree, DR, necrosis, TSR and TB on neoadjuvant therapy in rectal cancer, and found that there was no predictive effect. By analyzing the characteristics of tumor microenvironment of CRC pretreatment biopsy specimens under HE staining, such as mitosis, inflammation degree, DR, necrosis, TSR and TB, it was impossible to effectively predict the efficacy of neoadjuvant therapy for CRC.
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Affiliation(s)
- Bingbing Li
- Department of Pathology, Ganzhou Hospital of Guangdong Provincial People’s Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Longjiao Chen
- Department of Pathology, Ganzhou Hospital of Guangdong Provincial People’s Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Yichun Huang
- Department of Pathology, Ganzhou People’s Hospital, Ganzhou, China
| | - Meng Wu
- Department of Pathology, The First Affiliated Hospital of Gannan Medical University, Ganzhou, China
| | - Weilan Fang
- Department of Pathology, Ganzhou Hospital of Guangdong Provincial People’s Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Xin Zou
- Department of Pathology, Ganzhou Hospital of Guangdong Provincial People’s Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Yihong Zheng
- Department of Pathology, Ganzhou Hospital of Guangdong Provincial People’s Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Qiuxiang Xiao
- Department of Pathology, The First Affiliated Hospital of Gannan Medical University, Ganzhou, China
- Department of Graduate School, China Medical University, Shenyang, China
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Wang Q, Zhong W, Shen X, Hao Z, Wan M, Yang X, An R, Zhu H, Cai H, Li T, Lv Y, Dong X, Chen G, Liu A, Du J. Tertiary lymphoid structures predict survival and response to neoadjuvant therapy in locally advanced rectal cancer. NPJ Precis Oncol 2024; 8:61. [PMID: 38431733 PMCID: PMC10908779 DOI: 10.1038/s41698-024-00533-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 01/30/2024] [Indexed: 03/05/2024] Open
Abstract
Tertiary lymphoid structure (TLS) contributes to the anti-tumor immune response, and predicts the prognosis of colorectal cancer patients. However, the potential impact of TLS in shaping the immune status of rectal adenocarcinoma, and the intrinsic relationship between TLS and neoadjuvant therapies (neoTx) remain unclear. We performed hematoxylin-eosin staining, immunohistochemical and biomolecular analyses to investigate TLS and tumor-infiltrating lymphocytes (TILs) in 221 neoTx-treated and 242 treatment-naïve locally advanced rectal cancer (LARC) patients. High TLS density was significantly associated with the absence of vascular invasion, a lower neutrophil-to-lymphocyte ratio, increased TLS maturity, a longer recurrence-free survival (RFS) (hazard ratio [HR] 0.2985 95% confidence interval [CI] 0.1894-0.4706, p < 0.0001) and enhanced infiltration of adaptive immune cells. Biomolecular analysis showed that high TLS-score was strongly associated with more infiltration of immune cells and increased activation of immune-related pathways. TLS+ tumors in pre-treatment specimens were associated with a higher proportion of good respond (62.5% vs. 29.8%, p < 0.0002) and pathological complete remission (pCR) (40.0% vs. 11.1%, p < 0.0001), and significantly increased RFS (HR 0.3574 95%CI 0.1489-0.8578 p = 0.0213) compared with TLS- tumors in the neoTx cohort, which was confirmed in GSE119409 and GSE150082. Further studies showed that neoTx significantly reduced TLS density and maturity, and abolished the prognostic value of TLS. Our study illustrates that TLS may have a key role in mediating the T-cell-inflamed tumor microenvironment, which also provides a new direction for neoTx, especially neoadjuvant immunotherapy, in LRAC patients.
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Affiliation(s)
- Qianyu Wang
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
- The Second School of Clinical Medicine, Shanxi Medical University, Taiyuan, 030001, China
| | - Wentao Zhong
- The Second School of Clinical Medicine, Southern Medical University, Guangdong, 510515, China
| | - Xiaofei Shen
- Department of General Surgery, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, 210008, China
| | - Zechen Hao
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, 510030, China
| | - Meng Wan
- Core Facility for Protein Research, Institute of Biophysics, Chinese Academy of Science, Beijing, 100101, China
| | - Xiaopeng Yang
- Core Facility for Protein Research, Institute of Biophysics, Chinese Academy of Science, Beijing, 100101, China
| | - Ran An
- Department of Pathology, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
| | - Hongyan Zhu
- Department of Pathology, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
| | - Huiyun Cai
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
| | - Tao Li
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
| | - Yuan Lv
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
| | - Xing Dong
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China
| | - Gang Chen
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China.
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China.
| | - Aijun Liu
- Department of Pathology, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China.
| | - Junfeng Du
- Medical Department of General Surgery, The 1st Medical Center, Chinese PLA General Hospital, Beijing, 100853, China.
- Department of General Surgery, The 7th Medical Center, Chinese PLA General Hospital, Beijing, 100700, China.
- The Second School of Clinical Medicine, Southern Medical University, Guangdong, 510515, China.
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9
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Shu P, Liu N, Luo X, Tang Y, Chen Z, Li D, Miao D, Duan J, Yan O, Sheng L, Ouyang G, Wang S, Jiang D, Deng X, Wang Z, Li Q, Wang X. An immune-related gene prognostic prediction risk model for neoadjuvant chemoradiotherapy in rectal cancer using artificial intelligence. Front Oncol 2024; 14:1294440. [PMID: 38406803 PMCID: PMC10889124 DOI: 10.3389/fonc.2024.1294440] [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: 11/10/2023] [Accepted: 01/24/2024] [Indexed: 02/27/2024] Open
Abstract
Background This study aimed to establish and validate a prognostic model based on immune-related genes (IRGPM) for predicting disease-free survival (DFS) in patients with locally advanced rectal cancer (LARC) undergoing neoadjuvant chemoradiotherapy, and to elucidate the immune profiles associated with different prognostic outcomes. Methods Transcriptomic and clinical data were sourced from the Gene Expression Omnibus (GEO) database and the West China Hospital database. We focused on genes from the RNA immune-oncology panel. The elastic net approach was employed to pinpoint immune-related genes significantly impacting DFS. We developed the IRGPM for rectal cancer using the random forest technique. Based on the IRGPM, we calculated prognostic risk scores to categorize patients into high-risk and low-risk groups. Comparative analysis of immune characteristics between these groups was conducted. Results In this study, 407 LARC samples were analyzed. The elastic net identified a signature of 20 immune-related genes, forming the basis of the IRGPM. Kaplan-Meier survival analysis revealed a lower 5-year DFS in the high-risk group compared to the low-risk group. The receiver operating characteristic (ROC) curve affirmed the model's robust predictive capability. Validation of the model was performed in the GSE190826 cohort and our institution's cohort. Gene expression differences between high-risk and low-risk groups predominantly related to cytokine-cytokine receptor interactions. Notably, the low-risk group exhibited higher immune scores. Further analysis indicated a greater presence of activated B cells, activated CD8 T cells, central memory CD8 T cells, macrophages, T follicular helper cells, and type 2 helper cells in the low-risk group. Additionally, immune checkpoint analysis revealed elevated PDCD1 expression in the low-risk group. Conclusions The IRGPM, developed through random forest and elastic net methodologies, demonstrates potential in distinguishing DFS among LARC patients receiving standard treatment. Notably, the low-risk group, as defined by the IRGPM, showed enhanced activation of adaptive immune responses within the tumor microenvironment.
