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Guo H, Zhang J, Li Y, Pan X, Sun C. Advanced pathological subtype classification of thyroid cancer using efficientNetB0. Diagn Pathol 2025; 20:28. [PMID: 40055769 PMCID: PMC11887243 DOI: 10.1186/s13000-025-01621-6] [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: 07/11/2024] [Accepted: 02/18/2025] [Indexed: 05/13/2025] Open
Abstract
BACKGROUND Thyroid cancer is a prevalent malignancy requiring accurate subtype identification for effective treatment planning and prognosis evaluation. Deep learning has emerged as a valuable tool for analyzing tumor microenvironment features and distinguishing between pathological subtypes, yet the interplay between microenvironment characteristics and clinical outcomes remains unclear. METHODS Pathological tissue slices, gene expression data, and protein expression data were collected from 118 thyroid cancer patients with various subtypes. The data underwent preprocessing, and 10 AI models, including EfficientNetB0, were compared. EfficientNetB0 was selected, trained, and validated, with microenvironment features such as tumor-immune cell interactions and extracellular matrix (ECM) composition extracted from the samples. RESULTS The study demonstrated the high accuracy of the EfficientNetB0 model in differentiating papillary, follicular, medullary, and anaplastic thyroid carcinoma subtypes, surpassing other models in performance metrics. Additionally, the model revealed significant correlations between microenvironment features and pathological subtypes, impacting disease progression, treatment response, and patient prognosis. CONCLUSION The research establishes the effectiveness of the EfficientNetB0 model in identifying thyroid cancer subtypes and analyzing tumor microenvironment features, providing insights for precise diagnosis and personalized treatment. The results enhance our understanding of the relationship between microenvironment characteristics and pathological subtypes, offering potential molecular targets for future treatment strategies.
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Affiliation(s)
- Hongpeng Guo
- Department of General Surgery, The Second Hospital Affiliated to Shenyang Medical College, No.64, Qishan West Road, Huanggu District, Shenyang, Liaoning, 110002, China
| | - Junjie Zhang
- Department of Pathology, Central Hospital Affiliated to Shenyang Medical College, Shenyang, Liaoning, 110024, China
| | - You Li
- Department of General Surgery, The Second Hospital Affiliated to Shenyang Medical College, No.64, Qishan West Road, Huanggu District, Shenyang, Liaoning, 110002, China
| | - Xinghe Pan
- Department of General Surgery, The Second Hospital Affiliated to Shenyang Medical College, No.64, Qishan West Road, Huanggu District, Shenyang, Liaoning, 110002, China.
| | - Chenglin Sun
- Department of General Surgery, The Second Hospital Affiliated to Shenyang Medical College, No.64, Qishan West Road, Huanggu District, Shenyang, Liaoning, 110002, China.
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Lv Y, Gai K, Ding X, Sun W. Soluble forms of PD-1 and sPD-L1/2 in serum and urine of patients with head and neck cancer and their clinical significance. Biotechnol Genet Eng Rev 2024; 40:2234-2245. [PMID: 37057626 DOI: 10.1080/02648725.2023.2199237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 03/30/2023] [Indexed: 04/15/2023]
Abstract
This study explored the soluble forms of PD-1 and sPD-L1/2 in serum and urine of patients with head and neck cancer (HNCs) and associated the data with clinical state and 5-year survival. The sPD-1 and sPD-L1/2 levels were evaluated by ELISA in sufferers (N=110) and normal controls (N=82). Patients in the case group were more likely to be male smokers or former smokers. Compared with the normal control group, the serum levels of sPD-1, sPD-L1 and sPD-L2 and the urine level of sPD-L1 in patients with HNCs were increased. Furthermore, sPD-1 and sPD-L1 serum levels existed a positive connection, and sPD-1 and sPD-L2 serum levels positively correlated in HNCs sufferers. The urine sPD-1 and sPD-L1 had a positive relationship. sPD-1 serum levels had a positive connection with urine sPD-1, sPD-L1 urine levels had a positive relationship with sPD-L1, and sPD-L2 serum levels positively connected to urine sPD-L2. Lower serum sPD-1 and sPD-L1/L2 were associated with disease progression and survival at the examination time. sPD-1 and sPD-L1/L2 serum levels above median were markedly related to a decreased probability of 5-years OS in patients with HNCs. The sPD-1 and sPD-L1/2 were complementary markers representing clinical condition and illness outcomes for HNCs patients. The sPD-L1 might accelerate the characterization of high-risk patients with disapproving illness outcomes. sPD-1 and sPD-L1/2 could be easily accessed through liquid biopsy. The incorporation of them as indicators for risk evaluation throughout treatment scheduling and follow-up seems to be an appreciated method.
