1
|
Xu C, Cao K, Ma A, Zheng M, Xu Y, Tang L. KLRG1 expression induces functional exhaustion of NK cells in colorectal cancer patients. Cancer Immunol Immunother 2025; 74:203. [PMID: 40372495 PMCID: PMC12081801 DOI: 10.1007/s00262-025-04059-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2025] [Accepted: 04/14/2025] [Indexed: 05/16/2025]
Abstract
BACKGROUND Natural killer (NK) cells are a subset of innate lymphoid cells that possess cytotoxic properties, playing a pivotal role in immune surveillance against tumor cells. However, it remains unclear whether there are any alterations in the quantity and functional status of NK cells in colorectal cancer (CRC). METHODS In this study, we collected peripheral blood samples from both CRC patients and age- and sex-matched healthy controls (HCs). The distribution characteristics, phenotypic changes, functional status, apoptosis susceptibility, and proliferative capacity of circulating NK cells were detected and analyzed by flow cytometry. An in vitro study was performed to investigate the blocking effect of KLRG1 antibody on peripheral blood NK cells in CRC patients. RESULTS The frequency and absolute number of circulating NK cells were significantly decreased in CRC patients compared to those in HCs. Meanwhile, the function of NK cells from CRC patients was compromised, as shown by the reduced production of IFN-γ, TNF-α, and CD107a, with this impairment becoming increasingly significant as neural invasion progressed and tumor invasion advanced. We further found that the expression of activating receptors NKp30 and NKp46 were reduced, while the expression of inhibitory receptor KLRG1 was remarkably increased. The increased proportion of KLRG1 on NK cells was associated with CRC progression, and KLRG1+ NK cells showed impaired production of IFN-γ, TNF-α, and CD107a and were more susceptible to apoptosis. Importantly, blockade of the KLRG1 pathway could restore the cytokine production and degranulation ability of NK cells from CRC patients. CONCLUSIONS The present study demonstrates that NK cells in CRC patients exhibit functional exhaustion, and KLRG1 blockade restores the effector function of NK cells, indicating that targeting KLRG1 represents a promising strategy for immunotherapy in patients with CRC.
Collapse
Affiliation(s)
- Cairui Xu
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, No.218 Jixi Road, Hefei, Anhui, People's Republic of China
| | - Kangli Cao
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, No.218 Jixi Road, Hefei, Anhui, People's Republic of China
| | - Along Ma
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, No.218 Jixi Road, Hefei, Anhui, People's Republic of China
| | - Meijuan Zheng
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, No.218 Jixi Road, Hefei, Anhui, People's Republic of China
| | - Yuanhong Xu
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, No.218 Jixi Road, Hefei, Anhui, People's Republic of China
| | - Ling Tang
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, No.218 Jixi Road, Hefei, Anhui, People's Republic of China.
| |
Collapse
|
2
|
Atzler M, Baudrexler T, Amberger DC, Rogers N, Rabe A, Schmohl J, Wang R, Rank A, Schutti O, Hirschbühl K, Inngjerdingen M, Deen D, Eiz-Vesper B, Schmid C, Schmetzer HM. In Vivo Induction of Leukemia-Specific Adaptive and Innate Immune Cells by Treatment of AML-Diseased Rats and Therapy-Refractory AML Patients with Blast Modulating Response Modifiers. Int J Mol Sci 2024; 25:13469. [PMID: 39769232 PMCID: PMC11679655 DOI: 10.3390/ijms252413469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2024] [Revised: 12/05/2024] [Accepted: 12/06/2024] [Indexed: 01/11/2025] Open
Abstract
There is a high medical need to develop new strategies for the treatment of patients with acute myeloid leukemia (AML) refractory to conventional therapy. In vitro, the combinations of the blast-modulatory response modifiers GM-CSF + Prostaglandin E1, (summarized as Kit M) have been shown to convert myeloid leukemic blasts into antigen-presenting dendritic cells of leukemic origin (DCleu) that were able to (re-)activate the innate and adaptive immune system, direct it specifically against leukemic blasts, and induce memory cells. This study aimed to investigate the immune modulatory capacity and antileukemic efficacy of Kit M in vivo. Brown Norway rats suffering from AML were treated with Kit M (twofold application). Blasts and immune cells were monitored in peripheral blood (PB) and spleen. Upon the observation of promising immune modulatory effects in the treated animals, two patients with AML refractory to multiple lines of therapy were offered treatment with Kit M on an individualized basis. Safety, as well as immunological and clinical effects, were monitored. Samples obtained from a third patient in similar clinical conditions not receiving Kit M were used as controls for immune monitoring tests. Animal experiments: Drugs were well tolerated by the treated animals. After 9 days of treatment, DCleu and memory-like T cells increased in the peripheral blood, whereas regulatory T cells, especially blasts, decreased in treated as compared to untreated control animals. Clinical courses: No severe side effects were observed. In patient 1482, PB blasts remained under the detection threshold during 27 days of treatment, thrombocytes were normalized, and (leukemia specific) immune effector cells of the adaptive and innate immune system increased up to 800-fold compared to the start of treatment. Patient 1601 responded with a 12% reduction in blasts in PB immediately after Kit M treatment. Several subtypes of (leukemia-specific) immune effector cells in PB increased up to four-fold during the 19 days of treatment. In contrast, immune-reactive cells decreased under mild chemotherapy in the PB of control patient 1511 with comparably refractory AML. Within the limitation of low numbers in both animal experiments and clinical applications, our data suggest that Kit M treatment of AML-diseased rats and patients is feasible and may induce leukemia-specific immune reactions and clinical improvement. A larger series and a prospective clinical trial will be required to confirm our observations. Beyond optimized doses and schedules of the applied compounds, the combination with other antileukemic strategies or the application of Kit M in less proliferative stages of the myeloid diseases need to be discussed. If effects are confirmed, the concept may add to the armamentarium of treatments for highly aggressive blood cancer.
