thyroid carcinoma

甲状腺癌
  • 文章类型: Journal Article
    高光谱成像(HSI)是用于肿瘤应用的新兴成像模式,可以通过数字病理学改善癌症检测。
    该研究旨在强调使用HSI和数据增强方法在苏木精和伊红(H&E)染色的组织学切片中检测甲状腺癌边缘的准确性和敏感性。
    使用自动显微成像系统,我们从65个H&E染色的人甲状腺载玻片上捕获了2599个高光谱图像。然后将图像预处理为153,906个尺寸为250×250×84像素的图像块。我们修改了TimeSformer网络架构,使用交替的光谱注意层和空间注意层。我们基于RandAugment算法为HSI实现了几种数据增强方法。我们比较了TimeSformer在HSI上的表现与预训练的ConvNext和预训练的视觉变压器(ViT)网络在红色上的表现,绿色,和蓝色(RGB)图像。最后,我们在经过训练的TimeSformer网络上应用了注意力展开技术来识别网络关注的生物学特征。
    在测试数据集中,TimeSformer实现了90.87%的准确度,加权F1得分为89.79%,灵敏度为91.50%,接受手术者特征曲线下面积(AU-ROC)评分为97.04%。此外,TimeSformer产生甲状腺癌肿瘤边缘,平均Jaccard评分为0.76mm。没有数据增强,TimeSformer的准确率为88.23%,加权F1得分为86.46%,灵敏度为85.53%,AU-ROC得分为94.94%。相比之下,ViT网络达到了89.98%的准确率,加权F1得分88.14%,灵敏度为84.77%,和96.17%的AU-ROC。我们的可视化结果表明,该网络关注生物学特征。
    使用高光谱组织学数据训练的TimeSformer模型始终优于传统的基于RGB的模型,突出了恒生指数在这一背景下的优越性。我们提出的增强方法提高了准确性,F1分,和敏感度得分。
    UNASSIGNED: Hyperspectral imaging (HSI) is an emerging imaging modality for oncological applications and can improve cancer detection with digital pathology.
    UNASSIGNED: The study aims to highlight the increased accuracy and sensitivity of detecting the margin of thyroid carcinoma in hematoxylin and eosin (H&E)-stained histological slides using HSI and data augmentation methods.
    UNASSIGNED: Using an automated microscopic imaging system, we captured 2599 hyperspectral images from 65 H&E-stained human thyroid slides. Images were then preprocessed into 153,906 image patches of dimension 250 × 250 × 84   pixels . We modified the TimeSformer network architecture, which used alternating spectral attention and spatial attention layers. We implemented several data augmentation methods for HSI based on the RandAugment algorithm. We compared the performances of TimeSformer on HSI against the performances of pretrained ConvNext and pretrained vision transformers (ViT) networks on red, green, and blue (RGB) images. Finally, we applied attention unrolling techniques on the trained TimeSformer network to identify the biological features to which the network paid attention.
    UNASSIGNED: In the testing dataset, TimeSformer achieved an accuracy of 90.87%, a weighted F 1 score of 89.79%, a sensitivity of 91.50%, and an area under the receiving operator characteristic curve (AU-ROC) score of 97.04%. Additionally, TimeSformer produced thyroid carcinoma tumor margins with an average Jaccard score of 0.76 mm. Without data augmentation, TimeSformer achieved an accuracy of 88.23%, a weighted F 1 score of 86.46%, a sensitivity of 85.53%, and an AU-ROC score of 94.94%. In comparison, the ViT network achieved an 89.98% accuracy, an 88.14% weighted F 1 score, an 84.77% sensitivity, and a 96.17% AU-ROC. Our visualization results showed that the network paid attention to biological features.
    UNASSIGNED: The TimeSformer model trained with hyperspectral histological data consistently outperformed conventional RGB-based models, highlighting the superiority of HSI in this context. Our proposed augmentation methods improved the accuracy, the F 1 score, and the sensitivity score.
