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Sun HK, Jiang WL, Zhang SL, Xu PC, Wei LM, Liu JB. Predictive value of tumor-infiltrating lymphocytes for neoadjuvant therapy response in triple-negative breast cancer: A systematic review and meta-analysis. World J Clin Oncol 2024; 15:920-935. [PMID: 39071463 PMCID: PMC11271722 DOI: 10.5306/wjco.v15.i7.920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 05/21/2024] [Accepted: 06/06/2024] [Indexed: 07/16/2024] Open
Abstract
BACKGROUND The association between tumor-infiltrating lymphocyte (TIL) levels and the response to neoadjuvant therapy (NAT) in patients with triple-negative breast cancer (TNBC) remains unclear. AIM To investigate the predictive potential of TIL levels for the response to NAT in TNBC patients. METHODS A systematic search of the National Center for Biotechnology Information PubMed database was performed to collect relevant published literature prior to August 31, 2023. The correlation between TIL levels and the NAT pathologic complete response (pCR) in TNBC patients was assessed using a systematic review and meta-analysis. Subgroup analysis, sensitivity analysis, and publication bias analysis were also conducted. RESULTS A total of 32 studies were included in this meta-analysis. The overall meta-analysis results indicated that the pCR rate after NAT treatment in TNBC patients in the high TIL subgroup was significantly greater than that in patients in the low TIL subgroup (48.0% vs 27.7%) (risk ratio 2.01; 95% confidence interval 1.77-2.29; P < 0.001, I 2 = 56%). Subgroup analysis revealed that the between-study heterogeneity originated from differences in study design, TIL level cutoffs, and study populations. Publication bias could have existed in the included studies. The meta-analysis based on different NAT protocols revealed that all TNBC patients with high levels of TILs had a greater rate of pCR after NAT treatment in all protocols (all P ≤ 0.01), and there was no significant between-protocol difference in the statistics among the different NAT protocols (P = 0.29). Additionally, sensitivity analysis demonstrated that the overall results of the meta-analysis remained consistent when the included studies were individually excluded. CONCLUSION TILs can serve as a predictor of the response to NAT treatment in TNBC patients. TNBC patients with high levels of TILs exhibit a greater NAT pCR rate than those with low levels of TILs, and this predictive capability is consistent across different NAT regimens.
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Affiliation(s)
- Hai-Kuan Sun
- Department of Thyroid and Breast Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang 471000, Henan Province, China
| | - Wen-Long Jiang
- Department of Thyroid and Breast Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang 471000, Henan Province, China
| | - Shi-Lei Zhang
- Department of Thyroid and Breast Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang 471000, Henan Province, China
| | - Peng-Cheng Xu
- Department of Thyroid and Breast Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang 471000, Henan Province, China
| | - Li-Min Wei
- Department of Thyroid and Breast Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang 471000, Henan Province, China
| | - Jiang-Bo Liu
- Department of Thyroid and Breast Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang 471000, Henan Province, China
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Garcia-Torralba E, Pérez Ramos M, Ivars Rubio A, Navarro Manzano E, Blaya Boluda N, Lloret Gil M, Aller A, de la Morena Barrio P, García Garre E, Martínez Díaz F, García Molina F, Chaves Benito A, García-Martínez E, Ayala de la Peña F. Deconstructing neutrophil to lymphocyte ratio (NLR) in early breast cancer: lack of prognostic utility and biological correlates across tumor subtypes. Breast Cancer Res Treat 2024; 205:475-485. [PMID: 38453782 PMCID: PMC11101577 DOI: 10.1007/s10549-024-07286-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: 10/30/2023] [Accepted: 02/07/2024] [Indexed: 03/09/2024]
Abstract
PURPOSE The prognostic utility and biological correlates of neutrophil to lymphocyte ratio (NLR), a potential biomarker of the balance between immune response and the inflammatory status, are still uncertain in breast cancer (BC). METHODS We analysed a cohort of 959 women with early breast cancer, mostly treated with neoadjuvant or adjuvant chemotherapy. Clinical and pathological data, survival, NLR (continuous and categorical) and stromal tumor infiltrating lymphocytes (sTIL) were evaluated. RESULTS NLR was only weakly associated with Ki67, while no association was found for grade, histology, immunohistochemical subtype or stage. Lymphocyte infiltration of the tumor did not correlate with NLR (Rho: 0.05, p = 0.30). These results were similar in the whole group and across the different BC subtypes, with no differences in triple negative BC. Relapse free interval (RFI), breast cancer specific survival (BCSS) and overall survival (OS) changed according to pre-treatment NLR neither in the univariate nor in the multivariate Cox models (RFI: HR 0.948, p = 0.61; BCSS: HR 0.920, p = 0.57; OS: HR 0.96, p = 0.59). CONCLUSION These results question the utility of NLR as a prognostic biomarker in early breast cancer and suggest the lack of correlation of NLR with tumor microenvironment immune response.