Collapse
Affiliation(s)
- Michael Atzler
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| | - Tobias Baudrexler
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| | - Daniel Christoph Amberger
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| | - Nicole Rogers
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| | - Alexander Rabe
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| | - Joerg Schmohl
- Diaconia Hospital Stuttgart, 70176 Stuttgart, Germany;
| | - Ruixiao Wang
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
| | - Andreas Rank
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
- Department of Hematology and Oncology, Section for Stem Cell Transplantation, Augsburg University Hospital and Medical Faculty, 86156 Augsburg, Germany
| | - Olga Schutti
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Department of Hematology and Oncology, Section for Stem Cell Transplantation, Augsburg University Hospital and Medical Faculty, 86156 Augsburg, Germany
| | - Klaus Hirschbühl
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
- Department of Hematology and Oncology, Section for Stem Cell Transplantation, Augsburg University Hospital and Medical Faculty, 86156 Augsburg, Germany
| | | | - Diana Deen
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| | - Britta Eiz-Vesper
- Institute for Transfusion Medicine, Hannover Medical School, 30625 Hannover, Germany
| | - Christoph Schmid
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
- Department of Hematology and Oncology, Section for Stem Cell Transplantation, Augsburg University Hospital and Medical Faculty, 86156 Augsburg, Germany
| | - Helga Maria Schmetzer
- Medical Department III, Munich University Hospital, 81377 Munich, Germany (D.C.A.); (A.R.); (D.D.)
- Bavarian Cancer Research Center (BZKF), 80539 Munich, Germany (K.H.); (C.S.)
| |
Collapse
|
3
|
Waidhauser J, Gantner AK, Schifano P, Rippel K, Schiele S, Arndt TT, Müller G, Steinestel J, Rank A, Kröncke T. Influence of cryoablation versus operation on circulating lymphocyte subsets in patients with early-stage renal cell carcinoma. BMC Cancer 2024; 24:825. [PMID: 38987735 PMCID: PMC11238514 DOI: 10.1186/s12885-024-12596-w] [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: 08/07/2023] [Accepted: 07/02/2024] [Indexed: 07/12/2024] Open
Abstract
Immune response is known to play an important role in local tumor control especially in renal cell carcinoma (RCC), which is considered highly immunogenic. For localized tumors, operative resection or local ablative procedures such as cryoablation are common therapeutical options. For thermal ablative procedures such as cryoablation, additional immunological anti-tumor effects have been described.The purpose of this prospective study was to determine changes in peripheral blood circulating lymphocytes and various of their subsets in RCC patients treated with cryoablation or surgery in a longitudinal approach using extensive flow cytometry. Additionally, lymphocytes of RCC patients were compared to a healthy control group.We included 25 patients with RCC. Eight underwent cryoablation and 17 underwent surgery. Univariate and multivariable analysis revealed significantly lower values of B cells, CD4 and CD8 T cells, and various of their subsets in the treatment groups versus the healthy control group. Comparing the two different therapeutical approaches, a significant decline of various lymphocyte subsets with a consecutive normalization after three months was seen for the surgery group, whereas cryoablation led to increased values of CD69 + CD4 + and CD69 + CD8 + cell counts as well as memory CD8 + cells after three months.Treatment-naïve RCC patients showed lower peripheral blood lymphocyte counts compared to healthy controls. The post-treatment course revealed different developments of lymphocytes in the surgery versus cryoablation group, and only cryoablation seems to induce a sustained immunological response after three months.