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Affiliation(s)
- Pei Shu
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
- Clinical Trial Center, National Medical Products Administration Key Laboratory for Clinical Research and Evaluation of Innovative Drugs, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Ning Liu
- Division of Thoracic Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Xu Luo
- Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, China
- School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China
| | - Yuanling Tang
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Zhebin Chen
- Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, China
- School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China
| | - Dandan Li
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Dong Miao
- Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, China
- School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China
| | - Jiayu Duan
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Ouying Yan
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Leiming Sheng
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Ganlu Ouyang
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Sen Wang
- Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, China
- School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China
| | - Dan Jiang
- Department of Pathology, West China Hospital, Sichuan University, Chengdu, China
- Sichuan University-University of Oxford Huaxi Joint Center for Gastrointestinal Cancer, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xiangbing Deng
- Division of Gastrointestinal Surgery, Department of General Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Ziqiang Wang
- Sichuan University-University of Oxford Huaxi Joint Center for Gastrointestinal Cancer, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Division of Gastrointestinal Surgery, Department of General Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Qingyun Li
- Genecast Biotechnology Co., Ltd., Xishan District, Wuxi, Jiangsu, China
| | - Xin Wang
- Department of Radiation Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Department of Abdominal Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
- Sichuan University-University of Oxford Huaxi Joint Center for Gastrointestinal Cancer, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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10
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Jepsen DNM, Høeg H, Bzorek M, Orhan A, Eriksen JO, Gögenur I, Reiss B, Fiehn AMK. Digitally assessed lymphocyte infiltration in rectal cancer biopsies is associated with pathological response to neoadjuvant therapy. Hum Pathol 2024; 144:61-70. [PMID: 38157991 DOI: 10.1016/j.humpath.2023.12.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 12/19/2023] [Accepted: 12/26/2023] [Indexed: 01/03/2024]
Abstract
A frequently used treatment strategy in locally advanced rectal cancer (RC) is neoadjuvant therapy followed by surgery. Patients treated with neoadjuvant therapy achieve varying pathological response, and currently, predicting the degree of response is challenging. This study examined the association between digitally assessed histopathological features in the diagnostic biopsies and pathological response to neoadjuvant therapy, aiming to find potential predictive biomarkers. 50 patients with RC treated with neoadjuvant chemotherapy and/or radiotherapy followed by surgery were included. Deep learning-based digital algorithms were used to assess the epithelium tumor area percentage (ETP) based on H&E-stained slides, and to quantify the density of CD3+ and CD8+ lymphocytes, as well as the CD8+/CD3+ lymphocyte percentage, based on immunohistochemically stained slides, from the diagnostic tumor biopsies. Pathological response was assessed according to the Mandard method. A good pathological response was defined as tumor regression grade (TRG) 1-2, and a complete pathological response was defined as Mandard TRG 1. Associations between the ETP and lymphocyte densities in the diagnostic biopsies and the pathological response were examined. The density of CD8+ lymphocytes, and the CD8+/CD3+ lymphocyte percentage, were associated with both good and complete response to neoadjuvant therapy, while the density of CD3+ lymphocytes was associated with complete response. The ETP did not correlate with response to neoadjuvant therapy. It is well-known that infiltration of lymphocytes in colorectal cancer is a prognostic biomarker. However, assessment of CD8+ and CD3+ lymphocytes in the diagnostic tumor biopsies of patients with RC may also be useful in predicting response to neoadjuvant therapy.
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Affiliation(s)
- Dea Natalie Munch Jepsen
- Department of Pathology, Zealand University Hospital, Denmark; Center for Surgical Science, Department of Surgery, Zealand University Hospital, Denmark; Department of Clinical Medicine, University of Copenhagen, Denmark.
| | | | - Michael Bzorek
- Department of Pathology, Zealand University Hospital, Denmark.
| | - Adile Orhan
- Center for Surgical Science, Department of Surgery, Zealand University Hospital, Denmark; Department of Clinical Oncology, Zealand University Hospital, Denmark.
| | | | - Ismail Gögenur
- Center for Surgical Science, Department of Surgery, Zealand University Hospital, Denmark; Department of Clinical Medicine, University of Copenhagen, Denmark.
| | | | - Anne-Marie Kanstrup Fiehn
- Department of Pathology, Zealand University Hospital, Denmark; Department of Clinical Medicine, University of Copenhagen, Denmark.
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11
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Li J, Ma Y, Wen L, Zhang G, Huang C, Wang J, Yao X. Prognostic impact of tumor budding in rectal cancer after neoadjuvant therapy: a systematic review and meta-analysis. Syst Rev 2024; 13:22. [PMID: 38191437 PMCID: PMC10775462 DOI: 10.1186/s13643-023-02441-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 12/20/2023] [Indexed: 01/10/2024] Open
Abstract
BACKGROUND Tumor budding (TB) is a negative prognostic factor in colorectal cancer; however, its prognostic impact following neoadjuvant therapy for patients with rectal cancer remains unclear. This study aims to assess the prognostic impact of TB and the correlation between TB and other pathological features in patients with rectal cancer after neoadjuvant therapy. METHODS A comprehensive search of PubMed, Embase, Cochrane, Scopus, CNKI, Wanfang, and ClinicalKey databases was conducted for studies on the prognosis of TB in rectal cancer after neoadjuvant therapy from the inception of the databases to January 2023, and the final literature included was determined using predefined criteria. Quality assessment of the studies included, extraction of general and prognostic information from them, and meta-analyses were carried out progressively. RESULTS A total of 11 studies were included, and the results of the meta-analysis showed that high-grade tumor budding (TB-1) increased the risk of poor 5-year disease-free survival (HR = 1.75, 95% CI 1.38-2.22, P < 0.00001), 5-year overall survival (HR = 1.77, 95% CI 1.21-2.59, P = 0.003), local recurrence (OR = 4.15, 95% CI 1.47-11.75, P = 0.007), and distant metastasis (OR = 5.36, 95% CI 2.51-11.44, P < 0.0001) in patients with rectal cancer after neoadjuvant therapy. TB-1 was significantly associated with poor differentiation and lymphatic, perineural, and venous invasion. CONCLUSION Tumor budding is significantly correlated with unfavorable prognosis and poor pathological characteristics following neoadjuvant therapy for rectal cancer. We anticipate more high-quality, prospective studies in the future to confirm our findings. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42022377564.
