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DNA methylation profiling identifies subgroups of lung adenocarcinoma with distinct immune cell composition, DNA methylation age, and clinical outcome
Guidry, Kayla; Vasudevaraja, Varshini; Labbe, Kristen; Mohamed, Hussein; Serrano, Jonathan; Guidry, Brett W; DeLorenzo, Michael; Zhang, Hua; Deng, Jiehui; Sahu, Soumyadip; Almonte, Christina; Moreira, Andre L; Tsirigos, Aristotelis; Papagiannakopoulos, Thales; Pass, Harvey; Snuderl, Matija; Wong, Kwok-Kin
PURPOSE/OBJECTIVE:Lung adenocarcinoma (LUAD) is a clinically heterogenous disease, which is highlighted by the unpredictable recurrence in low-stage tumors and highly variable responses observed in patients treated with immunotherapies, which cannot be explained by mutational profiles. DNA methylation-based classification and understanding of microenviromental heterogeneity may allow stratification into clinically relevant molecular subtypes of LUADs. EXPERIMENTAL DESIGN/METHODS:We characterize the genome-wide DNA methylation landscape of 88 resected LUAD tumors. Exome sequencing focusing on a panel of cancer-related genes was used to genotype these adenocarcinoma samples. Bioinformatic and statistical tools, the immune cell composition, DNA methylation age (DNAm age), and DNA methylation clustering were used to identify clinically relevant subgroups. RESULTS:Deconvolution of DNA methylation data identified immunologically hot and cold subsets of lung adenocarcinomas. Additionally, concurrent factors were analyzed that could affect the immune microenvironment, such as smoking history, ethnicity, or presence of KRAS or TP53 mutations. When the DNAm age was calculated, a lower DNAm age was correlated with the presence of a set of oncogenic drivers, poor overall survival, and specific immune cell populations. Unsupervised DNA methylation clustering identified 6 molecular subgroups of LUAD tumors with distinct clinical and microenvironmental characteristics. CONCLUSIONS:Our results demonstrate that DNA methylation signatures can stratify lung adenocarcinoma into clinically relevant subtypes, and thus such classification of LUAD at the time of resection may lead to better methods in predicting tumor recurrence and therapy responses.
PMID: 35802677
ISSN: 1557-3265
CID: 5280672
Modulating mitofusins to control mitochondrial function and signaling
Zacharioudakis, Emmanouil; Agianian, Bogos; Kumar Mv, Vasantha; Biris, Nikolaos; Garner, Thomas P; Rabinovich-Nikitin, Inna; Ouchida, Amanda T; Margulets, Victoria; Nordstrøm, Lars Ulrik; Riley, Joel S; Dolgalev, Igor; Chen, Yun; Wittig, Andre J H; Pekson, Ryan; Mathew, Chris; Wei, Peter; Tsirigos, Aristotelis; Tait, Stephen W G; Kirshenbaum, Lorrie A; Kitsis, Richard N; Gavathiotis, Evripidis
Mitofusins reside on the outer mitochondrial membrane and regulate mitochondrial fusion, a physiological process that impacts diverse cellular processes. Mitofusins are activated by conformational changes and subsequently oligomerize to enable mitochondrial fusion. Here, we identify small molecules that directly increase or inhibit mitofusins activity by modulating mitofusin conformations and oligomerization. We use these small molecules to better understand the role of mitofusins activity in mitochondrial fusion, function, and signaling. We find that mitofusin activation increases, whereas mitofusin inhibition decreases mitochondrial fusion and functionality. Remarkably, mitofusin inhibition also induces minority mitochondrial outer membrane permeabilization followed by sub-lethal caspase-3/7 activation, which in turn induces DNA damage and upregulates DNA damage response genes. In this context, apoptotic death induced by a second mitochondria-derived activator of caspases (SMAC) mimetic is potentiated by mitofusin inhibition. These data provide mechanistic insights into the function and regulation of mitofusins as well as small molecules to pharmacologically target mitofusins.