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Affiliation(s)
- Esmeralda Garcia-Torralba
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, 30001, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
| | - Miguel Pérez Ramos
- Department of Pathology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
| | - Alejandra Ivars Rubio
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, 30001, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
| | - Esther Navarro Manzano
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
- Centro Regional de Hemodonación, Murcia, 30003, Spain
| | - Noel Blaya Boluda
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, 30001, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
| | - Miguel Lloret Gil
- Department of Medicine, Medical School, University of Murcia, Murcia, 30001, Spain
| | - Alberto Aller
- Department of Medicine, Medical School, University of Murcia, Murcia, 30001, Spain
| | - Pilar de la Morena Barrio
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
| | - Elisa García Garre
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
| | - Francisco Martínez Díaz
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
- Department of Pathology, Hospital Universitario Reina Sofía, Murcia, 30003, Spain
- Department of Pathology, Medical School, University of Murcia, Murcia, 30001, Spain
| | - Francisco García Molina
- Department of Pathology, Hospital Universitario Reina Sofía, Murcia, 30003, Spain
- Department of Pathology, Medical School, University of Murcia, Murcia, 30001, Spain
| | - Asunción Chaves Benito
- Department of Pathology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Department of Pathology, Medical School, University of Murcia, Murcia, 30001, Spain
| | - Elena García-Martínez
- Department of Medical Oncology, Hospital Universitario Morales Meseguer, Murcia, 30008, Spain
- Instituto Murciano de Investigación Biosanitaria, IMIB, Murcia, 30120, Spain
- Medical School, Universidad Católica San Antonio, Murcia, 30107, Spain
| | - Francisco Ayala de la Peña
- Department of Medical Oncology, School of Medicine, Hospital Universitario Morales Meseguer, University of Murcia, Avda. Marqués de los Vélez, s/n, Murcia, 30008, Spain.
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Dowling GP, Daly GR, Hegarty A, Hembrecht S, Bracken A, Toomey S, Hennessy BT, Hill ADK. Predictive value of pretreatment circulating inflammatory response markers in the neoadjuvant treatment of breast cancer: meta-analysis. Br J Surg 2024; 111:znae132. [PMID: 38801441 PMCID: PMC11129713 DOI: 10.1093/bjs/znae132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Revised: 02/21/2024] [Accepted: 05/05/2024] [Indexed: 05/29/2024]
Abstract
BACKGROUND Systemic inflammatory response markers have been found to have a prognostic role in several cancers, but their value in predicting the response to neoadjuvant chemotherapy in breast cancer is uncertain. A systematic review and meta-analysis of the literature was carried out to investigate this. METHODS A systematic search of electronic databases was conducted to identify studies that explored the predictive value of circulating systemic inflammatory response markers in patients with breast cancer before commencing neoadjuvant therapy. A meta-analysis was undertaken for each inflammatory marker where three or more studies reported pCR rates in relation to the inflammatory marker. Outcome data are reported as ORs and 95% confidence intervals. RESULTS A total of 49 studies were included, of which 42 were suitable for meta-analysis. A lower pretreatment neutrophil-to-lymphocyte ratio was associated with an increased pCR rate (pooled OR 1.66 (95% c.i. 1.32 to 2.09); P < 0.001). A lower white cell count (OR 1.96 (95% c.i. 1.29 to 2.97); P = 0.002) and a lower monocyte count (OR 3.20 (95% c.i. 1.71 to 5.97); P < 0.001) were also associated with a pCR. A higher lymphocyte count was associated with an increased pCR rate (OR 0.44 (95% c.i. 0.30 to 0.64); P < 0.001). CONCLUSION The present study found the pretreatment neutrophil-to-lymphocyte ratio, white cell count, lymphocyte count, and monocyte count of value in the prediction of a pCR in the neoadjuvant treatment of breast cancer. Further research is required to determine their value in specific breast cancer subtypes and to establish optimal cut-off values, before their adoption in clinical practice.