Collapse
Affiliation(s)
- Johanna Waidhauser
- Department of Hematology and Oncology, University Medical Center Augsburg, Stenglinstr.2, 86156, Augsburg, Germany.
| | - Anna-Katharina Gantner
- Department of Hematology and Oncology, University Medical Center Augsburg, Stenglinstr.2, 86156, Augsburg, Germany
| | - Paola Schifano
- Department of Urology, University Medical Center Augsburg, Augsburg, Germany
| | - Katharina Rippel
- Department of Diagnostic and Interventional Radiology, University Medical Center Augsburg, Augsburg, Germany
| | - Stefan Schiele
- Institute of Mathematics, Faculty of Mathematics and Natural Sciences, University of Augsburg, Augsburg, Germany
| | - Tim Tobias Arndt
- Institute of Mathematics, Faculty of Mathematics and Natural Sciences, University of Augsburg, Augsburg, Germany
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, Augsburg, Germany
| | - Gernot Müller
- Institute of Mathematics, Faculty of Mathematics and Natural Sciences, University of Augsburg, Augsburg, Germany
| | - Julie Steinestel
- Department of Urology, University Medical Center Augsburg, Augsburg, Germany
| | - Andreas Rank
- Department of Hematology and Oncology, University Medical Center Augsburg, Stenglinstr.2, 86156, Augsburg, Germany
| | - Thomas Kröncke
- Department of Diagnostic and Interventional Radiology, University Medical Center Augsburg, Augsburg, Germany
| |
Collapse
|
4
|
Schmälter AK, Löhr P, Konrad M, Waidhauser J, Arndt TT, Schiele S, Thoma A, Hackanson B, Rank A. Alterations in Peripheral Lymphocyte Subsets under Immunochemotherapy in Stage IV SCLC Patients: Th17 Cells as Potential Early Predictive Biomarker for Response. Int J Mol Sci 2024; 25:5056. [PMID: 38791096 PMCID: PMC11121216 DOI: 10.3390/ijms25105056] [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: 03/30/2024] [Revised: 04/29/2024] [Accepted: 04/30/2024] [Indexed: 05/26/2024] Open
Abstract
UICC stage IV small-cell lung cancer (SCLC) is a highly aggressive malignancy without curative treatment options. Several randomized trials have demonstrated improved survival rates through the addition of checkpoint inhibitors to first-line platin-based chemotherapy. Consequently, a combination of chemo- and immunotherapy has become standard palliative treatment. However, no reliable predictive biomarkers for treatment response exist. Neither PD-L1 expression nor tumor mutational burden have proven to be effective predictive biomarkers. In this study, we compared the cellular immune statuses of SCLC patients to a healthy control cohort and investigated changes in peripheral blood B, T, and NK lymphocytes, as well as several of their respective subsets, during treatment with immunochemotherapy (ICT) using flow cytometry. Our findings revealed a significant decrease in B cells, while T cells showed a trend to increase throughout ICT. Notably, high levels of exhausted CD4+ and CD8+ cells, alongside NK subsets, increased significantly during treatment. Furthermore, we correlated decreases/increases in subsets after two cycles of ICT with survival. Specifically, a decrease in Th17 cells indicated a better overall survival. Based on these findings, we suggest conducting further investigation into Th17 cells as a potential early predictive biomarkers for response in patients receiving palliative ICT for stage IV SCLC.
Collapse
Affiliation(s)
- Ann-Kristin Schmälter
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
- Bavarian Cancer Research Center (BZKF), 86156 Augsburg, Germany
| | - Phillip Löhr
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
- Bavarian Cancer Research Center (BZKF), 86156 Augsburg, Germany
| | - Maik Konrad
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
| | - Johanna Waidhauser
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
| | - Tim Tobias Arndt
- Institute of Mathematics, University of Augsburg, 86159 Augsburg, Germany; (T.T.A.); (S.S.)
| | - Stefan Schiele
- Institute of Mathematics, University of Augsburg, 86159 Augsburg, Germany; (T.T.A.); (S.S.)
| | - Alicia Thoma
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
| | - Björn Hackanson
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
- Bavarian Cancer Research Center (BZKF), 86156 Augsburg, Germany
- Department of Medicine I, Medical Center, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Andreas Rank
- Department of Hematology and Oncology, Augsburg University Hospital and Medical Faculty, Comprehensive Cancer Center Augsburg, 86156 Augsburg, Germany; (P.L.); (M.K.); (J.W.); (A.T.); (B.H.); (A.R.)