PMCID:9262907
PMID: 35798717
ISSN: 2041-1723
CID: 5278382
Interleukin-17 governs hypoxic adaptation of injured epithelium
Konieczny, Piotr; Xing, Yue; Sidhu, Ikjot; Subudhi, Ipsita; Mansfield, Kody P; Hsieh, Brandon; Biancur, Douglas E; Larsen, Samantha B; Cammer, Michael; Li, Dongqing; Landén, Ning Xu; Loomis, Cynthia; Heguy, Adriana; Tikhonova, Anastasia N; Tsirigos, Aristotelis; Naik, Shruti
Mammalian cells autonomously activate hypoxia-inducible transcription factors (HIFs) to ensure survival in low-oxygen environments. We report here that injury-induced hypoxia is insufficient to trigger HIF1α in damaged epithelium. Instead, multimodal single-cell and spatial transcriptomics analyses and functional studies reveal that retinoic acid-related orphan receptor γt+ (RORγt+) γδ T cell-derived interleukin-17A (IL-17A) is necessary and sufficient to activate HIF1α. Protein kinase B (AKT) and extracellular signal-regulated kinase 1/2 (ERK1/2) signaling proximal of IL-17 receptor C (IL-17RC) activates mammalian target of rapamycin (mTOR) and consequently HIF1α. The IL-17A-HIF1α axis drives glycolysis in wound front epithelia. Epithelial-specific loss of IL-17RC, HIF1α, or blockade of glycolysis derails repair. Our findings underscore the coupling of inflammatory, metabolic, and migratory programs to expedite epithelial healing and illuminate the immune cell-derived inputs in cellular adaptation to hypoxic stress during repair.
PMID: 35709248
ISSN: 1095-9203
CID: 5268732
Optimization of a Deep Convolutional Neural Network for Spatial Quantification of Necrosis in Archival Osteosarcoma Cases [Meeting Abstract]
Occidental, Michael; Coudray, Nicolas; Chiriboga, Luis; Tsirigos, Aristotelis; Jour, George
ISI:000770360200052
ISSN: 0023-6837
CID: 5243142
Optimization of a Deep Convolutional Neural Network for Spatial Quantification of Necrosis in Archival Osteosarcoma Cases [Meeting Abstract]
Occidental, Michael; Coudray, Nicolas; Chiriboga, Luis; Tsirigos, Aristotelis; Jour, George
ISI:000770361800053
ISSN: 0893-3952
CID: 5243272
Apolipoprotein E4 Effects a Distinct Transcriptomic Profile and Dendritic Arbor Characteristics in Hippocampal Neurons Cultured in vitro
Diaz, Jenny R; Martá-Ariza, Mitchell; Khodadadi-Jamayran, Alireza; Heguy, Adriana; Tsirigos, Aristotelis; Pankiewicz, Joanna E; Sullivan, Patrick M; Sadowski, Martin J
The APOE gene is diversified by three alleles ε2, ε3, and ε4 encoding corresponding apolipoprotein (apo) E isoforms. Possession of the ε4 allele is signified by increased risks of age-related cognitive decline, Alzheimer's disease (AD), and the rate of AD dementia progression. ApoE is secreted by astrocytes as high-density lipoprotein-like particles and these are internalized by neurons upon binding to neuron-expressed apoE receptors. ApoE isoforms differentially engage neuronal plasticity through poorly understood mechanisms. We examined here the effects of native apoE lipoproteins produced by immortalized astrocytes homozygous for ε2, ε3, and ε4 alleles on the maturation and the transcriptomic profile of primary hippocampal neurons. Control neurons were grown in the presence of conditioned media from Apoe -/- astrocytes. ApoE2 and apoE3 significantly increase the dendritic arbor branching, the combined neurite length, and the total arbor surface of the hippocampal neurons, while apoE4 fails to produce similar effects and even significantly reduces the combined neurite length compared to the control. ApoE lipoproteins show no systemic effect on dendritic spine density, yet apoE2 and apoE3 increase the mature spines fraction, while apoE4 increases the immature spine fraction. This is associated with opposing effects of apoE2 or apoE3 and apoE4 on the expression of NR1 NMDA receptor subunit and PSD95. There are 1,062 genes differentially expressed across neurons cultured in the presence of apoE lipoproteins compared to the control. KEGG enrichment and gene ontology analyses show apoE2 and apoE3 commonly activate expression of genes involved in neurite branching, and synaptic signaling. In contrast, apoE4 cultured neurons show upregulation of genes related to the glycolipid metabolism, which are involved in dendritic spine turnover, and those which are usually silent in neurons and are related to cell cycle and DNA repair. In conclusion, our work reveals that lipoprotein particles comprised of various apoE isoforms differentially regulate various neuronal arbor characteristics through interaction with neuronal transcriptome. ApoE4 produces a functionally distinct transcriptomic profile, which is associated with attenuated neuronal development. Differential regulation of neuronal transcriptome by apoE isoforms is a newly identified biological mechanism, which has both implication in the development and aging of the CNS.
