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Identification of urinary bacterial genes as biomarkers for non-invasive diagnosis of renal lupus. 泌尿系统细菌基因鉴定作为肾性狼疮非侵入性诊断的生物标志物。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-09-26 DOI: 10.1186/s40364-025-00828-5
Virginia Pérez-Carrasco, Ana Soriano-Lerma, Cinzia Guzzi, María Luisa García-Martín, María J Tello, Ángel Linde-Rodríguez, Victoria Sánchez-Martín, Matilde Ortiz-González, José Gutiérrez-Fernández, Marta E Alarcón-Riquelme, Miguel Soriano, Concepción Marañón, José A García-Salcedo

Background: Systemic lupus erythematosus (SLE) is a complex autoimmune disease that often affects the kidneys, causing lupus nephritis. Diagnosis of this affection currently relies on kidney biopsy, an invasive and complex procedure. This study explores the diagnostic value of biomarkers based in the urobiome - the microbial community of the urinary tract - in patients with renal SLE.

Methods: This study enrolled 585 female subjects including Healthy controls, non-renal and renal SLE patients. The taxonomic and functional differences of the urobiome in patients with SLE, as well as in the metabolites of interest, were identified by 16S rRNA profiling with PICRUSt functional inference and nuclear magnetic resonance (NMR). The accuracy of the identified biomarkers was tested by building random forest (RF) classification models. Furthermore, the results were validated in an independent cohort composed by 30 controls, 30 non-renal and 30 renal SLE patients.

Results: Bacterial gene-based biomarkers with an AUC value of 0.7 ± 0.07 and 0.67 ± 0.07 to distinguish renal from non-renal SLE cases were identified. These biomarkers were validated in a validation cohort using quantitative PCR (qPCR), demonstrating their robust diagnostic performance. Furthermore, our analysis uncovered significant urobiome dysbiosis and distinct bacterial functional profile in both groups of SLE patients, with notable differences in amino acid metabolism pathways, particularly those involving valine and leucine, which were assessed by NMR-based urinary metabolite quantification.

Conclusions: Some bacterial genes have been identified in the urobiome of SLE patients that allow differentiation between those with renal and non-renal lupus. These findings offer valuable insight into the association between the urobiome and SLE presentation, and lay the foundation for developing novel diagnostic tools that overcome the limitations of current methods, thereby improving patient care.

背景:系统性红斑狼疮(SLE)是一种复杂的自身免疫性疾病,常累及肾脏,引起狼疮性肾炎。目前对这种疾病的诊断依赖于肾活检,这是一种侵入性和复杂的手术。本研究探讨了基于尿组(尿路微生物群落)的生物标志物在肾性SLE患者中的诊断价值。方法:本研究纳入585名女性受试者,包括健康对照组、非肾脏和肾脏SLE患者。通过16S rRNA谱分析、PICRUSt功能推断和核磁共振(NMR)鉴定SLE患者尿组的分类和功能差异,以及感兴趣的代谢物。通过建立随机森林(RF)分类模型来检验鉴定的生物标志物的准确性。此外,研究结果在一个独立的队列中得到验证,该队列由30名对照组、30名非肾脏和30名肾脏SLE患者组成。结果:鉴定出基于细菌基因的生物标志物,AUC值分别为0.7±0.07和0.67±0.07,用于区分肾脏与非肾脏性SLE。使用定量PCR (qPCR)在验证队列中验证了这些生物标志物,证明了它们强大的诊断性能。此外,我们的分析揭示了两组SLE患者明显的尿生态失调和不同的细菌功能特征,氨基酸代谢途径,特别是涉及缬氨酸和亮氨酸的氨基酸代谢途径存在显着差异,这是通过基于核磁共振的尿液代谢物定量评估的。结论:在SLE患者尿组中发现了一些细菌基因,可以区分肾性和非肾性狼疮。这些发现为泌尿组与SLE表现之间的关系提供了有价值的见解,并为开发新的诊断工具奠定了基础,这些工具可以克服当前方法的局限性,从而改善患者护理。
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引用次数: 0
Epigenetic signatures on plasma cell-free DNA to detect kidney allograft rejection in a non-invasive way: development of a 10-plex digital PCR assay. 无浆细胞DNA的表观遗传特征以非侵入性方式检测肾移植排斥反应:10 plex数字PCR测定的发展。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-09-26 DOI: 10.1186/s40364-025-00834-7
Yoan Velut, Geoffroy Poulet, Thomas Bersez, Pauline Boyer, Coraline Maujean, Stéphanie Gnanalingam, Camille Moniot, Jana Heneine, Dany Anglicheau, Marion Rabant, Renaud Snanoudj, Vincent Vuiblet, Gabriel Choukroun, Tristan de Nattes, François Audenet, Bastien Parier, Sophie Ferlicot, Virginie Verkarre, David Buob, Pierre Galichon

