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161. Functional profiling of somatostatin receptors identifies somatostatin receptor subtype 2 as a vulnerability in Succinate Dehydrogenase SDHB-deficient pheochromocytomas and paragangliomas.

作者: Víctor García-Vioque.;Sergio Pedraza-Arevalo.;María Trinidad Moreno-Montilla.;Esther Rivero-Cortés.;Ricardo Blázquez-Encinas.;Federica Mangili.;Ester Arroba.;Aura D Herrera-Martínez.;Michael D Culler.;María Ángeles Gálvez-Moreno.;Anne Barlier.;Luisa María Botella.;Mercedes Robledo.;Justo P Castaño.;Alejandro Ibáñez-Costa.
来源: Mol Biomed. 2026年7卷1期
Pheochromocytomas and Paragangliomas (PPGL) are rare neuroendocrine tumors with favorable prognosis, although a significant subset (20-25%) progress to metastasis, worsening patient prognosis. For metastatic cases, pharmacological interventions become essential, yet most tumors show poor response to treatment. While clinical trials are ongoing, there is no established treatment for metastatic PPGL. Like other neuroendocrine tumors, PPGL exhibit high membrane expression of somatostatin receptors, and despite Peptide Receptor Radionuclide Therapy, PRRT, strategies have successfully been implemented, trials with cold somatostatin analogs were abandoned prematurely due to inconsistent results. To investigate this issue and identify potential therapeutic tools, we widely profiled somatostatin receptors expression in PPGL and conducted a comprehensive functional screening on wild-type and SDHB knockdown PPGL cell lines of native and synthetic somatostatin analogs. Results revealed that pheochromocytomas and paragangliomas similarly display a predominant SSTR2 and SSTR1 expression regardless of molecular cluster. Treatment with somatostatin, cortistatin, octreotide or pasireotide did not exert clear antitumoral effects on model cell lines. Notably, the selective SST2 agonist BIM-23120 significantly reduced cell proliferation and induced apoptosis in an SST2-dependent manner, but only in SDHB knocked-down PPGL cells. Indeed, only SDHB KD cells showed stronger membrane-enriched SST2 and clear receptor internalization upon BIM-23120 treatment. Molecular analysis revealed a generalized dephosphorylation affecting key proliferation, growth and cell survival pathways in response to BIM-23120 (unlike when treating with octreotide). Altogether, our results provide novel information on the status of the somatostatin system in PPGL and identify new potential therapeutic tools selectively targeting somatostatin receptors on this refractory tumor.

162. Precision cancer medicine in Europe: a mixed-methods study on infrastructure for extended molecular diagnostics.

作者: Pia S Henkel.;Kine Pedersen.;Kjetil Taskén.;Ebba Hallersjö Hult.;Hans Gelderblom.;G Live Fagereng.;Helga B Landsverk.;Eline Aas.; .
来源: J Cancer Res Clin Oncol. 2026年152卷4期
Precision cancer medicine (PCM), targeting cancer treatment to patients' individual genomic profiles, has the potential to improve diagnosis and outcomes substantially. Implementing PCM in healthcare systems requires that extended molecular diagnostics are accessible as part of routine practice. We conducted a mixed-methods study to identify and inform the infrastructure necessary for the implementation of extended molecular diagnostics as part of the health care system.

163. Anticarcinogenic effects of miR-199a-loaded gold nanoparticles on hepatocellular carcinoma: in vitro study.

作者: Samar El Achy.;Maisa E Moustafa.;Mohamed Fouad.;Ashraf Awad.;Reham Abdelhaleem.;Thanaa Shalaby.
来源: Sci Rep. 2026年16卷1期
Hepatocellular carcinoma (HCC) represents a critical oncological challenge demanding innovative therapeutic interventions. miRNA has been known to play an important role in cancer inhibition to control HCC's development and progression by regulating cell proliferation and apoptosis. The major hurdle is to deliver the miRNA at the site of tumor. Metallic nanoparticles with modified surface can be used to solve this problem. In the current study, gold-nanoparticles (Au NPs) were prepared, and their surface was modified with PEG moiety to facilitate the attachment of miRNA. For the first time, the modified gold NPs were loaded with miR-199a. Our findings revealed that, when cells treated with gold bare (80 nM) for 24 h, a low cytotoxicity was obtained (11.11 ± 2.25%). When cells treated with nanocomplex miRNA- PEG -Au NPs (80 nM) for 24 h, a significantly increased cellular cytotoxicity was obtained (55.7 ± 4.55%). Also, the prepared nanocomplex exhibits a promising potential in suppressing tumor cell proliferation and significantly enhancing apoptosis in a concentration and time dependent manner. These results underscore the transformative potential of targeted nanomaterial-based miRNA delivery as a sophisticated therapeutic modality in cancer management. In conclusion, Au NPs are excellent carriers for miRNA where they increase the cellular uptake, exerting a promising anticancer effect on HCC cells, representing a new approach in developing precision therapeutics for hepatocellular carcinoma.