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Affiliation(s)
- Gavin P Dowling
- Department of Surgery, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
- Medical Oncology Lab, Department of Molecular Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
- Department of Surgery, Beaumont Hospital, Dublin, Ireland
| | - Gordon R Daly
- Department of Surgery, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
- Department of Surgery, Beaumont Hospital, Dublin, Ireland
| | - Aisling Hegarty
- Department of Surgery, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
- Department of Surgery, Beaumont Hospital, Dublin, Ireland
| | - Sandra Hembrecht
- Department of Surgery, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
- Department of Surgery, Beaumont Hospital, Dublin, Ireland
| | - Aisling Bracken
- Department of Surgery, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
| | - Sinead Toomey
- Medical Oncology Lab, Department of Molecular Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
| | - Bryan T Hennessy
- Medical Oncology Lab, Department of Molecular Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
| | - Arnold D K Hill
- Department of Surgery, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, Dublin, Ireland
- Department of Surgery, Beaumont Hospital, Dublin, Ireland
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Li JJX, Ni SYB, Tsang JYS, Chan WY, Hung RKW, Lui JWH, Ng SWY, Shum LK, Tang YF, Tse GM. Neutrophil-lymphocyte ratio reflects tumour-infiltrating lymphocytes and tumour-associated macrophages and independently predicts poor outcome in breast cancers with neoadjuvant chemotherapy. Histopathology 2024; 84:810-821. [PMID: 38192219 DOI: 10.1111/his.15125] [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: 09/17/2023] [Revised: 12/09/2023] [Accepted: 12/12/2023] [Indexed: 01/10/2024]
Abstract
AIMS The neutrophil-lymphocyte ratio (NLR) is a systemic reflection of cancer-associated inflammation and a prognostic marker for breast cancer. For the local tumour microenvironment, tumour-infiltrating lymphocytes (TILs) and tumour-associated macrophages (TAMs) are also highly correlated with breast cancer survival. This study aimed to explore the relationship between the circulating and local immune microenvironment, and to further delineate the prognostic role of NLR in breast cancer patients receiving neoadjuvant chemotherapy (NAC). METHODS A cohort of breast cancer patients receiving NAC with subsequent surgery was retrieved. Clinical data were reviewed. Histological slides and CD8 immunohistochemistry from biopsy (pre-chemotherapy) and excision (postchemotherapy) specimens were assessed for TILs and TAMs. RESULTS A total of 146 patients were included. There was a significant positive correlation between pre- and postsurgery NLR at a cut-off of 2.6 (median pre-chemotherapy NLR) (P < 0.001). NLR pre-chemotherapy was associated positively with necrosis on biopsy (P = 0.027) and excision (P = 0.021) and TAMs on excision (P = 0.049). NLR 1 year postsurgery was associated with high tumour stage (P = 0.050) and low histological grade (P = 0.008). TIL count was lower in NLR-high cases at almost all time-points by histological assessment and CD8 immunostaining (P < 0.050). In multivariate analysis, postsurgery NLR is an independent predictor for overall survival [OS; hazard ratio (HR) = 9.524, P < 0.001], breast cancer-specific survival (BCSS) (HR = 10.059, P = 0.001) and disease-free survival (DFS; HR = 2.824, P = 0.016). CONCLUSIONS The association between NLR with tumour necrosis, TAMs and TILs illustrates an interaction between the circulating and local immune microenvironment. Late NLR is a strong indicator of outcome and may be useful for prognostication and disease monitoring.
