1
|
Penrose HM, Iftikhar R, Collins ME, Toraih E, Ruiz E, Ungerleider N, Nakhoul H, Flemington EF, Kandil E, Shah SB, Savkovic SD. Ulcerative colitis immune cell landscapes and differentially expressed gene signatures determine novel regulators and predict clinical response to biologic therapy. Sci Rep 2021; 11:9010. [PMID: 33907256 PMCID: PMC8079702 DOI: 10.1038/s41598-021-88489-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 04/08/2021] [Indexed: 12/27/2022] Open
Abstract
The heterogeneous pathobiology underlying Ulcerative Colitis (UC) is not fully understood. Using publicly available transcriptomes from adult UC patients, we identified the immune cell landscape, molecular pathways, and differentially expressed genes (DEGs) across patient cohorts and their association with treatment outcomes. The global immune cell landscape of UC tissue included increased neutrophils, T CD4 memory activated cells, active dendritic cells (DC), and M0 macrophages, as well as reduced trends in T CD8, Tregs, B memory, resting DC, and M2 macrophages. Pathway analysis of DEGs across UC cohorts demonstrated activated bacterial, inflammatory, growth, and cellular signaling. We identified a specific transcriptional signature of one hundred DEGs (UC100) that distinctly separated UC inflamed from uninflamed transcriptomes. Several UC100 DEGs, with unidentified roles in UC, were validated in primary tissue. Additionally, non-responders to anti-TNFα and anti-α4β7 therapy displayed distinct profiles of immune cells and pathways pertaining to inflammation, growth, and metabolism. We identified twenty resistant DEGs in UC non-responders to both therapies of which four had significant predictive power to treatment outcome. We demonstrated the global immune landscape and pathways in UC tissue, highlighting a unique UC signature across cohorts and a UC resistant signature with predictive performance to biologic therapy outcome.
Collapse
Affiliation(s)
- Harrison M Penrose
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA
| | - Rida Iftikhar
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA
| | - Morgan E Collins
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA
| | - Eman Toraih
- Division of Endocrine and Oncologic Surgery, Department of Surgery, Tulane University, New Orleans, LA, 70112, USA
| | - Emmanuelle Ruiz
- Division of Endocrine and Oncologic Surgery, Department of Surgery, Tulane University, New Orleans, LA, 70112, USA
| | - Nathan Ungerleider
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA
| | - Hani Nakhoul
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA
| | - Erik F Flemington
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA
| | - Emad Kandil
- Division of Endocrine and Oncologic Surgery, Department of Surgery, Tulane University, New Orleans, LA, 70112, USA
| | - Shamita B Shah
- Division of Gastroenterology, Ochsner Clinic Foundation, New Orleans, LA, 70121, USA
| | - Suzana D Savkovic
- Department of Pathology and Laboratory Medicine, Tulane University, 1430 Tulane Ave SL-79, New Orleans, LA, 70112, USA.
| |
Collapse
|
2
|
Ruiz E, Penrose HM, Heller S, Nakhoul H, Baddoo M, Flemington EF, Kandil E, Savkovic SD. Bacterial TLR4 and NOD2 signaling linked to reduced mitochondrial energy function in active inflammatory bowel disease. Gut Microbes 2020; 11:350-363. [PMID: 31063017 PMCID: PMC7524318 DOI: 10.1080/19490976.2019.1611152] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 04/12/2019] [Accepted: 04/18/2019] [Indexed: 02/03/2023] Open
Abstract
Inflammatory bowel disease (IBD) has been linked to active signaling with bacterial components and reduced mitochondrial ATP production; however, synergism between both of these disease characteristics remains unclear. We aimed to determine in human IBD transcriptomes the link between a transcriptional signature unique to intestinal cells (ICs) with reduced mitochondrial ATP production (Mito-0) and bacteria triggered signaling using a bioinformatics approach. We generated an IC Mito-0 panel comprised of 199 differentially expressed (DE) transcripts mediated by reduced mitochondrial ATP function (DEGseq, log2 fold-change > |2|, p < .001). Transcripts from this panel were involved in diverse biological functions including regulation of mitochondrial energy (lower ATP), extracellular matrix, cell-cell contact, cytoskeleton, growth, metabolism, and inflammation. Next, unsupervised hierarchical clustering showed that the Mito-0 panel distinctly separated inflamed IBD from non-inflamed transcriptomes, which was also supported by principal component analysis (PCA) revealing distinct variation between sample types based on presence of the Mito-0 signature (PCA, p = 8.77e-09). Utilizing three independent IBD cohorts, we validated that 60 novel transcripts from the Mito-0 panel were significantly increased in inflamed tissue. Subsequently, KEGG generated bacterial TLR4 and NOD2 transcriptional signatures strongly associated with inflamed IBD transcriptomes and with the Mito-0 signature as determined by Spearman's analysis (coefficient of correlation, r = 0.92, p < .05). Herein, using a comprehensive analysis we demonstrated existence of an axis between bacteria triggered signaling and reduced mitochondrial energy function. Furthermore, we identified and validated novel transcripts within this axis as potential drivers and therapeutic targets for human IBD.