164. ADAR2 induces the differentiation of osteosarcoma cells by editing activity on IGFBP7: new implications for therapy.

作者: Michela Rossi.;Federica Scotto di Carlo.;Jacopo Di Gregorio.;Sharon Russo.;Laura Di Giuseppe.;Giulia Battafarano.;Sara Terreri.;Olivia Pagliarosi.;Domenico Alessandro Silvestris.;Marco Corona.;Adriano Barra.;Marco Pezzullo.;Cristiano De Stefanis.;Simone Pelle.;Pier Francesco Costici.;Salvatore Minisola.;Jessica Pepe.;Franco Locatelli.;Fernando Gianfrancesco.;Angela Gallo.;Andrea Del Fattore.
来源: Bone Res. 2026年14卷1期
Osteosarcoma is a highly malignant bone tumor which primarily affects the juvenile population and is characterized by high rate of recurrence and metastasis. RNA editing has emerged as a key process in cancer progression. Herein, we investigated the role of RNA editing enzyme ADAR2 (Adenosine Deaminase Acting on RNA 2) in osteosarcoma. We demonstrated that ADAR2 expression increases during osteoblast differentiation and inversely correlates with the aggressiveness of osteosarcoma cells. Interestingly, the overexpression of ADAR2 in osteosarcoma cell lines reduces their tumoral properties and promotes their differentiation in osteoblast-like cells, as shown by gene expression analysis and mineralization assays. These results were also confirmed by in vivo experiments; indeed, intratibial injection of ADAR2-overexpressing osteosarcoma cells in NSG mice resulted in less aggressive tumors compared to mice injected with pEmpty or pInactive ADAR2 E/A vector-transfected cells. To elucidate the mechanisms by which ADAR2 overexpression induces osteogenic terminal differentiation of osteosarcoma cells, we performed RNA-seq analysis of Saos-2 cells and identified IGFBP7 (Insulin-like Growth Factor Binding Protein 7) as the most highly edited transcript in ADAR2-overexpressing cells. We showed that the editing activity of ADAR2 on IGFBP7 abolishes its proliferative effect on osteosarcoma cells and triggers terminal differentiation. Overall, our results indicate that ADAR2 acts as a tumor suppressor in osteosarcoma and may represent a novel therapeutic target for this aggressive pediatric tumor.

165. Profiling Ten RHO GTPases in Myeloid Malignancies Reveals Distinct Expression Patterns and Prognostic Associations.

作者: Beatriz de Almeida Rodrigues.;Luciana Bueno de Paiva.;Maria Carolina Clares Ramalho.;Amanda Ferreira Damasceno.;Sara Teresinha Olalla Saad.;Mariana Lazarini.
来源: Cancer Med. 2026年15卷4期e71770页
The RHO GTPase family regulates cytoskeleton-dependent processes, including proliferation and migration. Although their dysregulation is well described in solid tumors, little is known about their role in hematologic malignancies. We investigated the expression of ten RHO GTPase genes in bone marrow samples from patients with acute myeloid leukemia (AML) and myelodysplastic neoplasms (MDS) and analyzed TCGA AML data for prognostic associations. RHOBTB2, RND2, and RHOQ were differentially expressed compared with healthy controls. RHOBTB2 was elevated in both MDS and AML and associated with inferior overall and disease-free survival, including in intermediate-risk AML. Our findings reveal distinct dysregulation patterns of RHO GTPases in myeloid malignancies and confirm RHOBTB2 as a candidate prognostic marker in AML with a potential oncogenic role. These data support further investigation into the functional roles of RHO GTPases in leukemogenesis and their utility as emerging biomarkers in hematologic cancers.