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Affiliation(s)
- Joshua J X Li
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Shelly Y B Ni
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Julia Y S Tsang
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Wai Yin Chan
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ray K W Hung
- Department of Surgery, North District Hospital, Sheung Shui, Hong Kong
| | - Joshua W H Lui
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Sally W Y Ng
- Department of Surgery, North District Hospital, Sheung Shui, Hong Kong
| | - Leong Kwong Shum
- Deparment of Pathology, North District Hospital, Sheung Shui, Hong Kong
| | - Ying Fei Tang
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Gary M Tse
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong SAR, China
- Deparment of Pathology, North District Hospital, Sheung Shui, Hong Kong
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5
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Xia G, Zhang Z, Jiang Q, Wang H, Wang J. Predictive value of stromal tumor-infiltrating lymphocytes in patients with breast cancer treated with neoadjuvant chemotherapy: A meta-analysis. Medicine (Baltimore) 2024; 103:e36810. [PMID: 38335394 PMCID: PMC10860995 DOI: 10.1097/md.0000000000036810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 12/06/2023] [Accepted: 12/07/2023] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND The predictive value of tumor-infiltrating lymphocytes (TILs) in response to neoadjuvant chemotherapy (NAC) for breast cancer (BC) has received increasing attention. Here, a meta-analysis was conducted to evaluate the correlation between the expression of stromal TILs and pathological complete response (pCR) after NAC in BC patients. METHODS The PubMed, Embase, Cochrane Library, and Web of Science databases were searched online by using a combination of keywords and free words to screen literature on the expression of stromal TILs and pCR after NAC in patients with BC. The data were extracted and evaluated for quality. Relative risk (RR) was used to evaluate the relationship between the expression of stromal TILs before NAC and pCR in BC patients. Meta-analysis was performed with Review Manager 5.3 and STATA 14.0 software. RESULTS Eleven studies involving 6039 BC patients were included in the meta-analysis. The results showed a generally high expression of stromal TILs in BC patients, and the pCR rate after NAC in BC patients with a high expression of stromal TILs was significantly higher than that in BC patients with a low expression of stromal TILs [RR = 1.83, 95% confidence interval (CI): 1.69-1.97]. Subgroup analysis based on the molecular subtypes of BC showed that the pCR rate was significantly higher in patients with a high expression of stromal TILs in hormone receptor (HR)-positive BC [RR = 3.23, 95% CI: 2.43-4.30], human epidermal growth factor receptor 2 (HER-2)-positive BC [RR = 1.41, 95% CI: 1.25-1.60], and triple-negative BC [RR = 1.70, 95% CI: 1.53-1.90] than in those with a low expression of stromal TILs. Subgroup analysis based on expression threshold showed that the pCR rate was higher in patients with a high expression of stromal TILs than in patients with a low expression of stromal TILs at different expression thresholds (10% [RR = 1.99, 95% CI: 1.55-2.55], 20%/30% [RR = 1.57, 95% CI: 1.37-1.81], 50%/60% [RR = 1.91, 95% CI: 1.73-2.11]. CONCLUSION TILs can be used as a predictor of pCR after NAC in patients with BC, and the appropriate high expression threshold of stromal TILs should be selected as the predictive value according to the molecular subtype of BC.
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Affiliation(s)
- Guangfa Xia
- Department of Breast Diseases, Jiaxing Maternity and Child Health Care Hospital, College of Medicine, Jiaxing University, Jiaxing, Zhejiang, China
| | - Ziran Zhang
- Department of Breast Diseases, Jiaxing Maternity and Child Health Care Hospital, College of Medicine, Jiaxing University, Jiaxing, Zhejiang, China
| | - Qin Jiang
- Department of Breast Diseases, Jiaxing Maternity and Child Health Care Hospital, College of Medicine, Jiaxing University, Jiaxing, Zhejiang, China
| | - Huan Wang
- Department of Breast Diseases, Jiaxing Maternity and Child Health Care Hospital, College of Medicine, Jiaxing University, Jiaxing, Zhejiang, China
| | - Jie Wang
- Department of Breast Diseases, Jiaxing Maternity and Child Health Care Hospital, College of Medicine, Jiaxing University, Jiaxing, Zhejiang, China
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Kusama H, Kittaka N, Soma A, Taniguchi A, Kanaoka H, Nakajima S, Oyama Y, Seto Y, Okuno J, Watanabe N, Matsui S, Nishio M, Fujisawa F, Honma K, Tamaki Y, Nakayama T. Predictive factors for response to neoadjuvant chemotherapy: inflammatory and immune markers in triple-negative breast cancer. Breast Cancer 2023; 30:1085-1093. [PMID: 37782377 DOI: 10.1007/s12282-023-01504-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Accepted: 09/09/2023] [Indexed: 10/03/2023]