Collapse
Affiliation(s)
- Emmanuelle Ruiz
- Division of Endocrine and Oncologic Surgery, Department of Surgery, Tulane University, New Orleans, LA, USA
| | - Harrison M. Penrose
- Department of Pathology and Laboratory Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| | - Sandra Heller
- Department of Pathology and Laboratory Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| | - Hani Nakhoul
- Department of Pathology and Laboratory Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| | - Melody Baddoo
- Department of Pathology and Laboratory Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| | - Erik F. Flemington
- Department of Pathology and Laboratory Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| | - Emad Kandil
- Division of Endocrine and Oncologic Surgery, Department of Surgery, Tulane University, New Orleans, LA, USA
| | - Suzana D. Savkovic
- Department of Pathology and Laboratory Medicine, Tulane University School of Medicine, New Orleans, LA, USA
| |
Collapse
|
3
|
Nakhoul H, Lin Z, Wang X, Roberts C, Dong Y, Flemington E. High-Throughput Sequence Analysis of Peripheral T-Cell Lymphomas Indicates Subtype-Specific Viral Gene Expression Patterns and Immune Cell Microenvironments. mSphere 2019; 4:e00248-19. [PMID: 31292228 PMCID: PMC6620372 DOI: 10.1128/msphere.00248-19] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 06/24/2019] [Indexed: 12/11/2022] Open
Abstract
Certain peripheral T-cell lymphomas (PTCLs) have been associated with viral infection, particularly infection with Epstein-Barr virus (EBV). However, a comprehensive virome analysis across PTCLs has not previously been reported. Here we utilized published whole-transcriptome RNA sequencing (RNA-seq) data sets from seven different PTCL studies and new RNA-seq data from our laboratory to screen for virus association, to analyze viral gene expression, and to assess B- and T-cell receptor diversity paradigms across PTCL subtypes. In addition to identifying EBV in angioimmunoblastic T-cell lymphoma (AITL) and extranodal NK/T-cell lymphoma (ENKTL), two PTCL subtypes with well-established EBV associations, we also detected EBV in several cases of anaplastic large-cell lymphoma (ALCL), and we found evidence of infection by the oncogenic viruses Kaposi's sarcoma-associated herpesvirus and human T-cell leukemia virus type 1 in isolated PTCL cases. In AITLs, EBV gene expression analysis showed expression of immediate early, early, and late lytic genes, suggesting either low-level lytic gene expression or productive infection in a subset of EBV-infected B-lymphocyte stromal cells. Deconvolution of immune cell subpopulations demonstrated a greater B-cell signal in AITLs than in other PTCL subtypes, consistent with a larger role for B-cell support in the pathogenesis of AITL. Reconstructed T-cell receptor (TCR) and B-cell receptor (BCR) repertoires demonstrated increased BCR diversity in AITLs, consistent with a possible EBV-driven polyclonal response. These findings indicate potential alternative roles for EBV in PTCLs, in addition to the canonical oncogenic mechanisms associated with EBV latent infection. Our findings also suggest the involvement of other viruses in PTCL pathogenesis and demonstrate immunological alterations associated with these cancers.IMPORTANCE In this study, we utilized next-generation sequencing data from 7 different studies of peripheral T-cell lymphoma (PTCL) patient samples to globally assess viral associations, provide insights into the contributions of EBV gene expression to the tumor phenotype, and assess the unique roles of EBV in modulating the immune cell tumor microenvironment. These studies revealed potential roles for EBV replication genes in some PTCL subtypes, the possible role of additional human tumor viruses in rare cases of PTCLs, and a role for EBV in providing a unique immune microenvironmental niche in one subtype of PTCLs. Together, these studies provide new insights into the understudied role of tumor viruses in PTCLs.