| |
Collapse
|
5
|
Cao K, Wang X, Wang H, Xu C, Ma A, Zhang Y, Zheng M, Xu Y, Tang L. Phenotypic and functional exhaustion of circulating CD3 + CD56 + NKT-like cells in colorectal cancer patients. FASEB J 2024; 38:e23525. [PMID: 38430373 DOI: 10.1096/fj.202301743r] [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: 08/29/2023] [Revised: 12/11/2023] [Accepted: 02/16/2024] [Indexed: 03/03/2024]
Abstract
CD3+ CD56+ NKT-like cells are crucial to antitumor immune surveillance and defense. However, research on circulating NKT-like cells in colorectal cancer (CRC) patients is limited. This investigation selected 113 patients diagnosed with primary CRC for preoperative peripheral blood collection. The blood from 106 healthy donors at the physical examination center was acquired as a healthy control (HC). The distribution of lymphocyte subsets, immunophenotype, and functional characteristics of NKT-like cells was comprehensively evaluated. Compared to HC, primary CRC patients had considerably fewer peripheral NKT-like cells in frequency and absolute quantity, and the fraction of NKT-like cells was further reduced in patients with vascular invasion compared to those without. The NKT-like cells in CRC patients had a reduced fraction of the activating receptor CD16, up-regulated expression of inhibitory receptors LAG-3 and NKG2A, impaired production of TNF-α and IFN-γ, as well as degranulation capacity. Moreover, the increased frequency of NKG2A+ NKT-like cells and the decreased expression of activation-related molecules were significantly correlated with tumor progression. In detail, NKG2A+ NKT-like cells indicated increased PD-1 and Tim-3 and reduced TNF-α than NKG2A- subgroup. Blocking NKG2A in vitro restored cytokine secretion capacity in NKT-like cells from CRC patients. Altogether, this research revealed that circulating NKT-like cells in CRC patients exhibited suppressive phenotype and functional impairment, which was more pronounced in NKG2A+ NKT-like cells. These findings suggest that NKG2A blockade may restore anti-tumor effector function in NKT-like cells, which provides a potential target for immunotherapy in CRC patients.
Collapse
Affiliation(s)
- Kangli Cao
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Xiaowei Wang
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Hui Wang
- Centre of Clinical Laboratory, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
| | - Cairui Xu
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Along Ma
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Yuntao Zhang
- The First Clinical Medical School of Anhui Medical University, Hefei, Anhui, China
| | - Meijuan Zheng
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Yuanhong Xu
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Ling Tang
- Department of Clinical Laboratory, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| |
Collapse
|
6
|
Xu J, Hu Y, Zhao J, Kong X, Xia S, Dai S, Ding L, Bu T, Cao Y, Liu M, Yan L, Xiao Q, Guo H, Yuan Y, Xu D, Ding K. Single-cell sequencing reveals alterations in the peripheral blood mononuclear cell landscape and monocyte status during colorectal adenocarcinoma formation. Clin Transl Med 2024; 14:e1609. [PMID: 38488463 PMCID: PMC10941536 DOI: 10.1002/ctm2.1609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 02/11/2024] [Accepted: 02/17/2024] [Indexed: 03/18/2024] Open
Affiliation(s)
- Jiasheng Xu
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Yeting Hu
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Jie Zhao
- The State Key Laboratory of Neurology and Oncology Drug DevelopmentJiangsu Simcere Diagnostics Co., Ltd., Nanjing Simcere Medical Laboratory Science Co., Ltd.NanjingChina
| | - Xiangxing Kong
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Sijian Xia
- The State Key Laboratory of Neurology and Oncology Drug DevelopmentJiangsu Simcere Diagnostics Co., Ltd., Nanjing Simcere Medical Laboratory Science Co., Ltd.NanjingChina
| | - Siqi Dai
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Lei Ding
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Tongtong Bu
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Yue Cao
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Manjiao Liu
- The State Key Laboratory of Neurology and Oncology Drug DevelopmentJiangsu Simcere Diagnostics Co., Ltd., Nanjing Simcere Medical Laboratory Science Co., Ltd.NanjingChina
| | - Linlin Yan
- The State Key Laboratory of Neurology and Oncology Drug DevelopmentJiangsu Simcere Diagnostics Co., Ltd., Nanjing Simcere Medical Laboratory Science Co., Ltd.NanjingChina
| | - Qian Xiao
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Hao Guo
- The State Key Laboratory of Neurology and Oncology Drug DevelopmentJiangsu Simcere Diagnostics Co., Ltd., Nanjing Simcere Medical Laboratory Science Co., Ltd.NanjingChina
| | - Ying Yuan
- The Department of Medical Oncologythe Second Affiliated Hospital of Zhejiang UniversityHangzhouChina
| | - Dong Xu
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| | - Kefeng Ding
- Department of Colorectal SurgeryThe Second Hospital of Zhejiang University School of Medicine (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, and Key Laboratory of Medical Molecular Biology)Zhejiang UniversityHangzhouChina
- Zhejiang University Cancer InstituteHangzhouChina
| |
Collapse
|
7
|