PMCID:9099260
PMID: 35572125
ISSN: 1663-4365
CID: 5232812
Investigation of Global Gene Expression of Human Blastocysts Diagnosed as Mosaic using Next-generation Sequencing
Maxwell, Susan M; Lhakhang, Tenzin C; Lin, Ziyan; Kramer, Yael G; Zhang, Yutong; Wang, Fang; Heguy, Adriana; Tsirigos, Aristotelis; Grifo, James A; Licciardi, Frederick
Embryos are diagnosed as mosaic if their chromosomal copy number falls between euploid and aneuploid. The purpose of this study was to investigate the impact of mosaicism on global gene expression. This study included 42 blastocysts that underwent preimplantation genetic testing for aneuploidy (PGT-A) and were donated for IRB approved research. Fourteen blastocysts were diagnosed as mosaic with Next-generation Sequencing (NGS). Three NGS diagnosed euploid embryos, and 25 aneuploid embryos (9 NGS, 14 array Comparative Genomic Hybridization, 2 Single Nucleotide Polymorphism array) were used as comparisons. RNA-sequencing was performed on all of the blastocysts. Differentially expressed genes (DEGs) were calculated using DESeq2/3.5 (R Bioconductor Package) with p < 0.05 considered significantly differentially expressed. Pathway analysis was performed on mosaic embryos using EnrichR with p < 0.05 considered significant. With euploid embryo gene expression used as a control, 12 of 14 mosaic embryos had fewer DEGs compared to aneuploid embryos involving the same chromosome. On principal component analysis (PCA), mosaic embryos mapped separately from aneuploid embryos. Pathways involving cell proliferation, differentiation, and apoptosis were the most disrupted within mosaic embryos. Mosaic embryos have decreased disruption of global gene expression compared to aneuploid embryos. This study was limited by the small sample size, lack of replicate samples for each mosaic abnormality, and use of multiple different PGT-A platforms for the diagnosis of aneuploid embryos.
PMID: 35304731
ISSN: 1933-7205
CID: 5204212
Altered BAF occupancy and transcription factor dynamics in PBAF-deficient melanoma
Carcamo, Saul; Nguyen, Christie B; Grossi, Elena; Filipescu, Dan; Alpsoy, Aktan; Dhiman, Alisha; Sun, Dan; Narang, Sonali; Imig, Jochen; Martin, Tiphaine C; Parsons, Ramon; Aifantis, Iannis; Tsirigos, Aristotelis; Aguirre-Ghiso, Julio A; Dykhuizen, Emily C; Hasson, Dan; Bernstein, Emily
ARID2 is the most recurrently mutated SWI/SNF complex member in melanoma; however, its tumor-suppressive mechanisms in the context of the chromatin landscape remain to be elucidated. Here, we model ARID2 deficiency in melanoma cells, which results in defective PBAF complex assembly with a concomitant genomic redistribution of the BAF complex. Upon ARID2 depletion, a subset of PBAF and shared BAF-PBAF-occupied regions displays diminished chromatin accessibility and associated gene expression, while BAF-occupied enhancers gain chromatin accessibility and expression of genes linked to the process of invasion. As a function of altered accessibility, the genomic occupancy of melanoma-relevant transcription factors is affected and significantly correlates with the observed transcriptional changes. We further demonstrate that ARID2-deficient cells acquire the ability to colonize distal organs in multiple animal models. Taken together, our results reveal a role for ARID2 in mediating BAF and PBAF subcomplex chromatin dynamics with consequences for melanoma metastasis.