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  • 文章类型: Case Reports
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  • 文章类型: Journal Article
    背景:技术使我们能够预测组织病理学诊断,但是高成本阻碍了这些可能性的大规模使用。目前在良性甲状腺疾病中手术的宽松指征导致偶发甲状腺癌的频率上升,尤其是低风险乳头状微癌。
    方法:我们根据超声特征选择了148例甲状腺结节患者,并通过细针穿刺细胞学(FNAC)和前瞻性BRAF收集对70例患者进行了调查。此外,我们选择了44例甲状腺结节患者,使用半定量功能成像与肿瘤学,99mTc-甲氧基-异丁基-异腈(99mTc-MIBI)放射性示踪剂。
    结果:根据甲状腺切除术患者的最终组织病理学报告,为了获得模式,我们在机器学习程序(AI)中引入了结果。对于半定量功能视觉模式成像,我们发现了33%的敏感度,特异性为66.67%,准确率为60%,负预测值(NPV)为88.6%。对于冲洗指数(WOind),我们发现灵敏度为57.14%,特异性为50%,准确率为70%,净现值为90.06%。FNAC中BRAF的结果包括87.50%的灵敏度,75.00%的特异性,83.33%的准确度,75.00%NPV和87.50%PPV。在我们的小队列中,恶性肿瘤的患病率为11.4%。
    结论:我们打算继续结合术前检查,如FNAC的分子检测,99mTc-MIBI扫描和AI训练,并在更大的队列中获得结果。这些调查的结合可能会产生一种高效且具有成本效益的诊断工具,但在更大范围内确认结果是必要的。
    BACKGROUND: Technology allows us to predict a histopathological diagnosis, but the high costs prevent the large-scale use of these possibilities. The current liberal indication for surgery in benign thyroid conditions led to a rising frequency of incidental thyroid carcinoma, especially low-risk papillary micro-carcinomas.
    METHODS: We selected a cohort of 148 patients with thyroid nodules by ultrasound characteristics and investigated them by fine needle aspiration cytology (FNAC)and prospective BRAF collection for 70 patients. Also, we selected 44 patients with thyroid nodules using semi-quantitative functional imaging with an oncological, 99mTc-methoxy-isobutyl-isonitrile (99mTc-MIBI) radiotracer.
    RESULTS: Following a correlation with final histopathological reports in patients who underwent thyroidectomy, we introduced the results in a machine learning program (AI) in order to obtain a pattern. For semi-quantitative functional visual pattern imaging, we found a sensitivity of 33%, a specificity of 66.67%, an accuracy of 60% and a negative predicting value (NPV) of 88.6%. For the wash-out index (WOind), we found a sensitivity of 57.14%, a specificity of 50%, an accuracy of 70% and an NPV of 90.06%.The results of BRAF in FNAC included 87.50% sensitivity, 75.00% specificity, 83.33% accuracy, 75.00% NPV and 87.50% PPV. The prevalence of malignancy in our small cohort was 11.4%.
    CONCLUSIONS: We intend to continue combining preoperative investigations such as molecular detection in FNAC, 99mTc-MIBI scanning and AI training with the obtained results on a larger cohort. The combination of these investigations may generate an efficient and cost-effective diagnostic tool, but confirmation of the results on a larger scale is necessary.