The standard of care for the follow-up of kidney allograft recipients combines non-invasive but non-specific biomarkers and kidney biopsies for the gold standard histology-based diagnosis, limited by the sampling bias, haemorrhagic risk, and low cost-effectiveness. We hypothesized that a targeted epigenetic analysis of cell-free DNA (cfDNA) would combine non-invasiveness and specificity for the diagnosis of kidney allograft rejection. We developed an in silico pipeline to identify 9 specific methylation signatures of epithelial or endothelial cell types in glomerular and tubular kidney compartments. Methylation-specific digital Polymerase Chain Reaction (dPCR) were designed and validated for these markers and combined in a 10-plex dPCR. In a retrospective cohort of 170 plasma cfDNA from adult kidney transplant recipients, we evaluated the diagnostic properties of our biomarkers for predicting rejection, evaluated on solid biopsy according to Banff 2022 classification. Combining the dedicated biomarkers with standard-of-care blood tests (donor-specific antibody (DSA), estimated glomerular filtration rate (eGFR)) produced a prediction model with an Area under the Curve (AUC) for biopsy-proven kidney transplant rejection vs. no rejection greater than with DSA and eGFR alone (AUC = of 0.884 vs. 0.776, p = 0.0005). In an alternative model for the prediction of any graft lesion of Banff classification vs. pristine biopsies (all Banff score = 0) epigenetic kidney biomarkers outperformed DSA (AUC = 0.754 vs. 0.596, p = 0.004). Thus, epigenetic signatures derived from the combination of kidney cell type specific methylation marker of cfDNA constitute a promising non-invasive diagnostic and theragnostic tool for kidney transplant patients.

肾移植受者随访的护理标准结合了非侵入性但非特异性的生物标志物和肾活检,以获得基于组织学的金标准诊断,受抽样偏差、出血风险和低成本效益的限制。我们假设游离细胞DNA (cfDNA)的靶向表观遗传学分析将结合非侵入性和特异性来诊断异体肾移植排斥反应。我们开发了一个硅管道来鉴定肾小球和小管肾室中上皮或内皮细胞类型的9个特异性甲基化特征。针对这些标记设计并验证了甲基化特异性数字聚合酶链反应(dPCR),并将其组合为10-plex dPCR。在170名成人肾移植受者血浆cfDNA的回顾性队列中,我们评估了预测排斥反应的生物标志物的诊断特性,并根据Banff 2022分类通过实体活检进行了评估。将专用生物标志物与标准血液检测(供体特异性抗体(DSA),肾小球滤过率(eGFR))相结合,产生了一个预测模型,该模型具有曲线下面积(AUC),用于活检证实的肾移植排斥反应与无排斥反应大于单独使用DSA和eGFR (AUC = 0.884对0.776,p = 0.0005)。在Banff分级与原始活检预测任何移植物病变的替代模型中(所有Banff评分均为0),表观遗传肾脏生物标志物优于DSA (AUC = 0.754对0.596,p = 0.004)。因此,结合肾细胞类型特异性甲基化标记cfDNA衍生的表观遗传特征,为肾移植患者提供了一种有前景的非侵入性诊断和治疗工具。
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引用次数: 0
Long non-coding RNA PWRN4 associated with post-SVR hepatocellular carcinoma: a genome-wide association study. 长链非编码RNA PWRN4与svr后肝细胞癌相关:全基因组关联研究
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-09-24 DOI: 10.1186/s40364-025-00832-9
Goki Suda, Masaya Sugiyama, Hayato Hikita, Akira Nishio, Tomohide Tatsumi, Tetsuo Takehara, Miyako Murakawa, Mina Nakagawa, Yasuhiro Asahina, Masashi Mizokami, Tatsuhiko Kakisaka, Yuzuru Sakamoto, Akinobu Taketomi, Koji Miyanishi, Yoshiyuki Ueno, Hiroaki Haga, Shinya Maekawa, Nobuyuki Enomoto, Masayuki Kurosaki, Motoyuki Kohjima, Makoto Nakamuta, Yasuhito Tanaka, Yoshiya Yamamoto, Masaru Baba, Hisatoshi Hanamatsu, Jun-Ichi Furukawa, Masatsugu Ohara, Takashi Kitagataya, Naoki Kawagishi, Masato Nakai, Takuya Sho, Koji Ogawa, Naoya Sakamoto