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Affiliation(s)
- Jinghui Li
- Gannan Medical University, Ganzhou, China
- Ganzhou Hospital of Guangdong Provincial People's Hospital, Ganzhou Municipal Hospital, Ganzhou, China
- Department of Gastrointestinal Surgery, Department of General Surgery, Guangdong Provincial People's Hospital(Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Yongli Ma
- Ganzhou Hospital of Guangdong Provincial People's Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Liang Wen
- Gannan Medical University, Ganzhou, China
- Ganzhou Hospital of Guangdong Provincial People's Hospital, Ganzhou Municipal Hospital, Ganzhou, China
- Department of Gastrointestinal Surgery, Department of General Surgery, Guangdong Provincial People's Hospital(Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Guosheng Zhang
- Ganzhou Hospital of Guangdong Provincial People's Hospital, Ganzhou Municipal Hospital, Ganzhou, China
| | - Chengzhi Huang
- Department of Gastrointestinal Surgery, Department of General Surgery, Guangdong Provincial People's Hospital(Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Junjiang Wang
- Department of Gastrointestinal Surgery, Department of General Surgery, Guangdong Provincial People's Hospital(Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China.
| | - Xueqing Yao
- Gannan Medical University, Ganzhou, China.
- Ganzhou Hospital of Guangdong Provincial People's Hospital, Ganzhou Municipal Hospital, Ganzhou, China.
- Department of Gastrointestinal Surgery, Department of General Surgery, Guangdong Provincial People's Hospital(Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China.
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12
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Pyo JS, Choi JE, Kim NY, Min KW, Kang DW. Prognostic Implications of Intratumoral Budding in Colorectal Cancer: Detailed Analysis Based on Tumor-Infiltrating Lymphocytes. J Clin Med 2023; 13:134. [PMID: 38202141 PMCID: PMC10779795 DOI: 10.3390/jcm13010134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 12/18/2023] [Accepted: 12/22/2023] [Indexed: 01/12/2024] Open
Abstract
BACKGROUND This study aims to understand the clinical and pathological importance of intratumoral budding (ITB) in colorectal cancer (CRC) and its relationship with tumor-infiltrating lymphocytes (TILs). CRCs can be classified into hot (high immunoscore (IS)) and cold (low IS) tumors. METHODS We investigated the number of ITBs in a hotspot area and categorized them into high-ITB (≥5) and low-ITB (<5) groups. The clinicopathological significance of ITB in human CRCs was evaluated, and a detailed analysis based on tumor-infiltrating lymphocytes (TILs) was also performed. RESULTS High ITB was identified in 59 of 266 CRC cases (22.2%). High ITB significantly correlated with a poorly differentiated tumor, lympho-vascular invasion, perineural invasion, higher pT stage, lymph node metastasis, and higher metastatic lymph node ratio. High ITB was also significantly correlated with a low IS and low CD8-positive lymphocytic infiltrate. The number of ITBs was substantially higher in the low-IS group than in the high-IS group (3.28 ± 3.31 vs. 2.19 ± 2.59; p = 0.005). High ITB significantly correlated with worse overall survival (p = 0.004). In the low-IS group, CRCs with high ITB had a significantly worse prognosis than those with low ITB (p = 0.021). However, there was no significant difference in prognosis between the high- and low-ITB groups in the high-IS group (p = 0.498). CONCLUSIONS Taken together, high ITB was significantly correlated with aggressive tumor behaviors and worse survival in patients with CRCs. In addition, ITB can be useful for the prognostic stratification of CRCs with low IS.
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Affiliation(s)
- Jung-Soo Pyo
- Department of Pathology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, Uijeongbu-si 11759, Republic of Korea; (J.-S.P.); (K.-W.M.)
| | - Ji Eun Choi
- Department of Pathology, Chungnam National University Sejong Hospital, 20 Bodeum 7-ro, Sejong 30099, Republic of Korea;
| | - Nae Yu Kim
- Department of Internal Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, Uijeongbu-si 11759, Republic of Korea;
| | - Kyueng-Whan Min
- Department of Pathology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, Uijeongbu-si 11759, Republic of Korea; (J.-S.P.); (K.-W.M.)
| | - Dong-Wook Kang
- Department of Pathology, Chungnam National University Sejong Hospital, 20 Bodeum 7-ro, Sejong 30099, Republic of Korea;
- Department of Pathology, Chungnam National University School of Medicine, 266 Munhwa Street, Daejeon 35015, Republic of Korea
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13
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Sano S, Akiyoshi T, Yamamoto N, Hiyoshi Y, Mukai T, Yamaguchi T, Nagasaki T, Taketomi A, Fukunaga Y, Kawachi H. Intratumoral Budding and CD8-Positive T-cell Density in Pretreatment Biopsies as a Predictor of Response to Neoadjuvant Chemoradiotherapy in Advanced Rectal Cancer. Clin Colorectal Cancer 2023; 22:411-420.e1. [PMID: 37516615 DOI: 10.1016/j.clcc.2023.07.004] [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: 06/17/2023] [Revised: 07/17/2023] [Accepted: 07/18/2023] [Indexed: 07/31/2023]
Abstract
BACKGROUND Neoadjuvant chemoradiotherapy (CRT) is the standard treatment for advanced rectal cancer. Yet, the response to CRT varies from complete response to zero tumor regression. MATERIALS AND METHODS The impact of intratumoral budding (ITB) and intratumoral CD8+ cell density on response to CRT and survival were evaluated in biopsy samples from 266 patients with advanced rectal cancer who were treated with long-course neoadjuvant CRT. The expression of epithelial-mesenchymal transition (EMT) markers was compared between patients with high and low ITB, using data from 174 patients with RNA sequencing. RESULTS High ITB was observed in 62 patients (23.3%). There was no association between ITB and CD8+ cell density. The multivariable logistic regression analysis showed that high CD8+ cell density (OR, 2.69; 95% CI, 1.45-4.98; P = .002) was associated with good response to CRT, whereas high ITB (OR, 0.33; 95% CI, 0.14-0.80; P = .014) was associated with poor response. Multivariable Cox regression analysis for survival showed that high CD8+ cell density was associated with better recurrence-free survival (HR, 0.41; 95% CI, 0.24-0.72; P = .002) and overall survival (HR, 0.36; 95% CI, 0.17-0.74; P = .005), but significance values for ITB were marginal (P = .104 for recurrence-free survival and P = .163 for overall survival). The expression of EMT-related genes was not significantly different between patients with high and low ITB. CONCLUSION ITB and CD8+ cell density in biopsy samples may serve as useful biomarkers to predict therapy response in patients with rectal cancer treated with neoadjuvant CRT.