Huang C, Ding J, Huang C, Yu L, Chitapanarux I, Mejia MBA, Fei Z, Chen C. Abnormal variation and prognostic significance of circulating immune cells in patients with nasopharyngeal carcinoma treated with chemoradiotherapy: a prospective cohort study. Transl Cancer Res 2023; 12:3718-3727. [PMID: 38192995 PMCID: PMC10774047 DOI: 10.21037/tcr-23-2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 12/08/2023] [Indexed: 01/10/2024]
Abstract
Background Circulating immune cells are associated with tumor development and poor prognosis in multiple solid tumors. However, the circulating immune-cell profile of nasopharyngeal carcinoma (NPC) remains largely unknown. Therefore, we aimed to determine the changes in immune status and the prognostic significance of circulating immune cells before and after chemoradiotherapy (CRT) in patients, which can provide clinicians with valuable insights to optimize treatment strategies, monitor immune function, and personalize interventions, ultimately improving patient outcomes. Methods Circulating immune cells before and after CRT in 77 patients with NPC and in 30 healthy controls were measured with flow cytometry. A thorough follow-up was conducted to assess prognosis outcomes, including local failure-free rate (LFFR), distant failure-free rate (DFFR), disease-free survival (DFS), and overall survival (OS). The differences of the subpopulation distribution in the two groups were determined by t-tests or Mann-Whitney tests. The paired t-test or Wilcoxon matched-pairs signed rank test was used to compare differences in lymphocyte subsets before and after CRT. The prognostic significance of lymphocyte subsets was evaluated by Kaplan-Meier analysis and Cox proportional hazards model. Results Compared with the control group, the NPC group showed significant decreases in the proportions of CD3+ cells, CD4+ T cells, CD8+CD28+ T cells, and CD19+ B cells as well as the CD4+:CD8+ ratio (P<0.05) but a significant increase in the proportion of natural killer (NK) cells (P<0.05). After CRT, the proportions of CD4+ cells, CD8+CD28+ T cells, and CD19+ B cells as well as the CD4+:CD8+ ratio were markedly decreased (P<0.05), while the proportions of CD8+ T cells and NK cells were significantly increased (P<0.05). Multivariate analysis showed that a lower percentage of CD19+ B cells [hazard ratio (HR) 6.550, 95% CI: 1.661-25.831; P=0.007] and a positive test for Epstein-Barr virus (EBV) DNA (HR 0.261, 95% CI: 0.074-0.926; P=0.038) before treatment independently predicted worse 5-year OS (P<0.05). Conclusions The disproportion of circulating immune cells was observed in patients with NPC before treatment. CRT further aggravated immune dysfunction. Notably, a lower percentage of CD19+ B cells and EBV DNA-positive status before treatment were independent predictors of a worse prognosis. Thus, the measurement of circulating immune cells may help elucidate immune function status and predict the outcomes of patients with NPC.
Collapse
Affiliation(s)
- Chaoxiong Huang
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Jianming Ding
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Chuanzhong Huang
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Ligen Yu
- Office of Data and Analytics, Nanyang Technological University, Singapore, Singapore
| | - Imjai Chitapanarux
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | | | - Zhaodong Fei
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| | - Chuanben Chen
- Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China
| |
Collapse
|
8
|
Paganetti H. A review on lymphocyte radiosensitivity and its impact on radiotherapy. Front Oncol 2023; 13:1201500. [PMID: 37601664 PMCID: PMC10435323 DOI: 10.3389/fonc.2023.1201500] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 07/17/2023] [Indexed: 08/22/2023] Open
Abstract
It is well known that radiation therapy causes lymphopenia in patients and that this is correlated with a negative outcome. The mechanism is not well understood because radiation can have both immunostimulatory and immunosuppressive effects. How tumor dose conformation, dose fractionation, and selective lymph node irradiation in radiation therapy does affect lymphopenia and immune response is an active area of research. In addition, understanding the impact of radiation on the immune system is important for the design and interpretation of clinical trials combining radiation with immune checkpoint inhibitors, both in terms of radiation dose and treatment schedules. Although only a few percent of the total lymphocyte population are circulating, it has been speculated that their increased radiosensitivity may contribute to, or even be the primary cause of, lymphopenia. This review summarizes published data on lymphocyte radiosensitivity based on human, small animal, and in vitro studies. The data indicate differences in radiosensitivity among lymphocyte subpopulations that affect their relative contribution and thus the dynamics of the immune response. In general, B cells appear to be more radiosensitive than T cells and NK cells appear to be the most resistant. However, the reported dose-response data suggest that in the context of lymphopenia in patients, aspects other than cell death must also be considered. Not only absolute lymphocyte counts, but also lymphocyte diversity and activity are likely to be affected by radiation. Taken together, the reviewed data suggest that it is unlikely that radiation-induced cell death in lymphocytes is the sole factor in radiation-induced lymphopenia.