166. A History of Cancer Research: Proto-Oncogene Activation in Human Cancer.

作者: Joseph Lipsick.
来源: Cold Spring Harb Perspect Med. 2026年16卷4期
Research in the 1970s showed that while retroviruses had been a key to identification of oncogenes, they were not actually a major cause of human cancer. Moreover, cells contained additional proto-oncogenes that did not necessarily have viral oncogene counterparts. In this excerpt from his forthcoming book, Joe Lipsick remembers the groundbreaking work on DNA transfection, chromosomal rearrangements, and gene amplification that identified the smoking guns responsible for activation of oncogenes such as RAS and revealed how translocations in immune cells produce cancer drivers like the Philadelphia chromosome.

167. Neck mass in an elderly patient with EWSR1::NFATC2 gene fusion.

作者: Amber E Faquih.;Eeman Noor.;Bilal Jawed.;Mennatallah Ewais.;Aasim Sehbai.
来源: BMJ Case Rep. 2026年19卷4期
Ewing sarcoma (ES) and its variants are rare and aggressive malignancies, occurring in paediatric and younger adult populations. Adamantinoma-like ES (ALES) is one of its variants, characterised by EWSR1::FLI1 fusions, and is exceptionally rare, especially in older adults. There are a few similar cases reported in the literature. We report a rare case of an older adult with a complicated medical history and reported a left neck mass on a follow-up visit; the mass developed over nine months. After evaluation, he was found to have a rare diagnosis of ALES in this age group, specifically with this Ewing Sarcoma RNA binding protein 1 and nuclear factor of activated T cells cytoplasmic 2 (EWSR1::NFATC2) gene fusion. This case highlights the challenges of diagnosing and the multidisciplinary management of rare variants of ES with uncommon gene fusions and raises awareness for the future potential of molecular diagnostics and treatment-specific applications for improved access to care and better outcomes for this population.

168. METTL14 Promotes the Malignancy of Osteosarcoma by Mediating the m6A Methylation of ITGB3.

作者: Yacun Wan.;Zhixiang Zhang.;Zhongqiang Li.;Juan Du.
来源: Ann Clin Lab Sci. 2026年56卷1期76-86页
Osteosarcoma (OS) is a malignant tumor originating from osteoblasts. Methyltransferase-like 14 (METTL14) is an N6-methyladenosine (m6A) methyltransferase that has been reported to promote OS progression; however, its underlying mechanism remains unclear.

169. A Stepwise Approach to Macrocephaly: Clinical Clues to the Rare Diagnosis of PTEN Hamartoma Tumor Syndrome.

作者: Nidhi A Gupta.;Natasha Shur.;Seth I Berger.
来源: Pediatr Ann. 2026年55卷4期e139-e142页
Macrocephaly, defined as a large head size, has a very broad differential and sometimes can be challenging to differentiate as benign versus indicative of pathology. In this review, we outline a stepwise approach to improving diagnosis of neurogenetic disorders versus other causes using the example of PTEN (phosphatase and TENsin homolog) Hamartoma Tumor Syndrome (PHTS). PHTS is a multiple hamartoma syndrome with medical management implications including the need for tumor surveillance, but often cases are not diagnosed until later in adulthood. Our review emphasizes the utility of using head circumference z scores in combination with other features as a triage tool for genetic identification of disorders such as PHTS.

170. Interpretation of constitutional cancer predisposition gene variants in 14 765 individuals in the 100 000 Genomes Project cancer arm: a retrospective cohort analysis.

作者: James Whitworth.;Valerie Yawen Wang.;Daniella Black.;Helen Ruth Davies.;Andrea Degasperi.;Diana Prepelita.;Serena Nik-Zainal.
来源: Lancet Oncol. 2026年27卷4期502-511页
Cancer predisposition due to constitutional (germline) genetic variants in high-risk or moderate-risk cancer predisposition genes presents clinical opportunities for risk mitigation. Focusing genetic testing only on patients who are most likely to be positive for germline variants might enhance the clinical utility of positive results, but this approach could fail to assess the rate and pattern of such variants in patients with cancer overall. We aimed to assess the frequency and nature of constitutional variants in cancer predisposition genes in patients with cancer in the UK health-care system.

171. Fulzerasib plus cetuximab in first-line KRASG12C-mutated non-small-cell lung cancer (KROCUS): a single-arm, multicentre, phase 1b/2 trial.