Abstract
BACKGROUND Tumor-infiltrating lymphocytes (TILs) predict response to neoadjuvant chemotherapy (NAC) in triple-negative breast cancer (TNBC) patients. However, the TIL level can be determined at a few facilities. By contrast, neutrophil-to-lymphocyte ratio (NLR) and platelet-to-lymphocyte ratio (PLR) are easily and objectively determined from the results of full blood counts. We conducted a retrospective study to investigate whether TILs, NLR, and PLR predict NAC efficacy and whether NLR and PLR could be surrogate markers for TILs in TNBC. METHODS Of the 266 patients diagnosed with TNBC between 2013 and 2019, 66 who underwent radical surgery after sequential administration of anthracycline and taxane as NAC were included in the study. TILs, NLR, and PLR were evaluated as predictors of pathologic complete response (pCR) using cutoff values determined from receiver operating characteristic curves. RESULTS The cutoff values of TILs, NLR, and PLR were 20%, 2.6, and 180, respectively. High TIL level was associated with low NLR (P = 0.01) and low PLR (P = 0.01). High TIL level (odds ratio [OR] 4.28 [95% CI 1.40-13.1]; P = 0.01), low NLR (OR 5.51 [95% CI 1.60-18.9]; P = 0.01), and low PLR (OR 3.29 [95% CI 1.13-9.57]; P = 0.03) were associated with pCR. Low NLR predicted pCR independently (OR 6.59 [95% CI 1.45-30.0]; P = 0.01). CONCLUSIONS TILs, NLR, and PLR predicted NAC efficacy against TNBC. TIL level was associated with NLR and PLR. NLR was an independent predictive factor and may be a useful surrogate marker for TILs when predicting pCR.
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Affiliation(s)
- Hiroki Kusama
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Nobuyoshi Kittaka
- Department of Breast Surgery, Osaka Rosai Hospital, 1179-3 Nagasone-Cho Kita-Ku Sakai-Shi, Osaka, 541-8567, Japan
| | - Ai Soma
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Azusa Taniguchi
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Haruka Kanaoka
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Satomi Nakajima
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Yuri Oyama
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Yukiko Seto
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Jun Okuno
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Noriyuki Watanabe
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Saki Matsui
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan
| | - Minako Nishio
- Department of Medical Oncology, Osaka International Cancer Institute, Osaka, Japan
| | - Fumie Fujisawa
- Department of Medical Oncology, Osaka International Cancer Institute, Osaka, Japan
| | - Keiichiro Honma
- Department of Pathology, Osaka International Cancer Institute, Osaka, Japan
| | - Yasuhiro Tamaki
- Department of Breast and Endocrine Surgery, Kaizuka City Hospital, 3-10-20 Hori Kaizuka-Shi, Osaka, 597-0015, Japan
| | - Takahiro Nakayama
- Department of Breast and Endocrine Surgery, Osaka International Cancer Institute, 3-1-69 Otemae Chuo-Ku, Osaka, 541-8567, Japan.
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Zheng C, Xu X, Wu M, Xue L, Zhu J, Xia H, Ding S, Fu S, Wang X, Wang Y, He G, Liu X, Deng X. Neutrophils in triple-negative breast cancer: an underestimated player with increasingly recognized importance. Breast Cancer Res 2023; 25:88. [PMID: 37496019 PMCID: PMC10373263 DOI: 10.1186/s13058-023-01676-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2023] [Accepted: 06/17/2023] [Indexed: 07/28/2023] Open
Abstract
Triple-negative breast cancer (TNBC) is the most lethal subtype of breast cancer, with limited therapeutic options readily available. Immunotherapy such as immune checkpoint inhibition has been investigated in TNBC but still encounters low overall response. Neutrophils, the most abundant leukocytes in the body, are increasingly recognized as an active cancer-modulating entity. In the bloodstream, neutrophils escort circulating tumor cells to promote their survival and stimulate their proliferation and metastasis. In the tumor microenvironment, neutrophils modulate the immune milieu through polarization between the anti-tumor and the pro-tumor phenotypes. Through a comprehensive review of recently published literature, it is evident that neutrophils are an important player in TNBC immunobiology and can be used as an important prognostic marker of TNBC. Particularly, in their pro-tumor form, neutrophils facilitate TNBC metastasis through formation of neutrophil extracellular traps and the pre-metastatic niche. These findings will help advance the potential utilization of neutrophils as a therapeutic target in TNBC.