A subset of patients still develops hepatocellular carcinoma (HCC) even after eradication of the hepatitis-C virus (HCV) by anti-HCV treatment. We conducted a genome-wide association study (GWAS) to identify host genetic factors associated with HCC development following HCV eradication in Japan. In this GWAS (n = 517), the discovery cohort included 118 patients without HCC and 67 who developed HCC following HCV eradication with interferon-based therapy. A genome-wide scan for HCC-associated variants was conducted. An independent cohort of 274 patients without HCC and 58 patients with post-eradication HCC was used for replication. The effects of candidate gene variants were assessed clinically and through in vitro cellular assays. The GWAS identified significant variants associated with HCC development following HCV eradication, including rs4778350, located near the long non-coding RNA Prader-Willi non-protein coding RNA 4 (PWRN4) on chromosome 15. In the combined analysis, rs4778350 remained significantly associated with HCC, showing a high odds ratio of 5.86 (95% CI, 3.63-9.44). The frequency of the A allele in rs4778350 differs across ethnic populations. Multivariate analysis revealed that female sex, high platelet count, and higher serum albumin levels were associated with reduced HCC risk, while fibrosis stage F4 and the AA genotype of rs4778350 were linked to increased risk. The AA genotype of rs4778350 enhanced PWRN4 expression, promoting cell proliferation, migration, and invasion. These findings suggest a role for PWRN4 in hepatocarcinogenesis through its association with rs4778350 in patients achieving HCV eradication.

即使通过抗丙型肝炎病毒(HCV)治疗根除丙型肝炎病毒(HCV)后,仍有一部分患者发展为肝细胞癌(HCC)。我们在日本进行了一项全基因组关联研究(GWAS),以确定与HCV根除后HCC发展相关的宿主遗传因素。在该GWAS (n = 517)中,发现队列包括118例未发生HCC的患者和67例在干扰素治疗根除HCV后发生HCC的患者。对hcc相关变异进行全基因组扫描。对274例无HCC患者和58例根除后HCC患者的独立队列进行了重复研究。候选基因变异的影响通过临床和体外细胞试验进行评估。GWAS发现了与HCV根除后HCC发展相关的显著变异,包括位于第15号染色体上长链非编码RNA prder - willi非蛋白编码RNA 4 (PWRN4)附近的rs4778350。在联合分析中,rs4778350仍然与HCC显著相关,优势比为5.86 (95% CI, 3.63-9.44)。rs4778350中A等位基因的频率在不同种族人群中存在差异。多因素分析显示,女性、高血小板计数和高血清白蛋白水平与HCC风险降低相关,而纤维化F4期和rs4778350的AA基因型与HCC风险增加相关。rs4778350的AA基因型增强PWRN4的表达,促进细胞增殖、迁移和侵袭。这些发现表明PWRN4在HCV根除患者中通过与rs4778350的关联在肝癌发生中发挥作用。
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引用次数: 0
PKP1 promotes lung cancer by modulating energy metabolism through stabilization of PFKP. PKP1通过稳定PFKP调节能量代谢来促进肺癌。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-09-01 DOI: 10.1186/s40364-025-00815-w
Félix Ritoré-Salazar, Alberto M Arenas, Ana M Matia-González, Alessandra Zaza, Emil Aagaard Thomsen, Anne Bruun Rovsing, Jacob Giehm Mikkelsen, Nelida Ines Noguera, Pedro P Medina
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引用次数: 0
Dual functionality of MDM2 in PROTACs expands the horizons of targeted protein degradation. MDM2在PROTACs中的双重功能扩展了靶向蛋白降解的范围。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-08-27 DOI: 10.1186/s40364-025-00826-7
Junyi Zhao, Hongzhen Chen, Chao Liang