Collapse
Affiliation(s)
- Harald Paganetti
- Department of Radiation Oncology, Massachusetts General Hospital, Boston MA, United States
- Harvard Medical School, Boston MA, United States
| |
Collapse
|
9
|
Alterations in Natural Killer Cells in Colorectal Cancer Patients with Stroma AReactive Invasion Front Areas (SARIFA). Cancers (Basel) 2023; 15:cancers15030994. [PMID: 36765951 PMCID: PMC9913252 DOI: 10.3390/cancers15030994] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2022] [Revised: 01/22/2023] [Accepted: 02/02/2023] [Indexed: 02/09/2023] Open
Abstract
BACKGROUND Recently, our group introduced Stroma AReactive Invasion Front Areas (SARIFA) as an independent prognostic predictor for a poorer outcome in colon cancer patients, which is probably based on immunologic alterations combined with a direct tumor-adipocyte interaction: the two together reflecting a distinct tumor biology. Considering it is already known that peripheral immune cells are altered in colorectal cancer (CRC) patients, this study aims to investigate the changes in lymphocyte subsets in SARIFA-positive cases and correlate these changes with the local immune response. METHODS Flow cytometry was performed to analyze B, T, and natural killer (NK) cells in the peripheral blood (PB) of 45 CRC patients. Consecutively, lymphocytes in PB, tumor-infiltrating lymphocytes (TILs), and CD56+ and CD57+ lymphocytes at the invasion front and the tumor center were compared between patients with SARIFA-positive and SARIFA-negative CRCs. RESULTS Whereas no differences could be observed regarding most PB lymphocyte populations as well as TILs, NK cells were dramatically reduced in the PB of SARIFA-positive cases. Moreover, CD56 and CD57 immunohistochemistry suggested SARIFA-status-dependent changes regarding NK cells and NK-like lymphocytes in the tumor microenvironment. CONCLUSION This study proves that our newly introduced biomarker, SARIFA, comes along with distinct immunologic alterations, especially regarding NK cells.
Collapse
|
10
|
Lu Y, Zhang Q, Wang J, Zhang L. Characteristics and postoperative dynamic changes in circulating CD4 + helper T lymphocytes in patients with breast cancer. Front Oncol 2023; 13:1118346. [PMID: 36925914 PMCID: PMC10011473 DOI: 10.3389/fonc.2023.1118346] [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: 12/07/2022] [Accepted: 02/17/2023] [Indexed: 03/08/2023] Open
Abstract
Introduction Circulating CD4+ helper T cell (Th) subsets provide potentially important information on disease progression in several cancers. In this study, we explored the characteristics and postoperative dynamic changes in circulating CD4+Th subsets in patients with breast cancer. Methods Circulating CD4+Th subsets, including CD4+ naive T cells (Tn), CD4+ central memory T cells (Tcm), CD4+ effector memory T cells (Tem), CD4+CD57+T, and CD4+PD-1+T, were detected with multiparameter flow cytometry. T-test and Wilcoxon rank-sum test were used to compare differences between groups for normally and non-normally distributed continuous variables, respectively. Postoperative dynamic changes in CD4+Th subsets were assessed using the paired-sample rank-sum test. Results Seventy-five patients with invasive breast cancer and fifty-three patients with benign breast tumors were enrolled. Compared with that in patients with benign tumors, the proportion of CD4+Tn in patients with breast cancer patients decreased, whereas the proportion and absolute number of CD4+CD57+T and CD4+PD-1+T increased. Moreover, the proportion of CD4+PD-1+T was correlated with the clinicopathology of breast cancer. After tumor resection, the proportion and absolute number of CD4+Tcm significantly decreased, while those of CD4+Tem significantly increased, compared with preoperative values. Tumor resection caused significant changes in the proportion and absolute number of CD4+CD57+T and CD4+PD-1+ T, both of which showed significant decreases. Discussion We found significant changes in circulating CD4+Th subsets in patients with breast cancer. Additionally, complete tumor resection can benefit the patient as it balances the patient's immunosuppression and immune stress and improves the immune exhaustion and immunosenescence states.
Collapse
Affiliation(s)
- Yan Lu
- Clinical Laboratory, DongYang People's Hospital, Dongyang, Zhejiang, China
| | - Qiaohong Zhang
- Clinical Laboratory, DongYang People's Hospital, Dongyang, Zhejiang, China
| | - Jiang Wang
- Department of Breast Surgery, DongYang People's Hospital, Dongyang, Zhejiang, China
| | - Longyi Zhang
- Clinical Laboratory, DongYang People's Hospital, Dongyang, Zhejiang, China
| |
Collapse
|
11
|
Circulating the HLA-DR+ T Cell Ratio Is a Prognostic Factor for Recurrence of Patients with Hepatocellular Carcinoma after Curative Surgery. JOURNAL OF ONCOLOGY 2023; 2023:1875153. [PMID: 36873738 PMCID: PMC9981292 DOI: 10.1155/2023/1875153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 01/28/2023] [Accepted: 01/30/2023] [Indexed: 02/25/2023]
Abstract
Background HLA-DR+ T cell, accounting for 1.2%-5.8% of peripheral lymphocyte, is a type of activated T lymphocyte. This retrospective study aimed to evaluate the prognostic value of HLA-DR+ T cell for progression-free survival (PFS) and overall survival (OS) in hepatocellular carcinoma (HCC) patients after curative surgery. Patients and Methods. Clinicopathological data of 192 patients who underwent curative resection for hepatocellular carcinoma in the affiliated hospital of Qingdao University between January 2013 and December 2021 were collected and analyzed. Statistical tests used in this study were the chi-square test and Fisher's exact test. The prognostic value of the HLA-DR+ T cell ratio was analyzed using univariate and multivariate Cox regression analyses. The Kaplan-Meier curves were drawn by the R programming language. Results HCC patients were divided into high (≥5.8%) and low (<5.8%) HLADR+ T cell ratio groups. Cox regression analysis indicated that a high HLA-DR+ T cell ratio was positively related to the PFS in HCC patients (P=0.003) and AFP-positive (≥20 ng/ml) HCC patients (P=0.020). HCC patients and AFP-positive HCC patients in the high HLA-DR+ T cell ratio group were prone to have a higher T cell ratio, a higher CD8+T cell ratio, and a lower B cell ratio than the low HLA-DR+ T cell ratio group. However, the HLA-DR+ T cell ratio was not a statistically significant predictor for OS in HCC patients (P=0.57) as well as PFS (P=0.088) and OS (P=0.63) in AFP-negative HCC patients. Conclusions This study confirmed that the HLA-DR+ T cell ratio was a significant predictor of PFS in HCC patients and AFP-positive HCC patients after curative surgery. This association may have guiding significance for the follow-up work of HCC patients after surgery.