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  • 文章类型: Journal Article
    与单独使用TT相比,甲状腺全切除术(TT)和中央颈淋巴结清扫术(CND)对减少局部复发具有显着作用。在所有具有治疗目的的病例中进行了颈外侧夹层(LND)。在随访期间,在中央和/或颈侧室中出现一个或多个肿大的淋巴结,可以怀疑淋巴结复发。
    从2018年1月至2023年11月,福贾综合诊所大学普通外科部门的16例患者在先前接受了中央和外侧宫颈夹层的全甲状腺切除术后,由于淋巴结复发而接受了再次手术。
    所有手术干预均由手术外科医生进行术中超声检查。在所有情况下,对可疑淋巴结的超声鉴定导致组织学确认为恶性肿瘤。仅在两种情况下,有必要进行临时术中组织学检查。术中无并发症发生。
    淋巴结复发患者的手术再干预具有挑战性,需要跨学科团队成员的评估。理想的方法应该是经济上方便,易于练习,有了快速的学习曲线,易于重现,对病人来说是安全的。术中,超声引导,是一种安全有效的技术。它有助于肿瘤的定位和切除,尤其是需要再次手术的颈部手术的患者。
    UNASSIGNED: Total thyroidectomy (TT) and central neck dissection (CND) had a significant effect on the reduction of local recurrence compared with TT alone. Lateral Neck Dissection (LND) was performed in all the cases with therapeutic intent. The suspicion of nodal recurrence is provided by the appearance of one or more enlarged nodes in the central and/or laterocervical compartment during the follow up period.
    UNASSIGNED: From January 2018 to November 2023, 16 patients at the University General Surgery unit of the Polyclinic of Foggia underwent reoperation due to nodal recurrence after previously undergoing total thyroidectomy with central and lateral cervical dissection.
    UNASSIGNED: All surgical interventions were approached with intraoperative ultrasound performed by the operating surgeon. In all cases, ultrasound identification of the suspicious lymph node led to histological confirmation of malignancy. In only two cases it was necessary to carry out an extemporaneous intraoperative histological examination. No complications were recorded during the operations.
    UNASSIGNED: Surgical reintervention in patients with nodal recurrence is challenging and requires an assessment by members of the interdisciplinary team. The ideal method should be economically convenient, easy to practice, with a quick learning curve, easily reproducible, and safe for patients. Intraoperative, ultrasound-guided, is a safe and effective technique. It facilitates tumor localization and removal, especially in patients requiring re-operative neck surgery.
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  • 文章类型: Journal Article
    分化型高级别甲状腺癌(DHGTC)是甲状腺恶性肿瘤范围内的一个新子集。这篇综述旨在全面概述DHGTC,着眼于它的历史视角,诊断,临床特征,分子概况,管理,和预后。DHGTC显示介于高分化甲状腺癌和间变性甲状腺癌之间的中间预后。以前未列举的,这个实体现在因其重大影响而受到认可。DHGTC患者通常在患有晚期疾病的年龄较大时出现,并表现出侵袭性临床行为。分子上,DHGTC与其他甲状腺恶性肿瘤有相似之处,携带驱动突变,如BRAFV600E和RAS,以及额外的晚期突变。DHGTC的独特行为和组织学特征强调了对预后和治疗选择进行精确分类的必要性。这凸显了病理学家准确诊断和识别的至关重要性,以进一步丰富对该实体的未来研究。
    Differentiated high-grade thyroid carcinoma (DHGTC) is a new subset within the spectrum of thyroid malignancies. This review aims to provide a comprehensive overview of DHGTC, focusing on its historical perspective, diagnosis, clinical characteristics, molecular profiles, management, and prognosis. DHGTC demonstrates an intermediate prognosis that falls between well-differentiated thyroid carcinoma and anaplastic thyroid carcinoma. Previously unenumerated, this entity is now recognized for its significant impact. Patients with DHGTC often present at an older age with advanced disease and exhibit aggressive clinical behavior. Molecularly, DHGTC shares similarities with other thyroid malignancies, harboring driver mutations such as BRAFV600E and RAS, along with additional late mutations. The unique behavior and histologic features of DHGTC underscore the necessity of precise classification for prognostication and treatment selection. This highlights the critical importance of accurate diagnosis and recognition by pathologists to enrich future research on this entity further.