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Affiliation(s)
- Shuhei Sano
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Takashi Akiyoshi
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.
| | - Noriko Yamamoto
- Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Yukiharu Hiyoshi
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Toshiki Mukai
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Tomohiro Yamaguchi
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Toshiya Nagasaki
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Akinobu Taketomi
- Department of Gastroenterological Surgery I, Graduate School of Medicine, Hokkaido University, Sapporo, Japan
| | - Yosuke Fukunaga
- Department of Colorectal Surgery, Gastroenterological Center, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Hiroshi Kawachi
- Division of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan
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14
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Stepanyan A, Fassan M, Spolverato G, Castagliuolo I, Scarpa M, Scarpa M. IMMUNOREACT 0: Biopsy-based immune biomarkers as predictors of response to neoadjuvant therapy for rectal cancer-A systematic review and meta-analysis. Cancer Med 2023; 12:17878-17890. [PMID: 37537787 PMCID: PMC10523971 DOI: 10.1002/cam4.6423] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Revised: 07/03/2023] [Accepted: 07/26/2023] [Indexed: 08/05/2023] Open
Abstract
BACKGROUND The main therapy for rectal cancer patients is neoadjuvant therapy (NT) followed by surgery. Immune biomarkers are emerging as potential predictors of the response to NT. We performed a meta-analysis to estimate their predictive significance. METHODS A systematic literature search of PubMed, Ovid MEDLINE and EMBASE databases was performed to identify eligible studies. Studies on patients with rectal cancer undergoing NT in which the predictive significance of at least one of the immunological markers of interest was assessed by immunohistochemistry (IHC) in pretreatment biopsies were included. RESULTS Seventeen studies reporting sufficient data met the inclusion criteria for meta-analysis. High levels of total CD3+, CD4+ and CD8+ tumor infiltrating lymphocytes (TILs), as well as stromal and intraepithelial CD8+ compartments, significantly predicted good pathological response to NT. Moreover, high levels of total (tumoral and immune cell expression) PD-L1 resulted associated to a good pathological response. On the contrary, high levels of intraepithelial CD4+ TILs were correlated with poor pathological response. FoxP3+ TILs, tumoral PD-L1 and CTLA-4 were not correlated to the treatment response. CONCLUSION This meta-analysis indicated that high-density TILs might be predictive biomarkers of pathological response in patients that underwent NT for rectal cancer.
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Affiliation(s)
- Astghik Stepanyan
- UOC Chirurgia Generale 3Azienda Ospedale‐Università PadovaPaduaItaly
| | - Matteo Fassan
- Department of Medicine DIMEDUniversity of PaduaPaduaItaly
- Veneto Institute of Oncology IOV‐IRCCSPaduaItaly
| | - Gaya Spolverato
- UOC Chirurgia Generale 3Azienda Ospedale‐Università PadovaPaduaItaly
| | | | - Melania Scarpa
- Immunology and Molecular Oncology Diagnostics UnitVeneto Institute of Oncology IOV‐IRCCSPaduaItaly
| | - Marco Scarpa
- UOC Chirurgia Generale 3Azienda Ospedale‐Università PadovaPaduaItaly
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15
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Rezapour A, Rydbeck D, Byvald F, Tasselius V, Danielsson G, Angenete E, Yrlid U. A type I interferon footprint in pre-operative biopsies is an independent biomarker that in combination with CD8 + T cell quantification can improve the prediction of response to neoadjuvant treatment of rectal adenocarcinoma. Oncoimmunology 2023; 12:2209473. [PMID: 37180638 PMCID: PMC10173792 DOI: 10.1080/2162402x.2023.2209473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 04/26/2023] [Accepted: 04/27/2023] [Indexed: 05/16/2023] Open
Abstract
Tailored treatment for patients with rectal cancer requires clinically available markers to predict their response to neoadjuvant treatment. The quantity of tumor-infiltrating lymphocytes (TILs) in pre-operative tumor biopsies has been suggested to predict a favorable response, but opposing results exist. A biopsy-adapted Immunoscore (ISB) based on TILs has recently emerged as a promising predictor of tumor regression and prognosis in (colo)rectal cancer. We aimed to refine the ISB for prediction of response using multiplex immunofluorescence (mIF) on pre-operative rectal cancer biopsies. We combined the distribution and density of conventional T cell subsets and γδT cells with a type I Interferon (IFN)-driven response assessed using Myxovirus resistance protein A (MxA) expression. We found that pathological complete response (pCR) following neoadjuvant treatment was associated with type I IFN. Stratification of patients according to the density of CD8+ in the entire tumor tissue and MxA+ cells in tumor stroma, where equal weight was assigned to both parameters, resulted in improved predictive quality compared to the ISB. This novel stratification approach using these two independent parameters in pre-operative biopsies could potentially aid in identifying patients with a good chance of achieving a pCR following neoadjuvant treatment.
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Affiliation(s)
- Azar Rezapour
- Department of Microbiology and Immunology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Daniel Rydbeck
- Department of Surgery, Region Västra Götaland, Sahlgrenska University Hospital/Östra, Gothenburg, Sweden
- Department of Surgery, SSORG - Scandinavian Surgical Outcomes Research Group, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Fabian Byvald
- Department of Microbiology and Immunology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Viktor Tasselius
- Department of Surgery, SSORG - Scandinavian Surgical Outcomes Research Group, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Gustaf Danielsson
- Department of Clinical Pathology and Genetics, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Eva Angenete
- Department of Surgery, Region Västra Götaland, Sahlgrenska University Hospital/Östra, Gothenburg, Sweden
- Department of Surgery, SSORG - Scandinavian Surgical Outcomes Research Group, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Ulf Yrlid
- Department of Microbiology and Immunology, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
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Martin-Leo H, Frederick K, Wojciech S, Klaus-Robert M, Emmanuel D, Sonja S, Sylvia H, Ina K, Jörg A, Liron P, Hendrik S, Patrick W. Imaging bridges pathology and radiology. J Pathol Inform 2023; 14:100298. [PMID: 36851923 PMCID: PMC9958472 DOI: 10.1016/j.jpi.2023.100298] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 01/23/2023] [Accepted: 01/25/2023] [Indexed: 02/01/2023] Open
Abstract
In recent years, medical disciplines have moved closer together and rigid borders have been increasingly dissolved. The synergetic advantage of combining multiple disciplines is particularly important for radiology, nuclear medicine, and pathology to perform integrative diagnostics. In this review, we discuss how medical subdisciplines can be reintegrated in the future using state-of-the-art methods of digitization, data science, and machine learning. Integration of methods is made possible by the digitalization of radiological and nuclear medical images, as well as pathological images. 3D histology can become a valuable tool, not only for integration into radiological images but also for the visualization of cellular interactions, the so-called connectomes. In human pathology, it has recently become possible to image and calculate the movements and contacts of immunostained cells in fresh tissue explants. Recording the movement of a living cell is proving to be informative and makes it possible to study dynamic connectomes in the diagnosis of lymphoid tissue. By applying computational methods including data science and machine learning, new perspectives for analyzing and understanding diseases become possible.