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Affiliation(s)
- Yan Lv
- Department of Eastern Hospital Oncology, Qingdao Municipal Hospital, Qingdao, Shandong, China
| | - Kai Gai
- Department of Oncology, Qingdao Hospital, University of Health and Rehabilitation Sciences (Qingdao Municipal Hospital), Qingdao, Shandong, China
| | - Xia Ding
- Department of Oncology, Qingdao Hospital, University of Health and Rehabilitation Sciences (Qingdao Municipal Hospital), Qingdao, Shandong, China
| | - Weihua Sun
- Department of Oncology, Qingdao Hospital, University of Health and Rehabilitation Sciences (Qingdao Municipal Hospital), Qingdao, Shandong, China
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Mori S, Maiguma T, Yoshii K, Moriya Y, Takada R, Shinkai F, Haruki Y, Hashimoto H, Komoto A, Takayanagi K, Tamura K, Okura Y, Sugiyama T, Shimada K. Effect of the thyroid transcription factor 1 expression and treatment discontinuation due to adverse events on progression-free survival in patients with advanced non-squamous non-small cell lung cancer treated with pembrolizumab plus pemetrexed and platinum chemotherapy: a Japanese four-hospital, retrospective study. Am J Cancer Res 2024; 14:3852-3858. [PMID: 39267683 PMCID: PMC11387863 DOI: 10.62347/jtwp3747] [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: 04/18/2024] [Accepted: 07/21/2024] [Indexed: 09/15/2024] Open
Abstract
Although a significant improvement in progression-free survival (PFS) has been reported in the thyroid transcription factor 1 (TTF-1) positive patients under treatment for non-squamous non-small cell lung cancer (NS-NSCLC), including immune checkpoint inhibitor therapy, the association between TTF-1 expression and adverse event occurrence remains unclear. Therefore, this study investigated the impact of TTF-1 and its adverse events on PFS during pembrolizumab plus pemetrexed and platinum chemotherapy for NS-NSCLC. Patients who received the pembrolizumab plus pemetrexed and platinum chemotherapy from 1/1/2018 to 12/31/2022 and whose TTF-1 expression was measured were included in the study. This was a retrospective study conducted using electronic medical records. The mean age of the 79 patients was 67.5 ± 8.4 years, with 75.95% patients being male. Among them, 59.49% were TTF-1 positive. PFS comparison between TTF-1-positive and -negative patients showed a trend toward longer PFS for TTF-1 positive patients, though the results were statistically insignificant (P = 0.190). Proportional hazards analysis indicated significant PFS extension from treatment interruption, as adverse events related to cancer therapy stopped (hazard ratio [HR] = 0.32, P = 0.005) and the number of anticancer agents used (HR = 0.01, P < 0.001). Additionally, pembrolizumab plus pemetrexed and platinum chemotherapy for TTF-1-positive NS-NSCLC significantly extended PFS after treatment discontinuation as related adverse events stopped (827 vs. 210 days, P = 0.021). Measurement of TTF-1 may accordingly serve as a predictor of treatment response to the pembrolizumab plus pemetrexed and platinum chemotherapy. It may also be a predictor of patient prognosis when treatment is discontinued due to related adverse events.
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Affiliation(s)
- Shoma Mori
- Department of Pharmacy, Tsuyama Chuo Hospital Okayama, Japan
- Graduate School of Clinical Pharmacy, Shujitsu University Okayama, Japan
| | - Takayoshi Maiguma
- Graduate School of Clinical Pharmacy, Shujitsu University Okayama, Japan
- School of Pharmacy, Shujitsu University Okayama, Japan
| | | | - Yasushi Moriya
- Department of Pharmacy, Kurashiki Central Hospital Okayama, Japan
| | - Ryo Takada
- Department of Pharmacy, NHO Fukuyama Medical Center Hiroshima, Japan
| | - Fumitaka Shinkai
- Department of Pharmacy, NHO Okayama Medical Center Okayama, Japan
| | - Yuto Haruki
- Department of Pharmacy, Tsuyama Chuo Hospital Okayama, Japan
| | | | | | | | - Koji Tamura
- Department of Pharmacy, NHO Fukuyama Medical Center Hiroshima, Japan
| | - Yusuke Okura
- Department of Pharmacy, NHO Okayama Medical Center Okayama, Japan
| | | | - Kenichi Shimada
- Graduate School of Clinical Pharmacy, Shujitsu University Okayama, Japan
- School of Pharmacy, Shujitsu University Okayama, Japan
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Sun Z, Xiao X, Liang S, Ma H, Sun Y, Zhao L, Wang C, Chang X, Zhao H, Guo H, Zhang Z. Consistency Analysis of Programmed Death Ligand 1 Expression in Non-Small Cell Lung Cancer Between Pleural Effusion and Matched Primary Lung Cancer Tissues by Immunohistochemical Double Staining. J Transl Med 2024; 104:102058. [PMID: 38626874 DOI: 10.1016/j.labinv.2024.102058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 02/14/2024] [Accepted: 04/05/2024] [Indexed: 05/12/2024] Open
Abstract