Collapse
|
12
|
Analysis of Circulating Immune Subsets in Primary Colorectal Cancer. Cancers (Basel) 2022; 14:cancers14246105. [PMID: 36551592 PMCID: PMC9776578 DOI: 10.3390/cancers14246105] [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: 11/02/2022] [Revised: 12/06/2022] [Accepted: 12/10/2022] [Indexed: 12/14/2022] Open
Abstract
The development and progression of colorectal cancer (CRC) are known to be affected by the interplay between tumor and immune cells. However, the impact of CRC cells on the systemic immunity has yet to be elucidated. We aimed to comprehensively evaluate the circulating immune subsets and transcriptional profiles of CRC patients. In contrast to healthy controls (HCs), CRC patients had a lower percentage of B and T lymphocytes, T helper (Th) cells, non-classical monocytes, dendritic cells, and a higher proportion of polymorphonuclear myeloid-derived suppressor cells, as well as a reduced expression of CD69 on NK cells. Therefore, CRC patients exhibit a more evident systemic immune suppression than HCs. A diagnostic model integrating seven immune subsets was constructed to distinguish CRC patients from HCs with an AUC of 1.000. Moreover, NR3C2, CAMK4, and TRAT1 were identified as candidate genes regulating the number of Th cells in CRC patients. The altered composition of circulating immune cells in CRC could complement the regional immune status of the tumor microenvironment and contribute to the discovery of immune-related biomarkers for the diagnosis of CRC.
Collapse
|
13
|
Characteristics of circulating adaptive immune cells in patients with colorectal cancer. Sci Rep 2022; 12:18166. [PMID: 36307548 PMCID: PMC9616942 DOI: 10.1038/s41598-022-23190-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 10/26/2022] [Indexed: 12/31/2022] Open
Abstract
Adaptive immune cells prevent solid tumor progression by targeting and killing tumor cells. However, there are no comprehensive studies on peripheral circulating adaptive immune cell characterization in colorectal cancer (CRC) patients or the effect of tumor-node-metastasis (TNM) stages on these cells. In this study, the number, phenotype, and function of different subsets of circulating adaptive immune cells in peripheral blood of CRC patients were analyzed. We found remarkable differences in CRC patients compared with those in healthy controls, including reduced absolute counts of total T cells, helper T lymphocytes (Th), cytotoxic T lymphocytes (Tc), and double-negative T lymphocytes, a decreased proportion of INF-γ+ cells in total T cells and Th, and increased percentages of B cells, plasmablasts, and activated T cells. Compared with early-stage CRC patients, advanced-stage CRC patients showed more severe immunosenescence, which manifested as decreased proportions of CD8+ naive T cells with strong proliferative ability and CD8+ central memory T cells with immune surveillance function. Proportions and absolute counts of CD8+ and CD4+ terminally differentiated effector memory T cells were increased, indicating immunosenescence. The immune cell characteristics analyzed in this study serve as a starting point for further research to determine potential clinical implications.
Collapse
|
14
|
Waidhauser J, Nerlinger P, Sommer F, Wolf S, Eser S, Löhr P, Rank A, Märkl B. Circulating Lymphocytes Reflect the Local Immune Response in Patients with Colorectal Carcinoma. Diagnostics (Basel) 2022; 12:diagnostics12061408. [PMID: 35741218 PMCID: PMC9221878 DOI: 10.3390/diagnostics12061408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 06/03/2022] [Accepted: 06/04/2022] [Indexed: 12/04/2022] Open
Abstract
Tumor-infiltrating lymphocytes (TILs) correlate with the number and size of the surrounding lymph nodes in patients with colorectal carcinoma (CRC) and reflect the quality of the antitumor immune response. In this prospective study, we analyzed whether this response correlated with the circulating lymphocytes in peripheral blood (PB). In 47 patients with newly diagnosed CRC, flow cytometry was performed to analyze the B cells, T cells, NK cells, and a variety of their subsets in PB. The results were correlated with TILs in the resected tumor and with the number and size of the surrounding lymph nodes in nodal negative (N- patients (LN5: number of lymph nodes measuring ≥5 mm) and the metastasis-to-lymph node size ratio (MSR) in nodal positive patients (N+). Differences between the number of TILs could be seen between N+ and N- patients, dependent on the LN5 and MSR categories, with higher values in N- cases and in patients with a higher LN5 category or a lower MSR. Additionally, higher values of various circulating lymphocyte subgroups were observed in these patients. For the total PB lymphocytes, CD8 cells, and some of their subgroups, a positive correlation with the TILs was found. This study shows that circulating lymphocytes—in particular, cytotoxic T cells—correlate with the local antitumor immune response displayed by TILs and lymph node activation. Our findings indicate that local and generalized antitumor immune responses are concordant with their different components.