PMCID:9013128
PMID: 35385731
ISSN: 2211-1247
CID: 5201642
Co-targeting of BAX and BCL-XL proteins broadly overcomes resistance to apoptosis in cancer
Lopez, Andrea; Reyna, Denis E; Gitego, Nadege; Kopp, Felix; Zhou, Hua; Miranda-Roman, Miguel A; Nordstrøm, Lars Ulrik; Narayanagari, Swathi-Rao; Chi, Ping; Vilar, Eduardo; Tsirigos, Aristotelis; Gavathiotis, Evripidis
Deregulation of the BCL-2 family interaction network ensures cancer resistance to apoptosis and is a major challenge to current treatments. Cancer cells commonly evade apoptosis through upregulation of the BCL-2 anti-apoptotic proteins; however, more resistant cancers also downregulate or inactivate pro-apoptotic proteins to suppress apoptosis. Here, we find that apoptosis resistance in a diverse panel of solid and hematological malignancies is mediated by both overexpression of BCL-XL and an unprimed apoptotic state, limiting direct and indirect activation mechanisms of pro-apoptotic BAX. Both survival mechanisms can be overcome by the combination of an orally bioavailable BAX activator, BTSA1.2 with Navitoclax. The combination demonstrates synergistic efficacy in apoptosis-resistant cancer cells, xenografts, and patient-derived tumors while sparing healthy tissues. Additionally, functional assays and genomic markers are identified to predict sensitive tumors to the combination treatment. These findings advance the understanding of apoptosis resistance mechanisms and demonstrate a novel therapeutic strategy for cancer treatment.
PMCID:8901805
PMID: 35256598
ISSN: 2041-1723
CID: 5183422
Clonal lineage tracing reveals shared origin of conventional and plasmacytoid dendritic cells
Feng, Jue; Pucella, Joseph N; Jang, Geunhyo; Alcántara-Hernández, Marcela; Upadhaya, Samik; Adams, Nicholas M; Khodadadi-Jamayran, Alireza; Lau, Colleen M; Stoeckius, Marlon; Hao, Stephanie; Smibert, Peter; Tsirigos, Aristotelis; Idoyaga, Juliana; Reizis, Boris
Developmental origins of dendritic cells (DCs) including conventional DCs (cDCs, comprising cDC1 and cDC2 subsets) and plasmacytoid DCs (pDCs) remain unclear. We studied DC development in unmanipulated adult mice using inducible lineage tracing combined with clonal DNA "barcoding" and single-cell transcriptome and phenotype analysis (CITE-seq). Inducible tracing of Cx3cr1+ hematopoietic progenitors in the bone marrow showed that they simultaneously produce all DC subsets including pDCs, cDC1s, and cDC2s. Clonal tracing of hematopoietic stem cells (HSCs) and of Cx3cr1+ progenitors revealed clone sharing between cDC1s and pDCs, but not between the two cDC subsets or between pDCs and B cells. Accordingly, CITE-seq analyses of differentiating HSCs and Cx3cr1+ progenitors identified progressive stages of pDC development including Cx3cr1+ Ly-6D+ pro-pDCs that were distinct from lymphoid progenitors. These results reveal the shared origin of pDCs and cDCs and suggest a revised scheme of DC development whereby pDCs share clonal relationship with cDC1s.
PMID: 35180378
ISSN: 1097-4180
CID: 5175782