The evolution of targeted protein degradation (TPD) has been significantly propelled by the advent of proteolysis-targeting chimeras (PROTACs), which utilize heterobifunctional molecules to facilitate the ubiquitination-mediated degradation of previously "undruggable" proteins. Mouse double minute 2 (MDM2), which is often overexpressed in various diseases and plays a crucial role in regulating key pathways like p53, emerges as an exemplary candidate for therapeutic exploitation within the TPD realm, serving both as an intrinsic E3 ligase and as a direct protein of interest (POI). By harnessing MDM2's inherent E3 ligase activity, PROTACs have been designed to efficiently degrade specific POIs, achieving substantial success in both in vitro and in vivo studies. Alternatively, PROTACs have been developed to directly target MDM2 itself, offering new approaches for therapeutic intervention. Recent research has yielded valuable strategies for optimizing MDM2-harnessing and MDM2-targeted PROTAC designs, concentrating on warhead selection of POI, linker length and composition optimization, and the choice among various E3 ligases and their corresponding recruiters. These advancements not only broaden the scope of PROTAC technologies but also expedite the development of MDM2-based therapies, inspiring approaches for disease treatment.

蛋白水解靶向嵌合体(PROTACs)的出现极大地推动了靶向蛋白降解(TPD)的发展,PROTACs利用异双功能分子促进泛素化介导的先前“不可药物”蛋白质的降解。小鼠双分钟2 (MDM2)在多种疾病中经常过度表达,并在调节p53等关键通路中发挥关键作用,作为TPD领域治疗开发的典范候选者,既作为内在E3连接酶,又作为直接感兴趣蛋白(POI)。通过利用MDM2固有的E3连接酶活性,PROTACs被设计成有效地降解特定的poi,在体外和体内研究中都取得了巨大的成功。另外,PROTACs已被开发成直接靶向MDM2本身,为治疗干预提供了新的途径。最近的研究为优化利用mdm2和靶向mdm2的PROTAC设计提供了有价值的策略,主要集中在POI战斗部的选择、连接体长度和组成的优化以及各种E3连接酶及其相应的招募物的选择。这些进步不仅扩大了PROTAC技术的范围,而且加快了基于mdm2的疗法的发展,激发了疾病治疗的方法。
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引用次数: 0
Crosstalk between lactylation and RNA modifications in tumorigenesis: mechanisms and therapeutic implications. 肿瘤发生中乳酸化和RNA修饰之间的串扰:机制和治疗意义。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-08-26 DOI: 10.1186/s40364-025-00824-9
Shantong Liu, Qianquan Ma, Chong Zeng, Haoyu Li, Jun Su, Zhihao Song, Ruyu Yan, Zijin Zhao, Songhai Tian, Wei Huang

Complex crosstalk occurs between protein and nucleic acid modifications, with lactylation, an emerging post-translational modification (PTM), being implicated in tumor progression. However, the mechanisms mediating the crosstalk between lactylation and RNA modifications and their roles in disease pathogenesis remain largely unresolved. In this review, we summarize current advances in the regulatory interactions between lactylation and RNA modifications, explore their functional implications in cancer biology, and discuss the therapeutic potential of targeting these modifications individually or in combination. This work aims to provide a comprehensive overview of their mechanistic involvement in cancer and to inform novel strategies for precision-targeted therapy.