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  • 文章类型: Journal Article
    甲状腺癌的发病率在全球范围内呈上升趋势,儿童暴露于辐射是其出现的唯一公认的催化剂。尽管如此,许多其他可能构成风险的因素正在等待彻底的检查和验证。这项回顾性研究旨在探讨与甲状腺癌相关的恶性肿瘤,并对比患有孤立性肿瘤的人与患有多原发性肿瘤(MPN)的人的生存率。
    这项回顾性研究检查了侯赛因国王癌症中心(KHCC)的数据,乔丹。在563名诊断为甲状腺癌的患者中,30例患者患有甲状腺恶性肿瘤作为MPN的一部分。对于1:3的倾向得分匹配分析,还纳入了90例仅患有原发性甲状腺恶性肿瘤的患者。
    血液和乳腺恶性肿瘤是除甲状腺肿瘤外最常见的癌症。患有MPN的患者在年龄较大时被诊断出,体重指数较高,甲状腺球蛋白抗体水平较高(每次p<0.05)。此外,MPN患者表现出更强的癌症家族史(p=0.002)。135个月的中位随访时间显示,与单发肿瘤患者相比,MPN患者的5年生存率较差(分别为87%和100%;p<0.01)。然而,两组的5年无事件生存率无差异.
    MPN与甲状腺癌患者的生存结果显著改变相关。老年甲状腺癌的诊断,伴有升高的初始甲状腺球蛋白抗体水平和显著的家族性倾向,可能会引起人们对同步或异时性肿瘤的潜在发生的担忧。
    UNASSIGNED: The incidence of thyroid cancer is on the rise worldwide, with childhood exposure to radiation being the sole acknowledged catalyst for its emergence. Nonetheless, numerous other factors that may pose risks are awaiting thorough examination and validation. This retrospective study aims to explore the malignancies linked to thyroid cancer and contrast the survival rates of those afflicted with a solitary tumor versus those with multiple primary neoplasms (MPN).
    UNASSIGNED: This retrospective study examined data from King Hussein Cancer Center (KHCC), Jordan. Among 563 patients diagnosed with thyroid cancer, 30 patients had thyroid malignancy as part of MPN. For a 1:3 propensity score-matched analysis, 90 patients with only a primary thyroid malignancy were also enrolled.
    UNASSIGNED: Hematologic and breast malignancies were among the most frequent observed cancers alongside thyroid neoplasm. Patients who had MPN were diagnosed at older age, had higher body mass index and presented with higher thyroglobulin antibody levels (p < 0.05 for each). Additionally, MPN patient displayed a stronger family history for cancers (p= 0.002). A median follow-up duration of 135 months unveiled that MPN patients faced a worse 5-year survival compared to their counterparts with a singular neoplasm (87% vs 100% respectively; p < 0.01). However, no distinction emerged in the 5-year event-free survival between these two groups.
    UNASSIGNED: MPN correlates with a significantly altered survival outcome of thyroid cancer patients. The diagnosis of thyroid carcinoma at an older age, accompanied by elevated initial thyroglobulin antibody levels and a notable familial predisposition, may raise concerns about the potential occurrence of synchronous or metachronous tumors.
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  • 文章类型: Journal Article
    卵巢Struma是一种罕见的卵巢畸胎瘤,主要由50%以上的甲状腺组织组成。据报道,其发生率占所有卵巢畸胎瘤的2-5%,大约0.5%到10%显示恶变。在怀孕期间管理它构成了重大挑战,因为怀孕可以促进恶性卵巢的生长,由于卵巢和妊娠相关激素水平升高,包括雌激素,黄体酮,和人绒毛膜促性腺激素(hCG)。大多数卵巢肿瘤,包括卵巢甲状腺肿,在妊娠早期和中期的常规超声检查中检测到,通常是急性紧急情况。怀孕期间的诊断很少见,有些病例是在剖腹产时在检查附件是否有卵巢囊肿时偶然发现的。这篇评论探讨了诊断,管理,以及妊娠期卵巢甲状腺肿的治疗方法。
    Struma ovarii is a rare type of ovarian teratoma primarily composed of over 50% thyroid tissue. Its occurrence is reported in 2-5% of all ovarian teratomas, with approximately 0.5% to 10% showing malignant transformation. Managing it during pregnancy poses significant challenges as pregnancy can promote the growth of malignant struma ovarii due to elevated levels of ovarian and pregnancy-related hormones, including estrogen, progesterone, and human chorionic gonadotrophin (hCG). Most ovarian tumors, including struma ovarii, are detected during routine ultrasonography in the first and second trimesters, often as acute emergencies. Diagnosis during pregnancy is rare, with some cases incidentally discovered during cesarean section when inspecting the adnexa for ovarian cysts. This review explores the diagnostic, management, and therapeutic approaches to struma ovarii during pregnancy.