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Affiliation(s)
- Chanjuan Zheng
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Xi Xu
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Muyao Wu
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Lian Xue
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Jianyu Zhu
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
- Department of Biochemistry and Molecular Biology, Jishou University, Jishou, Hunan, China
| | - Hongzhuo Xia
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Siyu Ding
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Shujun Fu
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Xinyu Wang
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Yian Wang
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
- Key Laboratory of Study and Discovery of Small Targeted Molecules of Hunan Province, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Guangchun He
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China
| | - Xia Liu
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA.
| | - Xiyun Deng
- Key Laboratory of Translational Cancer Stem Cell Research, Department of Pathophysiology, Hunan Normal University School of Medicine, Changsha, Hunan, China.
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García-Torralba E, Navarro Manzano E, Luengo-Gil G, De la Morena Barrio P, Chaves Benito A, Pérez-Ramos M, Álvarez-Abril B, Ivars Rubio A, García-Garre E, Ayala de la Peña F, García-Martínez E. A new prognostic model including immune biomarkers, genomic proliferation tumor markers ( AURKA and MYBL2) and clinical-pathological features optimizes prognosis in neoadjuvant breast cancer patients. Front Oncol 2023; 13:1182725. [PMID: 37313470 PMCID: PMC10258327 DOI: 10.3389/fonc.2023.1182725] [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: 03/09/2023] [Accepted: 05/17/2023] [Indexed: 06/15/2023] Open
Abstract
Background Up to 30% of breast cancer (BC) patients treated with neoadjuvant chemotherapy (NCT) will relapse. Our objective was to analyze the predictive capacity of several markers associated with immune response and cell proliferation combined with clinical parameters. Methods This was a single-center, retrospective cohort study of BC patients treated with NCT (2001-2010), in whom pretreatment biomarkers were analyzed: neutrophil-to-lymphocyte ratio (NLR) in peripheral blood, CD3+ tumor-infiltrating lymphocytes (TILs), and gene expression of AURKA, MYBL2 and MKI67 using qRT-PCR. Results A total of 121 patients were included. Median followup was 12 years. In a univariate analysis, NLR, TILs, AURKA, and MYBL2 showed prognostic value for overall survival. In multivariate analyses, including hormone receptor, HER2 status, and response to NCT, NLR (HR 1.23, 95% CI 1.01-1.75), TILs (HR 0.84, 95% CI 0.73-0.93), AURKA (HR 1.05, 95% CI 1.00-1.11) and MYBL2 (HR 1.19, 95% CI 1.05-1.35) remained as independent predictor variables. Conclusion Consecutive addition of these biomarkers to a regression model progressively increased its discriminatory capacity for survival. Should independent cohort studies validate these findings, management of early BC patients may well be changed.
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Affiliation(s)
- Esmeralda García-Torralba
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Esther Navarro Manzano
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Gines Luengo-Gil
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Pilar De la Morena Barrio
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | | | - Miguel Pérez-Ramos
- Department of Pathology, University Hospital Morales Meseguer, Murcia, Spain
| | - Beatriz Álvarez-Abril
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Alejandra Ivars Rubio
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Elisa García-Garre
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Francisco Ayala de la Peña
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Elena García-Martínez
- Department of Haematology and Medical Oncology, University Hospital Morales Meseguer, Murcia, Spain
- Department of Medicine, Medical School, University of Murcia, Murcia, Spain
- Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
- Medical School, Catholic University of Murcia, Murcia, Spain
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Yang J, Zheng J, Qiu J, Zhang M, Liu L, Wang Z, Zheng Q, Liu Y, Chen M, Li J. Systemic Immune-Inflammatory Index, Tumor-Infiltrating Lymphocytes, and Clinical Outcomes in Esophageal Squamous Cell Carcinoma Receiving Concurrent Chemoradiotherapy. J Immunol Res 2023; 2023:4275998. [PMID: 37228442 PMCID: PMC10205413 DOI: 10.1155/2023/4275998] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 04/06/2023] [Accepted: 04/25/2023] [Indexed: 05/27/2023] Open
Abstract
Background Systemic inflammation may be involved in the entire cancer process as a promoter and is associated with antitumor immunity. The systemic immune-inflammation index (SII) has been shown to be a promising prognostic factor. However, the relationship between SII and tumor-infiltrating lymphocytes (TIL) have not been established in esophageal cancer (EC) patients receiving concurrent chemoradiotherapy (CCRT). Methods Retrospective analysis of 160 patients with EC was performed, peripheral blood cell counts were collected, and TIL concentration was assessed in H&E-stained sections. Correlations of SII and clinical outcomes with TIL were analyzed. Cox proportional hazard model and Kaplan-Meier method were used to perform survival outcomes. Results Compared with high SII, low SII had longer overall survival (OS) (P = 0.036, hazard ratio (HR) = 0.59) and progression-free survival (PFS) (P = 0.041, HR = 0.60). Low TIL showed worse OS (P < 0.001, HR = 2.42) and PFS (P < 0.001, HR = 3.05). In addition, research have shown that the distribution of SII, platelet-to-lymphocyte ratio, and neutrophil-to-lymphocyte ratio were negatively associated with the TIL state, while lymphocyte-to-monocyte ratio presented a positive correlation. Combination analysis observed that SIIlow + TILhigh had the best prognosis of all combinations, with a median OS and PFS of 36 and 22 months, respectively. The worst prognosis was identified as SIIhigh + TILlow, with a median OS and PFS of only 8 and 4 months. Conclusion SII and TIL as independent predictors of clinical outcomes in EC receiving CCRT. Furthermore, the predictive power of the two combinations is much higher than a single variable.