In clinical practice, programmed death ligand 1 (PD-L1) detection is prone to nonspecific staining due to the complex cellular composition of pleural effusion smears. In this study, diaminobenzidine (DAB) and 3-amino-9-ethylcarbazole (AEC) immunohistochemistry double staining was performed to investigate PD-L1 expression in tumor cells from malignant pleural effusion (MPE). MPE was considered as a metastasis in non-small cell lung cancer patients; thus, the heterogeneity between metastatic and primary lung cancer was revealed as well. Ninety paired specimens of MPE cell blocks and matched primary lung cancer tissues from non-small cell lung cancer patients were subjected to PD-L1 and thyroid transcription factor-1(TTF-1)/p63 immunohistochemistry double staining. Two experienced pathologists independently evaluated PD-L1 expression using 3 cutoffs (1%, 10%, and 50%). PD-L1 expression in MPE was strongly correlated with that in matched primary lung cancer tissues (R = 0.813; P < .001). Using a 4-tier scale (cutoffs: 1%, 10%, and 50%), the concordance was 71.1% (Cohen's κ = .534). Using a 2-tier scale, the concordance was 75.6% (1%, Cohen's κ = 0.53), 78.9% (10%, Cohen's κ = 0.574), and 95.6% (50%, Cohen's κ = 0.754). The rates of PD-L1 positivity in MPE (56.7%) were higher than that in lung tissues (32.2%). All 27 discordant cases had higher scores in MPE. The double-staining method provided superior identification of PD-L1-positive tumor cells on a background with nonspecific staining. In conclusion, PD-L1 expression was moderately concordant between metastatic MPE cell blocks and matched primary lung carcinoma tissues, with variability related to tumor heterogeneity. MPE should be considered to detect PD-L1 when histological specimens are unattainable, especially when PD-L1 expression is >50%. PD-L1 positivity rates were higher in MPE. Double staining can improve PD-L1 detection by reducing false-negative/positive results.
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Affiliation(s)
- Zihan Sun
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiaoyue Xiao
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shuo Liang
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Haiyue Ma
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yue Sun
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Linlin Zhao
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Cong Wang
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xinxiang Chang
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Huan Zhao
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Huiqin Guo
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhihui Zhang
- Cytopathology Section, Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
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Impact of Results of TTF-1 Immunostaining on Efficacy of Platinum-Doublet Chemotherapy in Japanese Patients with Nonsquamous Non-Small-Cell Lung Cancer. J Clin Med 2022; 12:jcm12010137. [PMID: 36614938 PMCID: PMC9821382 DOI: 10.3390/jcm12010137] [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: 10/30/2022] [Revised: 12/12/2022] [Accepted: 12/21/2022] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Pemetrexed is a key drug in chemotherapy for nonsquamous non-small-cell lung cancer (nonsq NSCLC). Several studies have reported thyroid transcription factor-1 (TTF-1) as a biomarker of the efficacy in chemotherapy regimens, including pemetrexed in non-Asian people. OBJECTIVE We aimed to examine the impact of the results of the TTF-1 immunostaining of tumor cells on the therapeutic effect of chemotherapy in Japanese patients with nonsq NSCLC. METHODS We examined the results of TTF-1 immunostaining and the clinical background of Japanese patients with nonsq NSCLC who received platinum-doublet chemotherapy at our hospital, from April 2009 to April 2021, and the correlation between regimens with or without pemetrexed in progression-free survival (PFS) and overall survival (OS). The efficacy of each regimen was then compared between TTF-1-positive and TTF-1-negative tumors. RESULTS TTF-1 immunostaining was performed in 145 patients during the study period: 92 were positive, and 53 were negative. A total of 24 patients presented with EGFR/ALK gene abnormality (16.6%). The PFS and OS of patients who were TTF-1-positive tended to be longer than those of the patients who were TTF-1-negative under either regimen. In other words, patients who were TTF-1-negative were frequently resistant to numerous chemotherapy drugs and experienced a poor prognosis under both regimens. The OS of patients who were TTF-1-positive and treated with the pemetrexed regimen was significantly longer than those on regimens without pemetrexed (963 vs. 412 days, HR = 0.73; 95% CI 0.55-0.96, p = 0.022), whereas there was no difference in PFS. CONCLUSIONS The positivity of TTF-1 immunostaining in tumors could be a predominant prognostic marker for patients who have advanced nonsq NSCLC. Our analysis examined the possibility of a pemetrexed regimen leading to a longer prognosis in Asian patients who were TTF-1-positive for nonsq NSCLC, as shown in previous studies.