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  • 文章类型: Journal Article
    目的:我们研究的目的是寻找一种更好的方法来识别一组具有更积极行为的甲状腺乳头状癌(PTC),并提供淋巴结转移的预测模型,以帮助临床实践。
    方法:DNA/RNA的靶向测序用于检测遗传改变。通过实时定量PCR检测基因表达水平,蛋白质印迹或免疫组织化学。使用CCK8,transwell测定和流式细胞术研究PTC中伴随基因改变的影响。采用LASSO-logistics回归算法构建了一个整合放射学特征的列线图模型,突变基因和临床特征。
    结果:共检测到172种高危变异和7种融合类型。BRAF中的突变频率,TERT,RET,ATM和GGT1在癌组织中明显高于良性结节。在16个样品中检测到基因融合(DNA水平2个,RNA水平14个)。ATM突变(ATMMUT)经常伴有BRAFMUT,TERTMUT或基因融合。单独ATMMUT或ATM共突变与淋巴结转移呈显著正相关。因此,带有BRAFV600E的ATM击倒PTC电池,KRASG12R或CCDC6-RET在体外比没有ATM敲低的细胞具有更高的增殖能力和更积极的效力。此外,结合基因改变和临床特征显着提高了放射学特征对淋巴结转移的预测功效,从71.5到87.0%。
    结论:PTC综合基因改变的靶向测序具有较高的预后价值。这些改动,结合临床和影像学特征,可以帮助以更高的准确性预测侵入性PTC。
    OBJECTIVE: The aim of our study is to find a better way to identify a group of papillary thyroid carcinoma (PTC) with more aggressive behaviors and to provide a prediction model for lymph node metastasis to assist in clinic practice.
    METHODS: Targeted sequencing of DNA/RNA was used to detect genetic alterations. Gene expression level was measured by quantitative real-time PCR, western blotting or immunohistochemistry. CCK8, transwell assay and flow cytometry were used to investigate the effects of concomitant gene alterations in PTC. LASSO-logistics regression algorithm was used to construct a nomogram model integrating radiomic features, mutated genes and clinical characteristics.
    RESULTS: 172 high-risk variants and 7 fusion types were detected. The mutation frequencies in BRAF, TERT, RET, ATM and GGT1 were significantly higher in cancer tissues than benign nodules. Gene fusions were detected in 16 samples (2 at the DNA level and 14 at the RNA level). ATM mutation (ATMMUT) was frequently accompanied by BRAFMUT, TERTMUT or gene fusions. ATMMUT alone or ATM co-mutations were significantly positively correlated with lymph node metastasis. Accordingly, ATM knock-down PTC cells bearing BRAFV600E, KRASG12R or CCDC6-RET had higher proliferative ability and more aggressive potency than cells without ATM knock-down in vitro. Furthermore, combining gene alterations and clinical features significantly improved the predictive efficacy for lymph node metastasis of radiomic features, from 71.5 to 87.0%.
    CONCLUSIONS: Targeted sequencing of comprehensive genetic alterations in PTC has high prognostic value. These alterations, in combination with clinical and radiomic features, may aid in predicting invasive PTC with higher accuracy.