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Affiliation(s)
- Jun Yang
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Jifang Zheng
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Jianjian Qiu
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Mengyan Zhang
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Lingyun Liu
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Zhiping Wang
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Qunhao Zheng
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Yanyan Liu
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Mingqiu Chen
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
| | - Jiancheng Li
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
- Clinical Oncology School of Fujian Medical University, No. 420 Fuma Road Jin'an District, Fuzhou 350014, Fujian Province, China
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van den Ende NS, Nguyen AH, Jager A, Kok M, Debets R, van Deurzen CHM. Triple-Negative Breast Cancer and Predictive Markers of Response to Neoadjuvant Chemotherapy: A Systematic Review. Int J Mol Sci 2023; 24:ijms24032969. [PMID: 36769287 PMCID: PMC9918290 DOI: 10.3390/ijms24032969] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 01/27/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Around 40-50% of all triple-negative breast cancer (TNBC) patients achieve a pathological complete response (pCR) after treatment with neoadjuvant chemotherapy (NAC). The identification of biomarkers predicting the response to NAC could be helpful for personalized treatment. This systematic review provides an overview of putative biomarkers at baseline that are predictive for a pCR following NAC. Embase, Medline and Web of Science were searched for articles published between January 2010 and August 2022. The articles had to meet the following criteria: patients with primary invasive TNBC without distant metastases and patients must have received NAC. In total, 2045 articles were screened by two reviewers resulting in the inclusion of 92 articles. Overall, the most frequently reported biomarkers associated with a pCR were a high expression of Ki-67, an expression of PD-L1 and the abundance of tumor-infiltrating lymphocytes, particularly CD8+ T cells, and corresponding immune gene signatures. In addition, our review reveals proteomic, genomic and transcriptomic markers that relate to cancer cells, the tumor microenvironment and the peripheral blood, which also affect chemo-sensitivity. We conclude that a prediction model based on a combination of tumor and immune markers is likely to better stratify TNBC patients with respect to NAC response.
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Affiliation(s)
- Nadine S. van den Ende
- Department of Pathology, Erasmus MC Cancer Institute, Erasmus University Medical Centre, 3015 GD Rotterdam, The Netherlands
- Correspondence: ; Tel.: +31-640213383
| | - Anh H. Nguyen
- Department of Pathology, Erasmus MC Cancer Institute, Erasmus University Medical Centre, 3015 GD Rotterdam, The Netherlands
| | - Agnes Jager
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Centre, 3015 GD Rotterdam, The Netherlands
| | - Marleen Kok
- Department of Medical Oncology, Tumor Biology & Immunology, Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands
| | - Reno Debets
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Centre, 3015 GD Rotterdam, The Netherlands
| | - Carolien H. M. van Deurzen
- Department of Pathology, Erasmus MC Cancer Institute, Erasmus University Medical Centre, 3015 GD Rotterdam, The Netherlands
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Tumor-promoting aftermath post-chemotherapy: A focus on breast cancer. Life Sci 2022; 310:121125. [DOI: 10.1016/j.lfs.2022.121125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 10/14/2022] [Accepted: 10/22/2022] [Indexed: 11/09/2022]
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12
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Zhang M, Zhang J, Liu N, Wang B, Zhou Y, Yang J. VISTA is associated with immune infiltration and predicts favorable prognosis in TNBC. Front Oncol 2022; 12:961374. [PMID: 36158663 PMCID: PMC9493462 DOI: 10.3389/fonc.2022.961374] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Accepted: 08/16/2022] [Indexed: 11/19/2022] Open
Abstract