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Campelos S, Polónia A, Caramelo A, Curado M, Eloy C. p40/PD-L1 and TTF1/PD-L1 Immunohistochemical Double Staining Contributes to Intraindividual Variability Associated With PD-L1 Staining Interpretation in Lung Cancer Samples. Appl Immunohistochem Mol Morphol 2022; 30:165-170. [PMID: 35262521 DOI: 10.1097/pai.0000000000000999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Accepted: 11/08/2021] [Indexed: 12/24/2022]
Abstract
The important developments achieved in recent years with a consequent paradigm shift in the treatment of non-small cell lung cancer (NSCLC), including the latest immune checkpoint inhibitors, have led to an increasing need to optimize the scarce material usually available in the diagnosis of these tumors. In this sense, this study intends to evaluate the performance of double immunohistochemistry (IHC) in comparison to simple IHC for programmed death-ligand 1 (PD-L1) evaluation with 22C3 clone for selection to therapy with pembrolizumab. For that, 38 histologic samples of NSCLC small biopsies sent to our laboratory were selected. Double IHC were performed with the doublets TTF1/PD-L1 and p40/PD-L1, after all the usual diagnostic routine and molecular study was performed. The slides were interpreted by 2 independent pathologists and the results obtained were compared with each other and with the results obtained at diagnosis. A perfect agreement was observed when comparing the immunoexpression of TTF1 and p40 in double IHC in relation to single IHC. Although the agreement was substantial in the analysis of the positive/negative PD-L1 IHC (81.6% to 92.1%; κ=0.610 to 0.829) and in the analysis of the 50% cut-off (86.8% to 89.5%; κ=0.704 to 0.759), it fell short of the expected and desirable agreement for a biomarker such as PD-L1, since this result will have a major role in the institution of a treatment. In conclusion, this small series does not allow us to recommend this methodology for the evaluation of the PD-L1 biomarker in double staining IHC with the 22C3 clone for therapy selection.
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Affiliation(s)
- Sofia Campelos
- Laboratory of Pathology, Ipatimup-Institute of Molecular Pathology and Immunology of University of Porto
- Institute for Research and Innovation in Health, University of Porto
| | - António Polónia
- Laboratory of Pathology, Ipatimup-Institute of Molecular Pathology and Immunology of University of Porto
- Institute for Research and Innovation in Health, University of Porto
| | - Ana Caramelo
- Laboratory of Pathology, Ipatimup-Institute of Molecular Pathology and Immunology of University of Porto
- Institute for Research and Innovation in Health, University of Porto
| | - Mónica Curado
- Laboratory of Pathology, Ipatimup-Institute of Molecular Pathology and Immunology of University of Porto
- Institute for Research and Innovation in Health, University of Porto
| | - Catarina Eloy
- Laboratory of Pathology, Ipatimup-Institute of Molecular Pathology and Immunology of University of Porto
- Institute for Research and Innovation in Health, University of Porto
- FMUP-Faculty of Medicine, University of Porto, Porto, Portugal
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Thyroid Transcription Factor-1: Structure, Expression, Function and Its Relationship with Disease. BIOMED RESEARCH INTERNATIONAL 2021; 2021:9957209. [PMID: 34631891 PMCID: PMC8494563 DOI: 10.1155/2021/9957209] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2021] [Revised: 08/09/2021] [Accepted: 08/25/2021] [Indexed: 01/14/2023]
Abstract
Thyroid transcription factor-1 (TTF-1/NKx2.1) is a member of the NKx2 tissue-specific transcription factor family, which is expressed in thyroid follicle, parathyroid gland, alveolar epithelium, and diencephalon which originated from ectoderm, and participates in the differentiation, development, and functional maintenance of the above organs. Recent studies have shown that the abnormal expression of TTF-1 is closely related to the occurrence of a variety of human diseases and can be used as a potential new target for the diagnosis and treatment of related diseases. In this article, in order to strengthen the systematic understanding of TTF-1 and promote the progress of related research, we reviewed the structure, expression regulation, biological functions of TTF-1, and its role in the occurrence and development of human-related clinical diseases. Meanwhile, we prospect the future research direction of TTF-1, which might ultimately contribute to the understanding of the pathogenesis of related clinical diseases and the development of new prevention and treatment strategies.
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