作者: Vanesa Gregorc.;Margarita Majem.;Giuseppe Lo Russo.;Michele Maio.;Stephanie Salvagni.;Vanesa Gutiérrez-Calderon.;Maria Gonzalez-Cao.;Sergio Sandiego Contreras.;Anna Koumarianou.;Alessandra Bearz.;Reyes Bernabé-Caro.;Santiago Viteri.;Miguel Fernández de Sanmamed.;Flora Zagouri.;Teresa Morán Bueno.;Chiara Lazzari.;Sergio Martínez-Recio.;Ana Giménez-Capitán.;Yue Zhang.;Yue Shan.;Huaqiang Zhu.;Congqiao Zhao.;Haige Shen.;Yu Wang.;Rafael Rosell.
来源: Lancet Oncol. 2026年27卷4期432-441页
Fulzerasib, a KRASG12C inhibitor, has shown clinical activity in previously treated non-small-cell lung cancer (NSCLC). Clinical studies indicate that combining a KRASG12C inhibitor with an anti-EGFR antibody is effective in colorectal cancer; however, its benefit in NSCLC remains to be explored.

172. Catching a chameleon.

作者: Elias J Sayour.
来源: Science. 2026年392卷6793期45页
mRNA can be engineered to overcome cancer evolution.

173. Turning tumors against themselves.

作者: Fábio F Rosa.
来源: Science. 2026年392卷6793期44-45页
Cell reprogramming can be used to short-circuit the cancer-immunity cycle.

174. Functional role of small extrachromosomal circular DNA in colorectal cancer.

作者: Judith Mary Hariprakash.;Egija Zole.;Weijia Feng.;Dan Hao.;Lasse Bøllehuus Hansen.;Nirmalya Bandyopadhyay.;Marghoob Mohiyuddin.;Sihan Wu.;Astrid Zedlitz Johansen.;Julia Sidenius Johansen.;Birgitte Regenberg.
来源: Proc Natl Acad Sci U S A. 2026年123卷14期e2523047123页
Extrachromosomal circular DNA (eccDNA) are molecules that originate from chromosomal DNA but exist independently. While large eccDNA (ecDNA) contributes to tumorigenesis, the role of smaller eccDNA (<100,000 base pairs) in cancer remains unclear. Our analysis of 25 colorectal cancer (CRC) tumors and normal adjacent tissues revealed that eccDNA is significantly more abundant in tumor tissues, correlating strongly with chromosomal amplifications. The presence of whole intact genes on 1.29% of eccDNA was nonrandom. We identified 84 genes that recurred across tumors of multiple patients when present on eccDNA, with 19% of genes being cancer-associated. eccDNA-borne genes were often accompanied by increased expression, and their contribution to expression was much larger than that from linear amplifications and the larger ecDNA. The cytokine gene CXCL5 exemplified this phenomenon, showing substantial copy-number increase and upregulation when present on eccDNA. Functional validation in cell lines showed that CXCL5 eccDNA enhanced transcriptional output and immune cell recruitment function. The recurrence and overexpression of CRC-related genes on eccDNA indicate their selection in tumors, suggest that eccDNA can serve as an additional mechanism for dynamically influencing gene expression and is capable of conferring cancer phenotypes on cells. Analysis of chromatin landscapes revealed that eccDNA preferentially forms at sites of open chromatin and active transcription, with architectural boundaries marked by CTCF protein. Clinically, higher eccDNA levels correlated with poorer relapse-free survival in a small patient cohort. These findings suggest that circular DNA elements across the entire size spectrum participate in cancer evolution and warrant further investigation in larger cohorts.