Collapse
Affiliation(s)
- Johanna Waidhauser
- Department of Hematology and Oncology, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (P.N.); (P.L.); (A.R.)
- Correspondence:
| | - Pia Nerlinger
- Department of Hematology and Oncology, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (P.N.); (P.L.); (A.R.)
| | - Florian Sommer
- Department of General, Visceral and Transplant Surgery, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (F.S.); (S.W.)
| | - Sebastian Wolf
- Department of General, Visceral and Transplant Surgery, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (F.S.); (S.W.)
| | - Stefan Eser
- Department of Gastroenterology and Infectious Diseases, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany;
| | - Phillip Löhr
- Department of Hematology and Oncology, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (P.N.); (P.L.); (A.R.)
| | - Andreas Rank
- Department of Hematology and Oncology, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany; (P.N.); (P.L.); (A.R.)
| | - Bruno Märkl
- General Pathology and Molecular Diagnostics, Medical Faculty, University of Augsburg, 86156 Augsburg, Germany;
| |
Collapse
|
15
|
Zhao L, Zhou T, Zhang W, Wu F, Jiang K, Lin B, Zhan S, Hu T, Tang T, Zhang Y, Luo D. Blood immune indexes can predict lateral lymph node metastasis of thyroid papillary carcinoma. Front Endocrinol (Lausanne) 2022; 13:995630. [PMID: 36147564 PMCID: PMC9487154 DOI: 10.3389/fendo.2022.995630] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Accepted: 08/15/2022] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVE To explore the clinical significance of blood immune indexes in predicting lateral lymph node metastasis (LLNM) of thyroid papillary carcinoma (PTC). METHODS The pathological data and preoperative blood samples of 713 patients that underwent thyroid surgery at affiliated Hangzhou First People's Hospital Zhejiang University School of Medicine from January 2013 to June 2021 were collected as the model group. The pathological data and preoperative blood samples of 177 patients that underwent thyroid surgery in the same hospital from July 2021 to October 2021 were collected as the external validation group. Univariate and multivariate logistic regression analyses were used to determine the independent risk factors of LLNM in PTC patients. A predictive model for assessing LLNM in PTC patients was established and externally validated using the external data. RESULTS According to univariate and multivariate logistic regression analyses, tumor diameter (P < 0.001, odds ratios (OR): 1.205, 95% confidence interval (CI): 1.162-1.249) and the preoperative systemic immune-inflammation index (SII) (P = 0.032, OR: 1.001, 95% CI: 1.000-1.002) were independent risk factors for distinguishing LLNM in PTC patients. When the Youden index was the highest, the area under the curve (AUC) was 0.860 (P < 0.001, 95% CI: 0.821-0.898). The externally validated AUC was 0.827 (P < 0.001, 95% CI: 0.724-0.929), the specificity was 86.4%, and the sensitivity was 69.6%. The calibration curve and the decision curve indicated that the model had good diagnostic value. CONCLUSION Blood immune indexes can reflect the occurrence of LLNM and the biological behavior of PTC. The predictive model established in combination with SII and tumor diameter can effectively predict the occurrence of LLNM in PTC patients.
Collapse
Affiliation(s)
- Lingqian Zhao
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Tianhan Zhou
- Hangzhou Traditional Chinese Medicine Hospital Affiliated to Zhejiang Chinese Medical University, The Department of General Surgery, Hangzhou, China
| | - Wenhao Zhang
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Fan Wu
- Affiliated Hangzhou First People’s Hospital Zhejiang University School of Medicine, Department of Oncological Surgery, Hangzhou, China
| | - Kecheng Jiang
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Bei Lin
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Siqi Zhan
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Tao Hu
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Tian Tang
- Zhejiang Chinese Medical University, Fourth Clinical Medical College, Hangzhou, China
| | - Yu Zhang
- Affiliated Hangzhou First People’s Hospital Zhejiang University School of Medicine, Department of Oncological Surgery, Hangzhou, China
| | - Dingcun Luo
- Affiliated Hangzhou First People’s Hospital Zhejiang University School of Medicine, Department of Oncological Surgery, Hangzhou, China
- *Correspondence: Dingcun Luo,
| |
Collapse
|