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  • 文章类型: Case Reports
    涉及神经营养原肌球蛋白受体激酶(NTRK)基因家族(NTRK1,NTRK2和NTRK3)的重排已被确定为多种人类癌症的驱动因素。然而,NTRK重排甲状腺癌与临床病理特征之间的关联尚未确定.在我们的研究中,我们回顾性回顾了甲状腺癌患者的医疗记录,并确定了2例NTRK重排,在这两种情况下均未观察到额外的分子改变.两种情况下重排的融合是ETV6(E4)::NTRK3(E14)。通过分析这两例病例的临床病理特征,我们发现两者都有多个肿瘤结节,侵袭性生长,中央区淋巴结转移,提示甲状腺乳头状癌的滤泡亚型。免疫组织化学染色图谱显示CD56-,CK19+,半乳糖凝集素-3+,HBME1+。这些临床病理特征表明ETV6-NTRK3重排甲状腺癌的可能性,并强调了通过FISH或NGS对这些患者进行基因融合检测的重要性。
    Rearrangements involving the neurotrophic-tropomyosin receptor kinase (NTRK) gene family (NTRK1, NTRK2, and NTRK3) have been identified as drivers in a wide variety of human cancers. However, the association between NTRK rearranged thyroid carcinoma and clinicopathological characteristics has not yet been established. In our study, we retrospectively reviewed medical records of thyroid cancer patients and identified 2 cases with NTRK rearrangement, no additional molecular alterations were observed in either of these cases. The fusion of the rearrangement in both cases was ETV6(E4)::NTRK3(E14). By analyzing the clinicopathological features of these two cases, we found that both were characterized by multiple tumor nodules, invasive growth, and central lymph node metastases, indicating the follicular subtype of papillary thyroid carcinoma. Immunohistochemical staining profiles showed CD56-, CK19+, Galectin-3+, HBME1+. These clinicopathological features suggest the possibility of ETV6-NTRK3 rearranged thyroid carcinoma and highlight the importance of performing gene fusion testing by FISH or NGS for these patients.
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  • 文章类型: Journal Article
    目的:本研究的主要目的是对甲状腺癌(THCA)中与二硫掺杂剂(DEDRGs)相关的差异表达基因进行全面的筛选和分析。这需要深入研究THCA背景下免疫细胞浸润的复杂表征,并随后制定和验证新的预后模型。
    方法:为了实现我们的目标,我们首先通过共识聚类方法划分了二硫化物掺杂相关基因(DRGs)的两种不同亚型.随后,使用limmaR包,我们确定了对我们的调查至关重要的DEDRG。这些DEDRG在各种数据库中进行了细致的验证,以及对基因调控的深入分析。采用功能丰富技术,我们探索了THCA中二硫化物形成的潜在分子机制.此外,我们利用CIBERSORT和ESTIMATE算法仔细检查了两种已识别亚型中的免疫状况.THCA预后模型的构建需要复杂的方法,包括单变量,多元Cox回归,和LASSO回归算法。通过Kaplan-Meier存活曲线和ROC曲线证实了我们的预后模型的有效性和有效性。此外,我们精心制定了列线图,以帮助预测患者的预后。为了加强我们的发现,我们进行了全面的贝叶斯共定位分析,并进行了严格的体外实验,旨在明确确定已识别的DEDRG的有效性。
    结果:我们的分析揭示了簇C1,其特征是DEDRGs表达水平升高,具有良好的预后,伴有丰富的免疫细胞浸润。相关分析强调了DEDRG之间的主要正相关,进一步肯定了它们在THCA中的意义。肿瘤样品和正常组织之间的DEDRG的差异表达模式在GEPIA和HPA数据库中是明显的。来自TIMER数据库的见解强调了DEDRG与免疫细胞浸润之间的牢固相关性。KEGG分析阐明了DEDRG的富集主要在关键途径,包括MAPK,PPAR信号通路,和蛋白聚糖在癌症中。此外,使用CIBERSORT和ESTIMATE算法的分析揭示了DEDRG在塑造免疫微环境中的关键作用。预后模型,锚定与THCA预后密切相关的五个基因,表现出良好的预测准确性,并且与肿瘤免疫微环境密切相关。值得注意的是,低危评分分类的患者有可能从免疫治疗中获益更多.DEDRGs的验证明确强调了INF2在THCA中的保护作用。
    结论:总之,我们的研究描绘了与DRGs复杂相关的两种可识别的亚型,揭示了THCA环境中免疫浸润和生存预后的巨大差异。我们的发现的意义延伸到THCA患者的潜在治疗策略,这可能需要针对DEDRG和预后基因的针对性干预措施,从而影响二硫键下垂和免疫微环境。此外,我们的预后模型证明了强大的预测能力,基于这五个基因(ANGPTL7,FIRRE,ODAPH,PROKR1、SFRP5)、强调了其在指导THCA患者个性化治疗方法方面的潜在临床实用性。
    The primary objective of this study is to conduct a comprehensive screening and analysis of differentially expressed genes related to disulfidoptosis (DEDRGs) in thyroid carcinoma (THCA). This entails delving into the intricate characterization of immune cell infiltration within the THCA context and subsequently formulating and validating a novel prognostic model.