175. DNMT1 loss leads to hypermethylation of a subset of late replicating domains by DNMT3A.

作者: Ioannis Kafetzopoulos.;Francesca Taglini.;Moira Pasquier.;Hazel Davidson-Smith.;Christine J Rodger.;Lucia Puchades Gimeno.;Andrew A Malcolm.;Duncan Sproul.
来源: PLoS Genet. 2026年22卷4期e1012098页
Loss of DNA methylation is a hallmark of cancer that is proposed to promote carcinogenesis through gene expression alterations, retrotransposon activation and induction of genomic instability. Cancer-associated hypomethylation does not occur across the whole genome but leads to the formation of partially methylated domains (PMDs). However, the mechanisms underpinning PMD formation remain unclear. PMDs replicate late in S-phase leading to the hypothesis that they become hypomethylated due to incomplete re-methylation by the maintenance methyltransferase DNMT1 during cell division. Here we investigate the role of DNMT1 in shaping the cancer methylome by conducting whole genome bisulfite sequencing (WGBS), repli-seq and ChIP-seq on DNMT1 knockout HCT116 colorectal cancer cells (DNMT1 KO cells). We find that DNMT1 loss leads to preferential hypomethylation in late replicating, heterochromatic PMDs marked by the constitutive heterochromatic mark H3K9me3 or the facultative heterochromatic mark H3K27me3. However, we also observe that a subset of H3K9me3-marked PMDs gain methylation in DNMT1 KO cells. We find that, in DNMT1 KO cells, these hypermethylated PMDs remain late replicating but DNMT3A localises to them. This is accompanied by loss of heterochromatic H3K9me3, specific gain of euchromatic H3K36me2 and some gene upregulation. These same domains also have more variable DNA methylation than other PMDs in colorectal tumours in vivo. Our observations suggest that hypermethylated PMDs lose their heterochromatic state, enabling their methylation by DNMT3A and the establishment of a hypermethylated, non-PMD state, despite their late replication timing. More generally, our findings suggest that differential de novo DNMT activity plays a key role in establishing domain level DNA methylation patterns in cancer cells.

176. Alpelisib and Fulvestrant in PIK3CA-mutated hormone receptor-positive HER2-negative advanced breast cancer included in the German PRAEGNANT trial.

作者: Manuel Hörner.;Lara M Tretschock.;Nelson John.;Philipp Ziegler.;Lothar Häberle.;Sabrina Uhrig.;Chloë Goossens.;Niklas Amann.;Jan-Philipp Cieslik.;Dominik Dannehl.;Thomas M Deutsch.;Moritz Dimpfl.;Max Ehlert.;Kathleen Eichstädt.;Alexander Englisch.;Melitta B Köpke.;Annika Krückel.;Theresa Link.;Annika Müller.;Kristin Reinhardt.;Jonas Roth.;Henning Schäffler.;Lea Sych.;Christian M Tegeler.;Catharina Wichmann.;Maggie Banys-Paluchowski.;Henriette Princk.;Achim Rody.;Sara Y Brucker.;Nina Ditsch.;Johannes Ettl.;Tanja Fehm.;Carolin C Hack.;Peyman Hadji.;Alexander Hein.;Wolfgang W Janni.;Hans-Christian Kolberg.;Diana Lüftner.;Michael P Lux.;Volkmar Müller.;Andreas Schneeweiss.;Florin-Andrei Taran.;Hans Tesch.;Diethelm Wallwiener.;Frederik Marmé.;Stephan Seitz.;Erik Belleville.;Andreas Hartkopf.;Laura L Michel.;Markus Wallwiener.;Peter A Fasching.;Nikolas Tauber.
来源: Breast Cancer Res Treat. 2026年217卷1期
Mutations in PIK3CA are one of several actionable mutations for patients with hormone receptor positive, human epidermal growth factor receptor 2 negative breast cancer. Alpelisib in combination with fulvestrant was the first approved PI3K inhibitor and was introduced in clinical practice in 2019. A lack of evidence for the use of alpelisib in the context of current treatment options like cyclin-dependent 4/6 inhibitor (CDK4/6i), highlights the importance of this analysis. We provide a real-world analysis of the use of alpelisib with the prospective German PRAEGNANT registry (NCT02338167).

177. The role of HNF4α in adenocarcinoma.

作者: Headtlove Essel Dadzie.;Eric L Snyder.
来源: Biochem Soc Trans. 2026年54卷4期333-347页
Hepatocyte nuclear factor 4 alpha (HNF4α) is a conserved nuclear receptor that governs epithelial identity and metabolic homeostasis across endoderm-derived tissues. In cancer, HNF4α can function as either an oncogene or a tumor suppressor. In colorectal and hepatocellular carcinoma, reduced HNF4α activity accompanies loss of differentiation and tumor progression, consistent with tumor-suppressive functions. In contrast, in pancreatic ductal adenocarcinoma, invasive mucinous adenocarcinoma, and other lineage-defined epithelial tumors, HNF4α can also participate in transcriptional programs that sustain malignant identity, metabolic adaptation, and therapeutic resistance. However, these effects are highly context-dependent and do not imply a uniformly oncogenic role in these tumor types. These divergent functions are shaped by isoform usage, chromatin state, epigenetic regulation, metabolic cues, and transcription factor networks. Rather than acting as a classical oncogene or tumor suppressor in all settings, HNF4α is better understood as a context-dependent regulator of lineage state whose activity may either restrain tumor progression or support tumor maintenance. This mini review highlights the molecular mechanisms that shape HNF4α activity, including isoform biology and epigenetic control, and discusses emerging strategies for selectively inhibiting HNF4α in dependency states or restoring its differentiation-promoting functions in tumors where it is lost.