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Affiliation(s)
- Hansmann Martin-Leo
- Frankfurt Institute for Advanced Studies, Frankfurt/Main, Germany
- Institute for Pharmacology and Toxicology, Goethe University, Frankfurt/Main, Germany
| | - Klauschen Frederick
- Charité University Hospital, Berlin, Germany
- German Cancer Consortium (DKTK), Munich partner site, and German Cancer Research Center (DKFZ) Heidelberg, Heidelberg, Germany
- BIFOLD -- Berlin Institute for the Foundations of Learning and Data, Berlin, Germany
- Ludwig-Maximilians-Universität, Munich, Germany
- Aignostics GmbH, Berlin, Germany
| | - Samek Wojciech
- BIFOLD -- Berlin Institute for the Foundations of Learning and Data, Berlin, Germany
- Fraunhofer Heinrich Hertz Institute, Berlin, Germany
- Technical University Berlin, Berlin, Germany
| | - Müller Klaus-Robert
- BIFOLD -- Berlin Institute for the Foundations of Learning and Data, Berlin, Germany
- Aignostics GmbH, Berlin, Germany
- Technical University Berlin, Berlin, Germany
- Korea University, Seoul, South Korea
- Max-Planck-Institut für Informatik, Saarbrücken, Germany
| | - Donnadieu Emmanuel
- Université Paris Cité, CNRS, INSERM, Equipe Labellisée Ligue Contre le Cancer, Institut Cochin, F-75014 Paris, France
| | - Scharf Sonja
- Frankfurt Institute for Advanced Studies, Frankfurt/Main, Germany
- Institute for Pharmacology and Toxicology, Goethe University, Frankfurt/Main, Germany
- Department of Molecular Bioinformatics, Goethe University Frankfurt, Frankfurt/Main, Germany
| | - Hartmann Sylvia
- Dr. Senckenberg Institute of Pathology, Goethe University Frankfurt, Frankfurt/Main, Germany
| | - Koch Ina
- Department of Molecular Bioinformatics, Goethe University Frankfurt, Frankfurt/Main, Germany
| | - Ackermann Jörg
- Department of Molecular Bioinformatics, Goethe University Frankfurt, Frankfurt/Main, Germany
| | - Pantanowitz Liron
- Department of Pathology, University of Michigan, Ann Arbor, Michigan
| | - Schäfer Hendrik
- Institute for Pharmacology and Toxicology, Goethe University, Frankfurt/Main, Germany
- Charité University Hospital, Berlin, Germany
| | - Wurzel Patrick
- Frankfurt Institute for Advanced Studies, Frankfurt/Main, Germany
- Institute for Pharmacology and Toxicology, Goethe University, Frankfurt/Main, Germany
- Department of Molecular Bioinformatics, Goethe University Frankfurt, Frankfurt/Main, Germany
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17
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Shi WK, Liu YX, Qiu XY, Zhou JY, Zhou JL, Lin GL. Construction and validation of a novel Ferroptosis-related gene signature predictive model in rectal Cancer. BMC Genomics 2022; 23:764. [DOI: 10.1186/s12864-022-08996-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 11/07/2022] [Indexed: 11/24/2022] Open
Abstract
Abstract
Background
Rectal cancer (RC) is one of the most common malignant tumors. Ferroptosis is an iron-dependent form of cell death, which plays an important role in various cancers. However, the correlation between ferroptosis-related genes (FRGs) and prognosis in RC remains unclear.
Methods
Gene expression data from The Cancer Genome Atlas Rectum adenocarcinoma (TCGA-READ) and GSE87211 were downloaded. Clustering and functional enrichment were evaluated. A FRGs risk score was established based on the univariate Cox analysis and the Least absolute shrinkage and selection operator (LASSO) analysis. K-M analysis and ROC analysis were conducted to determine prognostic values. qRT-PCR was performed to validate levels of mRNA expression. Multivariate Cox analysis was used to build a prognostic prediction model based on the risk score.
Results
Based on FRGs, RC patients were grouped into two clusters. In the functional enrichment of differentially expressed genes between the two clusters, immune-related pathways dominated. A novel FRGs signature with 14 genes related to the overall survival (OS) of RC was established. qRT-PCR of the 14 genes identified TP63, ISCU, PLIN4, MAP3K5, OXSR, FANCD2 and ATM were overexpressed in RC tissue; HSPB1, MAPK1, ABCC1, PANX1, MAPK9 and ATG7 were underexpressed; TUBE1 had no difference. The high-risk group had a significantly lower OS than the low-risk group (P < 0.001), and ROC curve analysis confirmed the signature’s predictive capacity. Multivariate analysis demonstrated that the risk score and age were independent prognostic factors.
Conclusion
A novel FRGs model can be used to predict the prognosis in RC, as well as to guide individual treatment.
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18
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Kang G, Pyo JS, Kim NY, Kang DW. Clinicopathological Significances and Prognostic Role of Intratumoral Budding in Colorectal Cancers. J Clin Med 2022; 11:jcm11195540. [PMID: 36233405 PMCID: PMC9570640 DOI: 10.3390/jcm11195540] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 09/05/2022] [Accepted: 09/18/2022] [Indexed: 11/19/2022] Open
Abstract
Background: This study aims to evaluate the clinicopathological significance and prognostic implications of intratumoral budding (ITB) in colorectal cancers (CRCs) through a meta-analysis. Methods: We performed the meta-analysis using 13 eligible studies and investigated the rates of CRCs with high ITB. The correlation between ITB and clinicopathological characteristics, including disease-free survival, was evaluated. Results: The estimated rate of CRCs with high ITB was 0.233 (95% confidence interval (CI) 0.177–0.299) in overall CRCs. High ITB was significantly correlated with tumor grade, lymphatic invasion, perineural invasion, pT stage, and lymph node metastasis. In addition, ITBs were more frequently found in medullary and signet-ring cell carcinomas than in conventional adenocarcinomas and mucinous carcinomas. However, the high ITB rate was not correlated with tumor border, tumor-infiltrating lymphocytes, or microsatellite instability. CRCs with a good response after neoadjuvant therapy revealed a lower rate of high ITB than those with a poor response (hazard ratio (HR) 0.114, 95% CI 0.070–0.179 vs. 0.321, 95% CI 0.204–0.467). In addition, CRCs with high ITB had a worse disease-free survival than those with low ITB (HR 1.426, 95% CI 1.092–1.863). Conclusions: The ITB was significantly correlated with aggressive tumor behaviors and a worse prognosis in CRCs. The detection of ITB, as a histological parameter, can be useful for predicting clinicopathologic features and the prognosis of CRC.