复杂的串扰发生在蛋白质和核酸修饰之间,乳酸化是一种新兴的翻译后修饰(PTM),与肿瘤进展有关。然而,介导乳酸化和RNA修饰之间的串扰及其在疾病发病机制中的作用的机制在很大程度上仍未得到解决。在这篇综述中,我们总结了目前在乳酸化和RNA修饰之间的调节相互作用的进展,探讨了它们在癌症生物学中的功能意义,并讨论了针对这些修饰单独或联合的治疗潜力。这项工作旨在全面概述它们在癌症中的机制参与,并为精确靶向治疗的新策略提供信息。
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引用次数: 0
Targeting RPS6KC1 to overcome enzalutamide resistance in prostate cancer. 靶向RPS6KC1治疗前列腺癌enzalutamide耐药。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-08-23 DOI: 10.1186/s40364-025-00822-x
Fu-Hao Ji, Yu-Hang Qian, Xiu-Chen Guo, Hai-Hong Liao, Jia-Cheng Huang, Zi-Han Xu, Ming-Ming Yu, Yan-Yuan Wu, Jie-Wen Bao, Hao-Jie Chen, Yong-Jiang Yu, Lin Wang

The androgen receptor signaling inhibitor enzalutamide (Enz) is one the primary therapeutic drugs for advanced prostate cancer (PCa). Nevertheless, most of patients ultimately develop resistance to Enz. Through an integrated analysis of CRISPR genome-wide and kinome-wide screens, coupled with observations of elevated expression levels in Enz-resistant cell lines and PCa tumor tissues, our study identified RPS6KC1 as a novel essential gene implicated in Enz resistance. Mechanistically, our research indicates that the Warburg effect induces H3K18 lactylation, which regulates the expression of RPS6KC1 via the transcription factor P65. Elevated expression of RPS6KC1 was found to recruit PRDX3 to the mitochondria, thereby mitigating ferroptosis. These findings suggest that the H3K18la/NF-κB/RPS6KC1/PRDX3 axis is important for the development of resistance to Enz. Our results suggest that the combination of Enz with targeted RPS6KC1 inhibition or a ferroptosis inducer may represent a promising therapeutic strategy to overcome Enz resistance.

雄激素受体信号抑制剂enzalutamide (Enz)是晚期前列腺癌(PCa)的主要治疗药物之一。然而,大多数患者最终对Enz产生耐药性。通过对CRISPR全基因组和全基因组筛选的综合分析,结合对Enz耐药细胞系和PCa肿瘤组织中表达水平升高的观察,我们的研究确定了RPS6KC1是与Enz耐药有关的一个新的必需基因。在机制上,我们的研究表明Warburg效应诱导H3K18乳酸化,通过转录因子P65调节RPS6KC1的表达。RPS6KC1的表达升高可将PRDX3招募到线粒体,从而减轻铁下垂。这些发现表明H3K18la/NF-κB/RPS6KC1/PRDX3轴对Enz耐药的发展很重要。我们的研究结果表明,Enz联合靶向RPS6KC1抑制剂或铁凋亡诱导剂可能是克服Enz耐药的一种有希望的治疗策略。
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引用次数: 0
Salvage therapy containing sorafenib and donor lymphocyte infusion is associated with improved outcomes for FLT3 wild-type acute myeloid leukemia relapsing after allogeneic hematopoietic stem cell transplantation. 含有索拉非尼和供体淋巴细胞输注的补救性治疗与同种异体造血干细胞移植后FLT3野生型急性髓性白血病复发的改善结果相关。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-08-20 DOI: 10.1186/s40364-025-00816-9
Zhonghui Jiang, Ya Zhou, Yuxin Bai, Fang Dai, Menglin Fan, Tian Zhang, Danian Nie, Yunxin Zeng, Yirong Jiang, Ping Zhu, Zhiping Fan, Na Xu, Fen Huang, Ren Lin, Min Dai, Xiaojun Xu, Zhangkun Li, Hua Jin, Jing Sun, Qifa Liu, Li Xuan