178. 7-T MRI intratumoral susceptibility signals reflect biomarker status in gliomas.

作者: Fengwei Yu.;Ke Li.;Zilong Li.;Suyi Zhou.;Wei Chen.;Chaodong Xiang.;Jiafei Chen.;Zhentao Zuo.;Zhiming Zhen.;Wei Chen.
来源: Eur Radiol Exp. 2026年10卷1期
To evaluate whether 7-T susceptibility-weighted imaging (SWI) can predict glioma's histological grade, Ki-67 labeling index (LI), isocitrate dehydrogenase 1 (IDH1) mutation, 1p/19q co-deletion, telomerase reverse transcriptase (TERT) promoter mutation, and O-6-methylguanine-DNA-methyltransferase (MGMT) promoter methylation status of gliomas.

179. The remarkable legacy of the K6/ODC mouse: mechanisms of polyamine-promoted tumorigenesis revealed.

作者: Susan K Gilmour.
来源: Amino Acids. 2026年58卷1期
Using the well-studied two-stage model of skin carcinogenesis, the first transgenic mouse with targeted expression of a polyamine metabolic enzyme was generated 30 years ago. Ornithine decarboxylase (ODC), a key regulating enzyme of polyamine biosynthesis, was constitutively expressed in the outer root sheath cells of hair follicles near the bulge stem cell niche using a keratin 6 promoter in K6/ODC mice. Early studies using K6/ODC mice demonstrated that polyamines play an essential role in the early promotional phase of skin tumorigenesis. Treatment with inhibitors of ODC activity blocked the formation of skin tumors and caused the rapid regression of existing tumors. We review how use of the K6/ODC mouse has shown that elevated polyamines in epithelial cells stimulate proliferation and invasiveness, recruit stem cells, alter chromatin remodeling and cell signaling leading to metabolic reprogramming, increase vascularization, activate underlying fibroblasts, and have powerful effects on immune cell function, all contributing to the development and progression of tumors.

180. Integrated spatial transcriptomics and pan-cancer XGBoost modeling uncover spatial drivers of immune exclusion and predict immunotherapy response.

作者: Hongying Zhao.;Wangyang Liu.;Haotian Xu.;Lu Wang.;Zushun Chen.;Yanwu Sun.;Li Wang.
来源: Cancer Immunol Immunother. 2026年75卷4期
Immunotherapy has revolutionized cancer treatment, yet characterizing the spatial complexity of the tumor immune microenvironment remains a challenge. In this study, we established a comprehensive computational framework integrating multi-omics profiling across 27 cancer types to decode immune-related non-coding RNA regulatory networks. Moving beyond traditional bulk analysis, we utilized spatial transcriptomics to dissect the spatial localization of these regulators. We identified the SNHG6-BIRC5 axis as a critical driver of the "immune-cold" phenotype in lung adenocarcinoma. We provide visual evidence that this axis localizes to tumor nests and negatively correlates with T- cell infiltration, elucidating a mechanism of spatial immune exclusion. Validating the clinical relevance of these findings, genome-scale CRISPR-Cas9 screening data confirmed the functional essentiality of these targets for cancer cell survival. Furthermore, pharmacogenomic analysis revealed that high expression of this axis correlates with sensitivity to chemotherapy agents like Vinblastine, suggesting a potential stratification strategy for patients with immune-excluded tumors. To expand the clinical utility to immunotherapy prediction, we developed a pan-cancer XGBoost machine learning model incorporating 14 high-performance regulatory features. This model achieved robust performance in distinguishing immunotherapy responders from non-responders with an AUC of 0.771, outperforming traditional markers such as PD-L1. Collectively, this study highlights spatial determinants of immune exclusion and chemotherapy sensitivity- and presents a generalized machine- learning tool for precision immunotherapy stratification. The developed online resource is freely available to facilitate community-wide biomarker discovery.
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