Background V-domain Ig-containing suppressor of T cell activation (VISTA), a critical immune checkpoint protein, can regulate the immune system. Nevertheless, little information is available on the expression level of VISTA and its clinical significance as well. The immunological and prognostic role of VISTA in triple-negative breast cancer (TNBC) still remains unclear. Methods The clinical significance and expression of VISTA in TNBC were examined using RNA sequencing and clinical data. Cancer single-cell state atlas (CancerSEA), gene set enrichment analyses (GSEA), single sample GSEA, ESTIMATE algorithm, immunohistochemistry (IHC) were utilized to assess the functions of VISTA. Results VISTA was down-regulated and closely associated with good prognosis in TNBC. The expression of VISTA was higher in Immunity-H group and immunomodulatory (IM) subtype. The level of VISTA expression in TNBC gradually increased with the degree of stromal tumor infiltrating lymphocytes (sTILs) infiltration. In addition, the high expression of VISTA was strongly linked to higher proportion of CD8 (+) T cell and M1 macrophages. Conclusion VISTA was remarkably correlated with a favorable prognosis and high immune infiltration in patients with TNBC.
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Kang M, Ma X, Shi J, Chen G, Jin X, Wang J, Lin L, Wu Z, Chen K, Xu J, Huang P, Chen J. Distinct molecular phenotype and the potential prognostic value of immune prognostic index and tumor infiltrating lymphocytes in hepatoid adenocarcinoma of stomach. Transl Oncol 2022; 19:101380. [PMID: 35276435 PMCID: PMC8908271 DOI: 10.1016/j.tranon.2022.101380] [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: 01/28/2022] [Accepted: 02/19/2022] [Indexed: 02/07/2023] Open
Abstract
Molecular classification of HAS should be mainly categorized into GS and CIN phenotypes with TP53 mutation. TILs and dNLR may help to screen appropriate candidates for ICIs treatment in HAS. dNLR demonstrated the potentiality as a reliable and economic predictor of prognosis in HAS.
Hepatoid adenocarcinoma of the stomach (HAS) is a particular subtype of Gastric cancer (GC) with distinct pathological characteristics and genetic profile, but most HAS patients were received identical regimens as common GC. To date, only a few studies has been conducted to investigate the molecular characteristics of HAS, which may prevent the rational application of new anticancer strategies. To further obtain the genetic features and potential predictive and prognostic biomarkers of HAS, our current study evaluated the clinical implications of spectrum molecular markers in 36 surgical resection specimens. None Epstein-Barr virus (EBV) positive and/or micro-satellite instable high (MSI-h) tumors occurred in our study implies that the molecular classification of HAS should be mainly categorized into genomic stable (GS) and chromosomal instability (CIN) phenotypes, and wild type P53 status predicts better prognosis. More importantly, although the prognosis and clinical characteristics were independent of programmed cell death-ligand 1 (PD-L1), the presence of tumor infiltrating lymphocytes (TILs) still suggested that a portion of the enrolled HAS patients are potentially appropriate candidates for immune checkpoint blockade therapy. Additionally, the immune prognostic index (IPI) and derived neutrophil to lymphocyte ratio (dNLR) demonstrated their potential as reliable and economic indicators for predicting prognosis of HAS. We hope this first systematic evaluation will help in deciphering the molecular characterization and potential individualized regimens for this particular subtype of GC.
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Affiliation(s)
- Muxing Kang
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China; Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Cancer Institute, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310000, China
| | - Xiaojing Ma
- Department of Pathology, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310000, China
| | - Jifei Shi
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China; Department of General Surgery, The First Hospital of Pinghu, Jiaxing, Zhejiang 314200, China
| | - Guofeng Chen
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China
| | - Xiaoli Jin
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China
| | - Jun Wang
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China
| | - Lele Lin
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China
| | - Zhiwei Wu
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China
| | - Kaibo Chen
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China
| | - Jinghong Xu
- Department of Pathology, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang 310000, China
| | - Pintong Huang
- Department of Radiology, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China.
| | - Jian Chen
- Department of Gastrointestinal Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Road, 310009, Hangzhou, Zhejiang 310000, China.
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