    To achieve our objectives, we first delineated two distinct subtypes of disulfidoptosis-related genes (DRGs) via consensus clustering methodology. Subsequently, employing the limma R package, we identified the DEDRGs critical for our investigation. These DEDRGs underwent meticulous validation across various databases, alongside an in-depth analysis of gene regulation. Employing functional enrichment techniques, we explored the potential molecular mechanisms underlying disulfidoptosis in THCA. Furthermore, we scrutinized the immune landscape within the two identified subtypes utilizing CIBERSORT and ESTIMATE algorithms. The construction of the prognostic model for THCA entailed intricate methodologies including univariate, multivariate Cox regression, and LASSO regression algorithms. The validity and efficacy of our prognostic model were corroborated through Kaplan-Meier survival curves and ROC curves. Additionally, a nomogram was meticulously formulated to facilitate the prediction of patient prognosis. To fortify our findings, we conducted a comprehensive Bayesian co-localization analysis coupled with rigorous in vitro experimentation, aimed at unequivocally establishing the validity of the identified DEDRGs.
    Our analyses unveiled Cluster C1, characterized by elevated expression levels of DEDRGs, as harboring a favorable prognosis accompanied by abundant immune cell infiltration. Correlation analyses underscored predominantly positive associations among the DEDRGs, further affirming their significance in THCA. Differential expression patterns of DEDRGs between tumor samples and normal tissues were evident across the GEPIA and HPA databases. Insights from the TIMER database underscored a robust correlation between DEDRGs and immune cell infiltration. KEGG analysis elucidated the enrichment of DEDRGs primarily in pivotal pathways including MAPK, PPAR signaling pathway, and Proteoglycans in cancer. Furthermore, analyses using CIBERSORT and ESTIMATE algorithms shed light on the crucial role played by DEDRGs in shaping the immune microenvironment. The prognostic model, anchored by five genes intricately associated with THCA prognosis, exhibited commendable predictive accuracy and was intricately linked to the tumor immune microenvironment. Notably, patients categorized with low-risk scores stood to potentially benefit more from immunotherapy. The validation of DEDRGs unequivocally underscores the protective role of INF2 in THCA.
    In summary, our study delineates two discernible subtypes intricately associated with DRGs, revealing profound disparities in immune infiltration and survival prognosis within the THCA milieu. The implications of our findings extend to potential treatment strategies for THCA patients, which could entail targeted interventions directed towards DEDRGs and prognostic genes, thereby influencing disulfidptosis and the immune microenvironment. Moreover, the robust predictive capability demonstrated by our prognostic model, based on the five genes (ANGPTL7, FIRRE, ODAPH, PROKR1, SFRP5), underscores its potential clinical utility in guiding personalized therapeutic approaches for THCA patients.
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