Background: There is no established standard treatment for acute myeloid leukemia (AML) patients with FLT3 wild-type relapsing after allogeneic hematopoietic stem cell transplantation (allo-HSCT). Multi-kinase inhibitor sorafenib has been widely explored in the treatment of AML patients with FLT3 internal tandem duplication (FLT3-ITD) mutations. Some studies have revealed that the addition of sorafenib to standard chemotherapy could improve outcomes in newly diagnosed AML regardless of FLT3 status. However, the application of sorafenib in FLT3 wild-type AML patients experiencing relapse after allo-HSCT remains minimally investigated.

Methods: We retrospectively compared the effects of conventional treatment combined with or without sorafenib on the outcomes of these patients. The study mainly focused on the treatment response of salvage therapy and survival.

Results: Sixty-two AML patients with FLT3 wild-type who relapsed after allo-HSCT were enrolled in this study, including 38 with sorafenib and 24 without sorafenib. Fifty patients received 68 doses of donor lymphocyte infusion (DLI). The rate of composite complete remission was 65.8% in the sorafenib group, compared with 29.2% in the non-sorafenib group (P = 0.005). With a median follow-up of 13.2 months (IQR, 3.2-43.5) after relapse, the 2-year overall survival (OS) was 47.4% (95%CI, 33.9%-66.2%) and 16.7% (6.8%-40.8%) in the sorafenib and non-sorafenib groups (P = 0.006). The 2-year event-free survival (EFS) was 44.7% (31.4%-63.7%) and 16.7% (6.8%-40.8%) in the two groups (P = 0.012). Multivariable analysis revealed that salvage therapy including sorafenib was the protective factor for longer OS and EFS (HR = 0.395, 95% CI: 0.209-0.746, P = 0.004; HR = 0.406, 95% CI: 0.218-0.754, P = 0.004). The incidences of acute graft-versus-host disease (GVHD) and chronic GVHD were similar between the two groups (P = 0.806, P = 0.908).

Conclusion: Our results suggest that salvage therapy including sorafenib and DLI is associated with improved outcomes for AML patients with FLT3 wild-type relapsing after allo-HSCT.

背景:对于同种异体造血干细胞移植(alloo - hsct)后FLT3野生型复发的急性髓系白血病(AML)患者,尚无既定的标准治疗方法。多激酶抑制剂索拉非尼在FLT3内串联重复(FLT3- itd)突变AML患者的治疗中被广泛探索。一些研究表明,无论FLT3状态如何,在标准化疗中加入索拉非尼都可以改善新诊断的AML的预后。然而,索拉非尼在同种异体造血干细胞移植后复发的FLT3野生型AML患者中的应用研究仍然很少。方法:我们回顾性比较常规治疗联合或不联合索拉非尼对这些患者预后的影响。本研究主要集中在挽救治疗的治疗反应和生存。结果:本研究纳入了62例同种异体造血干细胞移植后复发的FLT3野生型AML患者,其中38例使用索拉非尼,24例未使用索拉非尼。50例患者接受68次供体淋巴细胞输注(DLI)。索拉非尼组复合完全缓解率为65.8%,非索拉非尼组为29.2% (P = 0.005)。复发后中位随访13.2个月(IQR, 3.2 ~ 43.5),索拉非尼组和非索拉非尼组2年总生存率(OS)分别为47.4% (95%CI, 33.9% ~ 66.2%)和16.7% (6.8% ~ 40.8%)(P = 0.006)。两组患者的2年无事件生存率(EFS)分别为44.7%(31.4% ~ 63.7%)和16.7% (6.8% ~ 40.8%)(P = 0.012)。多变量分析显示,包括索拉非尼在内的挽救性治疗是延长OS和EFS的保护因素(HR = 0.395, 95% CI: 0.209-0.746, P = 0.004; HR = 0.406, 95% CI: 0.218-0.754, P = 0.004)。两组间急性移植物抗宿主病(GVHD)和慢性移植物抗宿主病(GVHD)发生率相似(P = 0.806, P = 0.908)。结论:我们的研究结果表明,包括索拉非尼和DLI在内的挽救性治疗与同种异体造血干细胞移植后FLT3野生型复发的AML患者的预后改善有关。
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引用次数: 0
Trans-omics analyses identify the biochemical network of LPCAT1 associated with coronary artery disease. 反式组学分析确定了与冠状动脉疾病相关的LPCAT1的生化网络。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-08-20 DOI: 10.1186/s40364-025-00821-y
Paul Wei-Che Hsu, Chi-Hsiao Yeh, Chi-Jen Lo, Tsung-Hsien Tsai, Yun-Hsuan Chan, Yi-Ju Chou, Ning-I Yang, Mei-Ling Cheng, Wayne Huey-Herng Sheu, Chi-Chun Lai, Huey-Kang Sytwu, Ting-Fen Tsai