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Affiliation(s)
- Guhyun Kang
- Department of Pathology, Daehang Hospital, Seoul 06699, Korea
| | - Jung-Soo Pyo
- Department of Pathology, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, Uijeongbu-si 11759, Korea
| | - Nae Yu Kim
- Department of Internal Medicine, Uijeongbu Eulji Medical Center, Eulji University School of Medicine, Uijeongbu-si 11759, Korea
| | - Dong-Wook Kang
- Department of Pathology, Chungnam National University Sejong Hospital, 20 Bodeum 7-ro, Sejong 30099, Korea
- Department of Pathology, Chungnam National University School of Medicine, 266 Munhwa Street, Daejeon 35015, Korea
- Correspondence: ; Tel.: +82-10-8561-9895
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19
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Yim K, Jang WM, Cho U, Sun DS, Chong Y, Seo KJ. Intratumoral Budding in Pretreatment Biopsies, among Tumor Microenvironmental Components, Can Predict Prognosis and Neoadjuvant Therapy Response in Colorectal Adenocarcinoma. MEDICINA (KAUNAS, LITHUANIA) 2022; 58:926. [PMID: 35888645 PMCID: PMC9324564 DOI: 10.3390/medicina58070926] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 07/07/2022] [Accepted: 07/09/2022] [Indexed: 11/29/2022]
Abstract
Background and Objectives: The prediction of the prognosis and effect of neoadjuvant therapy is vital for patients with advanced or unresectable colorectal carcinoma (CRC). Materials and Methods: We investigated several tumor microenvironment factors, such as intratumoral budding (ITB), desmoplastic reaction (DR), and Klintrup-Mäkinen (KM) inflammation grade, and the tumor-stroma ratio (TSR) in pretreatment biopsy samples (PBSs) collected from patients with advanced or unresectable CRC. A total of 85 patients with 74 rectal carcinomas and 11 colon cancers treated at our hospital were enrolled; 66 patients had curative surgery and 19 patients received palliative treatment. Results: High-grade ITB was associated with recurrence (p = 0.002), death (p = 0.034), and cancer-specific death (p = 0.034). Immature DR was associated with a higher grade of clinical tumor-node-metastasis stage (cTNM) (p = 0.045), cN category (p = 0.045), and cM category (p = 0.046). The KM grade and TSR were not related to any clinicopathological factors. High-grade ITB had a significant relationship with tumor regression in patients who received curative surgery (p = 0.049). Conclusions: High-grade ITB in PBSs is a potential unfavorable prognostic factor for patients with advanced CRC. Immature DR, TSR, and KM grade could not predict prognosis or therapy response in PBSs.
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Affiliation(s)
- Kwangil Yim
- Department of Hospital Pathology, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (K.Y.); (U.C.); (Y.C.)
| | - Won Mo Jang
- Seoul Metropolitan Government—Seoul National University Boramae Medical Center, Department of Public Health and Community Medicine, Seoul 07061, Korea;
| | - Uiju Cho
- Department of Hospital Pathology, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (K.Y.); (U.C.); (Y.C.)
| | - Der Sheng Sun
- Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea;
| | - Yosep Chong
- Department of Hospital Pathology, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (K.Y.); (U.C.); (Y.C.)
| | - Kyung Jin Seo
- Department of Hospital Pathology, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea; (K.Y.); (U.C.); (Y.C.)
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20
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Bell PD, Pai RK. Immune Response in Colorectal Carcinoma: A Review of Its Significance as a Predictive and Prognostic Biomarker. Histopathology 2022; 81:696-714. [PMID: 35758208 DOI: 10.1111/his.14713] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 06/02/2022] [Accepted: 06/06/2022] [Indexed: 11/30/2022]
Abstract
Colorectal carcinoma is a leading cause of cancer-related death worldwide. There is significant prognostic heterogeneity in stage II and III tumours, necessitating the development of new biomarkers to better identify patients at risk of disease progression. Recently, the tumour immune environment, particularly the type and quantity of T lymphocytes, has been shown to be a useful biomarker in predicting prognosis for patients with colorectal carcinoma. In this review, the significance of the immune response in colorectal carcinoma, including its influence on prognosis and response to therapy, will be detailed.
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Affiliation(s)
- Phoenix D Bell
- Department of Pathology, University of Pittsburgh Medical Centre, Pittsburgh, PA, 15213, USA
| | - Reetesh K Pai
- Department of Pathology, University of Pittsburgh Medical Centre, Pittsburgh, PA, 15213, USA
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21
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Rosenbaum MW, Gonzalez RS. Immunohistochemistry as predictive and prognostic markers for gastrointestinal malignancies. Semin Diagn Pathol 2021; 39:48-57. [PMID: 34740486 DOI: 10.1053/j.semdp.2021.10.003] [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: 06/14/2021] [Accepted: 10/28/2021] [Indexed: 11/11/2022]
Abstract
Biomarkers play a key role in the comprehensive pathologic evaluation of gastrointestinal malignancies. These biomarkers can be predictive, indicating whether a tumor is likely to respond to a particular therapy, or prognostic, providing information about the likely course and outcome of a disease. This review article will discuss available immunohistochemical stains for assessing these markers, including staining rationale, scoring criteria, associated systemic therapies, and pictorial examples. PD-L1, HER2, and mismatch repair status can be evaluated via immunohistochemistry for esophageal, gastric, and colorectal carcinomas. Biomarkers currently play a more limited role in evaluation of pancreatic and small bowel malignancies. Immunohistochemistry can also be used to evaluate biomarker status in gastrointestinal stromal tumors, gastrointestinal malignancies with NTRK gene fusions, and undifferentiated carcinomas with switch-sucrose non-fermentable complex abnormalities.
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Affiliation(s)
- Matthew W Rosenbaum
- Department of Pathology, Beth Israel Deaconess Medical Center, United States
| | - Raul S Gonzalez
- Department of Pathology, Beth Israel Deaconess Medical Center, United States.
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22
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Laurinavicius A, Rasmusson A, Plancoulaine B, Shribak M, Levenson R. Machine-Learning-Based Evaluation of Intratumoral Heterogeneity and Tumor-Stroma Interface for Clinical Guidance. THE AMERICAN JOURNAL OF PATHOLOGY 2021; 191:1724-1731. [PMID: 33895120 PMCID: PMC11727842 DOI: 10.1016/j.ajpath.2021.04.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Accepted: 04/15/2021] [Indexed: 12/21/2022]
Abstract
Assessment of intratumoral heterogeneity and tumor-host interaction within the tumor microenvironment is becoming increasingly important for innovative cancer therapy decisions because of the unique information it can generate about the state of the disease. However, its assessment and quantification are limited by ambiguous definitions of the tumor-host interface and by human cognitive capacity in current pathology practice. Advances in machine learning and artificial intelligence have opened the field of digital pathology to novel tissue image analytics and feature extraction for generation of high-capacity computational disease management models. A particular benefit is expected from machine-learning applications that can perform extraction and quantification of subvisual features of both intratumoral heterogeneity and tumor microenvironment aspects. These methods generate information about cancer cell subpopulation heterogeneity, potential tumor-host interactions, and tissue microarchitecture, derived from morphologically resolved content using both explicit and implicit features. Several studies have achieved promising diagnostic, prognostic, and predictive artificial intelligence models that often outperform current clinical and pathology criteria. However, further effort is needed for clinical adoption of such methods through development of standardizable high-capacity workflows and proper validation studies.