Background: Coronary artery disease (CAD) remains a leading cause of mortality in developed nations. While previous genome-wide association studies have identified single-nucleotide polymorphisms (SNPs) linked to CAD, their impact on disease progression requires trans-omics validation.

Methods: This study merges whole genome SNP analysis and metabolomic profiling to distinguish CAD patients from high-risk and healthy individuals. A cross-sectional study was conducted, enrolling participants from the Northeastern Taiwan Community Medicine Research Cohort, which spans the period between August 2013 and November 2020. A total of 781 participants were included in the study and categorized into three groups: control (n = 271), high-risk (n = 363), and CAD (n = 147) groups, following a stratification protocol. The study integrated K-clustering of metabolomics and SNP datasets. Subsequently, a machine-learning (ML)-assisted prediction model was developed specifically for CAD identification.

Results: Four significant findings emerged. Firstly, plasma levels of phospholipids decline from healthy controls to high-risk individuals and then decline further among CAD patients. This indicates that plasma phospholipids have potential as biomarkers and implies that they have a role in CAD progression. Secondly, five genes are linked to lipidomic alterations via their top-ranking among CAD-associated SNPs. Thirdly, a specific LPCAT1 haplotype is associated with CAD using a trans-omics approach. Lastly, an ML-assisted trans-omics prediction model for CAD was developed, which achieves an area under the curve of 0.917, with LPCAT1 among the 16 top-ranked predictive features.

Conclusion: This study highlights the usefulness of a multi-omics signature when discriminating CAD patients and suggests that abnormalities in phospholipid metabolism are influenced by LPCAT1 genetic variants. Our findings underscore the potential of multi-omics approaches to our understanding and identification of critical factors in CAD development.

Trial registration number and date of registration: ClinicalTrials.gov Identifier: NCT04839796; Aug 2013.