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Affiliation(s)
- Arvydas Laurinavicius
- Department of Pathology, Forensic Medicine and Pharmacology, Institute of Biomedical Sciences of the Faculty of Medicine of Vilnius University, Vilnius, Lithuania; National Center of Pathology, Affiliate of Vilnius University Hospital Santaros Klinikos, Vilnius, Lithuania.
| | - Allan Rasmusson
- Department of Pathology, Forensic Medicine and Pharmacology, Institute of Biomedical Sciences of the Faculty of Medicine of Vilnius University, Vilnius, Lithuania; National Center of Pathology, Affiliate of Vilnius University Hospital Santaros Klinikos, Vilnius, Lithuania
| | - Benoit Plancoulaine
- Department of Pathology, Forensic Medicine and Pharmacology, Institute of Biomedical Sciences of the Faculty of Medicine of Vilnius University, Vilnius, Lithuania; ANTICIPE, Inserm (UMR 1086), Cancer Center F. Baclesse, Normandy University, Caen, France
| | - Michael Shribak
- Department of Pathology, Forensic Medicine and Pharmacology, Institute of Biomedical Sciences of the Faculty of Medicine of Vilnius University, Vilnius, Lithuania; Marine Biological Laboratory of University of Chicago, Woods Hole, Massachusetts
| | - Richard Levenson
- Department of Pathology, Forensic Medicine and Pharmacology, Institute of Biomedical Sciences of the Faculty of Medicine of Vilnius University, Vilnius, Lithuania; Department of Pathology and Laboratory Medicine, University of California Davis Health, Sacramento, California
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23
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Jiang W, Li M, Tan J, Feng M, Zheng J, Chen D, Liu Z, Yan B, Wang G, Xu S, Xiao W, Gao Y, Zhuo S, Yan J. A Nomogram Based on a Collagen Feature Support Vector Machine for Predicting the Treatment Response to Neoadjuvant Chemoradiotherapy in Rectal Cancer Patients. Ann Surg Oncol 2021; 28:6408-6421. [PMID: 34148136 DOI: 10.1245/s10434-021-10218-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 04/09/2021] [Indexed: 12/21/2022]
Abstract
BACKGROUND The relationship between collagen features (CFs) in the tumor microenvironment and the treatment response to neoadjuvant chemoradiotherapy (nCRT) is still unknown. This study aimed to develop and validate a perdition model based on the CFs and clinicopathological characteristics to predict the treatment response to nCRT among locally advanced rectal cancer (LARC) patients. METHODS In this multicenter, retrospective analysis, 428 patients were included and randomly divided into a training cohort (299 patients) and validation cohort (129 patients) [7:3 ratio]. A total of 11 CFs were extracted from a multiphoton image of pretreatment biopsy, and a support vector machine (SVM) was then used to construct a CFs-SVM classifier. A prediction model was developed and presented with a nomogram using multivariable analysis. Further validation of the nomogram was performed in the validation cohort. RESULTS The CFs-SVM classifier, which integrated collagen area, straightness, and crosslink density, was significantly associated with treatment response. Predictors contained in the nomogram included the CFs-SVM classifier and clinicopathological characteristics by multivariable analysis. The CFs nomogram demonstrated good discrimination, with area under the receiver operating characteristic curves (AUROCs) of 0.834 in the training cohort and 0.854 in the validation cohort. Decision curve analysis indicated that the CFs nomogram was clinically useful. Moreover, compared with the traditional clinicopathological model, the CFs nomogram showed more powerful discrimination in determining the response to nCRT. CONCLUSIONS The CFs-SVM classifier based on CFs in the tumor microenvironment is associated with treatment response, and the CFs nomogram integrating the CFs-SVM classifier and clinicopathological characteristics is useful for individualized prediction of the treatment response to nCRT among LARC patients.
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Affiliation(s)
- Wei Jiang
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China.,School of Science, Jimei University, Xiamen, Fujian, People's Republic of China
| | - Min Li
- Department of Radiation Oncology, Sun Yat sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, People's Republic of China
| | - Jie Tan
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
| | - Mingyuan Feng
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
| | - Jixiang Zheng
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
| | - Dexin Chen
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
| | - Zhangyuanzhu Liu
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
| | - Botao Yan
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
| | - Guangxing Wang
- Key Laboratory of OptoElectronic Science and Technology for Medicine of Ministry of Education, Fujian Normal University, Fuzhou, Fujian, People's Republic of China
| | - Shuoyu Xu
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China.,Department of Radiology, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, People's Republic of China
| | - Weiwei Xiao
- Department of Radiation Oncology, Sun Yat sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, People's Republic of China
| | - Yuanhong Gao
- Department of Radiation Oncology, Sun Yat sen University Cancer Center; State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, People's Republic of China.
| | - Shuangmu Zhuo
- School of Science, Jimei University, Xiamen, Fujian, People's Republic of China.
| | - Jun Yan
- Department of General Surgery, Guangdong Provincial Key Laboratory of Precision Medicine for Gastrointestinal Tumor, Nanfang Hospital, The First School of Clinical Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China.
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24
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Chen W, Farchoukh L, Seigh L, Hartman DJ, Pai RK. Combined histopathological risk score using TP53 protein expression, CD8 + T cell density and intratumoral budding is an independent predictor of neoadjuvant therapy response in rectal adenocarcinoma. Histopathology 2021; 79:826-835. [PMID: 34121230 DOI: 10.1111/his.14430] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 04/29/2021] [Accepted: 06/11/2021] [Indexed: 12/17/2022]
Abstract
AIMS Neoadjuvant therapy is the recommended treatment for locally advanced rectal adenocarcinoma; however, there remains significant variability in response to therapy. Tumour protein 53 (TP53) has been associated with therapy response and prognosis with conflicting data. Recently, we demonstrated that immune cell density and intratumoral budding (ITB) are predictive factors in rectal cancer. We investigated the predictive value of TP53 immunohistochemistry with CD8+ T cell density and ITB on pretreatment biopsies of rectal adenocarcinoma for response to neoadjuvant therapy. METHODS AND RESULTS Pretreatment biopsies of rectal adenocarcinoma from 117 patients with neoadjuvant therapy were analysed for TP53 expression by immunohistochemistry, ITB, CD8+ T cell density and mismatch repair protein (MMR) status. Most rectal adenocarcinomas displayed aberrant TP53 expression (86 of 117, 74%). Compared to wild-type TP53, aberrant TP53 expression was associated with proficient MMR status (P = 0.003) and low CD8+ T cell density (P = 0.001). Aberrant TP53 was significantly associated with a partial to poor response to neoadjuvant therapy [odds ratio (OR) = 2.42, 95% confidence interval (CI) = 1.04-5.62, P = 0.04]. A combined histopathological risk score (HRS) was created using CD8+ T cell density, ITB and TP53 expression. Patients were separated into low (none to one factor) and high (two to three factors) HRS categories. In the multivariable model, patients with a high HRS were 3.25-fold more likely to have a partial or poor response to neoadjuvant therapy (95% CI = 1.48-7.11, P = 0.003). CONCLUSIONS Our study demonstrates that aberrant TP53 expression, high ITB and low CD8+ T cell density in pretreatment biopsies can help predict response to neoadjuvant therapy. These biomarkers may be helpful in identifying patients at risk for therapy resistance.
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Affiliation(s)
- Wei Chen
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Lama Farchoukh
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Lindsey Seigh
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Douglas J Hartman
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Reetesh K Pai
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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25
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Sawada R, Akiyoshi T, Kitagawa Y, Hiyoshi Y, Mukai T, Nagasaki T, Yamaguchi T, Konishi T, Yamamoto N, Ueno M, Fukunaga Y. Systemic Inflammatory Markers Combined with Tumor-Infiltrating Lymphocyte Density for the Improved Prediction of Response to Neoadjuvant Chemoradiotherapy in Rectal Cancer. Ann Surg Oncol 2021; 28:6189-6198. [PMID: 33876358 DOI: 10.1245/s10434-021-09975-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 03/24/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND Previous studies have reported the utility of systemic inflammatory markers and CD8+ tumor-infiltrating lymphocyte (TIL) separately in predicting response to chemoradiotherapy (CRT) in rectal cancer; however, the efficacy of combining these markers remains unclear. OBJECTIVE This study aimed to elucidate the predictive efficacy of systemic inflammatory markers combined with CD8+ TIL density on response to neoadjuvant CRT in locally advanced rectal cancer. METHODS Ten systemic inflammatory markers and CD8+ TIL density were assessed in 267 patients with rectal cancer using pretreatment clinical data and biopsy samples. Response to CRT was determined using the Dworak tumor regression grade (TRG), with good responders classified as TRG3-4. RESULTS Receiver operating characteristic curve analysis showed high areas under the curve for the lymphocyte-to-C-reactive protein ratio (LCR) and neutrophil × monocyte (N × M) value (0.58 and 0.62, respectively). In the multivariate analysis, LCR, N × M value, and CD8+ TIL density were independently associated with good responders (p = 0.016, 0.005, and 0.002, respectively). Stratified analysis with these three markers showed a positive correlation between TRG3-4 ratio and the number of positive predictive factors (8.2%, 20.0%, 34.2%, and 59.1% in patients with 0, 1, 2, and 3 predictors, respectively). Overall and disease-free survival were significantly worse in patients with zero factors present compared with those with one to three factors present. CONCLUSIONS LCR, N × M value, and CD8+ TIL density are independently associated with response to CRT. Assessing local TIL density along with systemic inflammatory markers may be useful for selecting a multimodal neoadjuvant approach in rectal cancer therapy.
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Affiliation(s)
- Ryuichiro Sawada
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Takashi Akiyoshi
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan.
| | - Yusuke Kitagawa
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Yukiharu Hiyoshi
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Toshiki Mukai
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Toshiya Nagasaki
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Tomohiro Yamaguchi
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Tsuyoshi Konishi
- Department of Colon and Rectal Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Noriko Yamamoto
- Department of Pathology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Masashi Ueno
- Department of Gastroenterological Surgery, Toranomon Hospital, Tokyo, Japan
| | - Yosuke Fukunaga
- Department of Gastroenterological Surgery, Cancer Institute Hospital, Japanese Foundation for Cancer Research, Tokyo, Japan
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26
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Wei FZ, Mei SW, Chen JN, Wang ZJ, Shen HY, Li J, Zhao FQ, Liu Z, Liu Q. Nomograms and risk score models for predicting survival in rectal cancer patients with neoadjuvant therapy. World J Gastroenterol 2020; 26:6638-6657. [PMID: 33268952 PMCID: PMC7673964 DOI: 10.3748/wjg.v26.i42.6638] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 09/15/2020] [Accepted: 09/25/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Colorectal cancer is a common digestive cancer worldwide. As a comprehensive treatment for locally advanced rectal cancer (LARC), neoadjuvant therapy (NT) has been increasingly used as the standard treatment for clinical stage II/III rectal cancer. However, few patients achieve a complete pathological response, and most patients require surgical resection and adjuvant therapy. Therefore, identifying risk factors and developing accurate models to predict the prognosis of LARC patients are of great clinical significance. AIM To establish effective prognostic nomograms and risk score prediction models to predict overall survival (OS) and disease-free survival (DFS) for LARC treated with NT. METHODS Nomograms and risk factor score prediction models were based on patients who received NT at the Cancer Hospital from 2015 to 2017. The least absolute shrinkage and selection operator regression model were utilized to screen for prognostic risk factors, which were validated by the Cox regression method. Assessment of the performance of the two prediction models was conducted using receiver operating characteristic curves, and that of the two nomograms was conducted by calculating the concordance index (C-index) and calibration curves. The results were validated in a cohort of 65 patients from 2015 to 2017. RESULTS Seven features were significantly associated with OS and were included in the OS prediction nomogram and prediction model: Vascular_tumors_bolt, cancer nodules, yN, body mass index, matchmouth distance from the edge, nerve aggression and postoperative carcinoembryonic antigen. The nomogram showed good predictive value for OS, with a C-index of 0.91 (95%CI: 0.85, 0.97) and good calibration. In the validation cohort, the C-index was 0.69 (95%CI: 0.53, 0.84). The risk factor prediction model showed good predictive value. The areas under the curve for 3- and 5-year survival were 0.811 and 0.782. The nomogram for predicting DFS included ypTNM and nerve aggression and showed good calibration and a C-index of 0.77 (95%CI: 0.69, 0.85). In the validation cohort, the C-index was 0.71 (95%CI: 0.61, 0.81). The prediction model for DFS also had good predictive value, with an AUC for 3-year survival of 0.784 and an AUC for 5-year survival of 0.754. CONCLUSION We established accurate nomograms and prediction models for predicting OS and DFS in patients with LARC after undergoing NT.
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Affiliation(s)
- Fang-Ze Wei
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Shi-Wen Mei
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Jia-Nan Chen
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Zhi-Jie Wang
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Hai-Yu Shen
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Juan Li
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Fu-Qiang Zhao
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Zheng Liu
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
| | - Qian Liu
- Department of Colorectal Surgery, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union College, Beijing 100021, China
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