背景:冠状动脉疾病(CAD)仍然是发达国家死亡的主要原因。虽然之前的全基因组关联研究已经确定了与CAD相关的单核苷酸多态性(snp),但它们对疾病进展的影响需要反组学验证。方法:本研究将全基因组SNP分析和代谢组学分析相结合,以区分冠心病患者与高危人群和健康人群。本研究采用横断面研究,招募台湾东北社区医学研究队列的参与者,时间跨度为2013年8月至2020年11月。根据分层方案,共有781名参与者被纳入研究,并分为三组:对照组(n = 271)、高危组(n = 363)和CAD组(n = 147)。该研究整合了代谢组学和SNP数据集的k聚类。随后,专门为CAD识别开发了机器学习(ML)辅助预测模型。结果:出现了四个重要的发现。首先,血脂水平从健康对照组到高危人群下降,然后在冠心病患者中进一步下降。这表明血浆磷脂具有作为生物标志物的潜力,并暗示它们在冠心病进展中起作用。其次,通过在cad相关单核苷酸多态性中排名最高,五个基因与脂质组学改变有关。第三,使用反组学方法将特定的LPCAT1单倍型与CAD相关联。最后,建立了ml辅助的CAD反组学预测模型,其曲线下面积为0.917,其中LPCAT1在16个预测特征中排名靠前。结论:本研究强调了多组学特征在鉴别CAD患者时的有用性,并表明磷脂代谢异常受LPCAT1遗传变异的影响。我们的研究结果强调了多组学方法在我们理解和识别CAD发展关键因素方面的潜力。试验注册号和注册日期:ClinicalTrials.gov标识符:NCT04839796;2013年8月。
{"title":"Trans-omics analyses identify the biochemical network of LPCAT1 associated with coronary artery disease.","authors":"Paul Wei-Che Hsu, Chi-Hsiao Yeh, Chi-Jen Lo, Tsung-Hsien Tsai, Yun-Hsuan Chan, Yi-Ju Chou, Ning-I Yang, Mei-Ling Cheng, Wayne Huey-Herng Sheu, Chi-Chun Lai, Huey-Kang Sytwu, Ting-Fen Tsai","doi":"10.1186/s40364-025-00821-y","DOIUrl":"10.1186/s40364-025-00821-y","url":null,"abstract":"<p><strong>Background: </strong>Coronary artery disease (CAD) remains a leading cause of mortality in developed nations. While previous genome-wide association studies have identified single-nucleotide polymorphisms (SNPs) linked to CAD, their impact on disease progression requires trans-omics validation.</p><p><strong>Methods: </strong>This study merges whole genome SNP analysis and metabolomic profiling to distinguish CAD patients from high-risk and healthy individuals. A cross-sectional study was conducted, enrolling participants from the Northeastern Taiwan Community Medicine Research Cohort, which spans the period between August 2013 and November 2020. A total of 781 participants were included in the study and categorized into three groups: control (n = 271), high-risk (n = 363), and CAD (n = 147) groups, following a stratification protocol. The study integrated K-clustering of metabolomics and SNP datasets. Subsequently, a machine-learning (ML)-assisted prediction model was developed specifically for CAD identification.</p><p><strong>Results: </strong>Four significant findings emerged. Firstly, plasma levels of phospholipids decline from healthy controls to high-risk individuals and then decline further among CAD patients. This indicates that plasma phospholipids have potential as biomarkers and implies that they have a role in CAD progression. Secondly, five genes are linked to lipidomic alterations via their top-ranking among CAD-associated SNPs. Thirdly, a specific LPCAT1 haplotype is associated with CAD using a trans-omics approach. Lastly, an ML-assisted trans-omics prediction model for CAD was developed, which achieves an area under the curve of 0.917, with LPCAT1 among the 16 top-ranked predictive features.</p><p><strong>Conclusion: </strong>This study highlights the usefulness of a multi-omics signature when discriminating CAD patients and suggests that abnormalities in phospholipid metabolism are influenced by LPCAT1 genetic variants. Our findings underscore the potential of multi-omics approaches to our understanding and identification of critical factors in CAD development.</p><p><strong>Trial registration number and date of registration: </strong>ClinicalTrials.gov Identifier: NCT04839796; Aug 2013.</p>","PeriodicalId":54225,"journal":{"name":"Biomarker Research","volume":"13 1","pages":"107"},"PeriodicalIF":11.5,"publicationDate":"2025-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12366056/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144884301","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The distinct landscape of tumor immune microenvironment in homologous recombination deficient cancers. 同源重组缺陷癌中肿瘤免疫微环境的独特景观。
IF 11.5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-08-20 DOI: 10.1186/s40364-025-00814-x
Qiuyang Xu, Yuanjia Wen, Taiyuan Huang, Huayi Li, Xingzhe Liu, Shen-Nan Shi, Wenjian Gong, Gordon B Mills, Ding Ma, Qinglei Gao, Yong Fang
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引用次数: 0
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Biomarker Research
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