Collapse
Affiliation(s)
- Hani Nakhoul
- Department of Pathology, Tulane Cancer Center, Tulane University School of Medicine, New Orleans, Louisiana, USA
| | - Zhen Lin
- Department of Pathology, Tulane Cancer Center, Tulane University School of Medicine, New Orleans, Louisiana, USA
| | - Xia Wang
- Department of Pathology, Tulane Cancer Center, Tulane University School of Medicine, New Orleans, Louisiana, USA
| | - Claire Roberts
- Department of Pathology, Tulane Cancer Center, Tulane University School of Medicine, New Orleans, Louisiana, USA
| | - Yan Dong
- Department of Structural and Cellular Biology, Tulane Cancer Center, Tulane University School of Medicine, New Orleans, Louisiana, USA
| | - Erik Flemington
- Department of Pathology, Tulane Cancer Center, Tulane University School of Medicine, New Orleans, Louisiana, USA
| |
Collapse
|
4
|
Penrose HM, Heller S, Cable C, Nakhoul H, Ungerleider N, Baddoo M, Pursell ZF, Flemington EK, Crawford SE, Savkovic SD. In colonic ρ 0 (rho0) cells reduced mitochondrial function mediates transcriptomic alterations associated with cancer. Oncoscience 2017; 4:189-198. [PMID: 29344557 PMCID: PMC5769983 DOI: 10.18632/oncoscience.386] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2017] [Accepted: 11/11/2017] [Indexed: 12/19/2022] Open
Abstract
Background Mitochondrial reprogramming has emerged as a hallmark of cancer pathobiology. Although it is believed this reprogramming is essential for cancer cells to thrive, how it supports cancer pathobiology is unclear. We previously generated colonic ρ0 (rho0) cells with reduced mitochondrial energy function and acquired their transcriptional signature. Here, we utilized a bioinformatics approach to identify their changes linked to cancer pathobiology. Methods Human colon cancer HCT116 cells, control and ρ0, were used for qPCR. Bioinformatics analysis: GeneCards, Kaplan-Meier Survival, GENT, cBioPortal. Results The colonic ρ0 transcriptome was linked with proliferation, DNA replication, survival, tumor morphology, and cancer. Among differentially expressed transcripts, 281 were regulators or biomarkers of human colon cancer especially those with inflammatory microsatellite instability (MSI). We identified and validated novel transcripts in ρ0 cells with altered expression in human colon cancer. Among them DGK1, HTR7, FLRT3, and ZBTB18 co-occurred with established regulators of human colon cancer pathobiology. Also, increased levels of DGKI, FLRT3, ZBTB18, and YPEL1 as well as decreased levels of HTR7, and CALML6 were linked to substantially poorer patient survival. Conclusion We identified established and novel regulators in colon cancer pathobiology that are dependent on mitochondrial energy reprogramming and linked to poorer patient survival.
Collapse
Affiliation(s)
- Harrison M Penrose
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| | - Sandra Heller
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| | - Chloe Cable
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| | - Hani Nakhoul
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| | - Nate Ungerleider
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| | - Melody Baddoo
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| | - Zachary F Pursell
- Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Erik K Flemington
- Department of Biochemistry and Molecular Biology, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Susan E Crawford
- Department of Surgery, NorthShore Research Institute, Affiliate of University of Chicago Pritzker School of Medicine, Evanston, IL 60201, USA
| | - Suzana D Savkovic
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA
| |
Collapse
|
5
|
Penrose HM, Heller S, Cable C, Nakhoul H, Baddoo M, Flemington E, Crawford SE, Savkovic SD. High-fat diet induced leptin and Wnt expression: RNA-sequencing and pathway analysis of mouse colonic tissue and tumors. Carcinogenesis 2017; 38:302-311. [PMID: 28426873 DOI: 10.1093/carcin/bgx001] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2016] [Accepted: 01/06/2017] [Indexed: 12/11/2022] Open
Abstract
Obesity, an immense epidemic affecting approximately half a billion adults, has doubled in prevalence in the last several decades. Epidemiological data support that obesity, due to intake of a high-fat, western diet, increases the risk of colon cancer; however, the mechanisms underlying this risk remain unclear. Here, utilizing next generation RNA sequencing, we aimed to determine the high-fat diet (HFD) mediated expression profile in mouse colon and the azoxymethane/dextran sulfate sodium model of colon cancer. Mice on HFD had significantly higher colonic inflammation, tumor burden, and a number of differentially expressed transcripts compared to mice on regular diet (RD). We identified 721 transcripts differentially expressed in mouse HFD colon that were in a shared pattern with colonic tumors (RD and HFD). Importantly, in mouse colon, HFD stimulated an expression signature strikingly similar to human colon cancer, especially those with inflammatory microsatellite instability. Furthermore, pathway analysis of these transcripts demonstrated their association with active inflammation and colon cancer signaling, with leptin and Wnt as the top two transcripts elevated in mouse HFD colon shared with tumors. Moreover, in mouse colon, HFD-stimulated tumorigenic Wnt pathway activation was further validated by upregulation of β-catenin transcriptional targets. Finally, in human colon cancer, upregulation of leptin pathway members was shown with a large network of dysregulated transcripts being linked with worse overall survival.
Collapse
Affiliation(s)
- Harrison M Penrose
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| | - Sandra Heller
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| | - Chloe Cable
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| | - Hani Nakhoul
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| | - Melody Baddoo
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| | - Erik Flemington
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| | - Susan E Crawford
- Department of Pathology, St Louis University, St Louis, MO 63104, USA
| | - Suzana D Savkovic
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, LA 70112, USA and
| |
Collapse
|
6
|
Heller S, Penrose HM, Cable C, Biswas D, Nakhoul H, Baddoo M, Flemington E, Crawford SE, Savkovic SD. Reduced mitochondrial activity in colonocytes facilitates AMPKα2-dependent inflammation. FASEB J 2017; 31:2013-2025. [PMID: 28183804 DOI: 10.1096/fj.201600976r] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Accepted: 01/17/2017] [Indexed: 02/06/2023]
Abstract
Intestinal inflammation is associated with low levels of mucosal ATP, highlighting the importance of mitochondrial function associated with ATP production in the pathophysiology of the disease. In the inflamed colon of humans and mice, we found decreased levels of mitochondrial complex cytochrome c oxidase I/IV and lower ATP levels. Thus, we generated colonic ρ0 cells with reduced mitochondrial function linked to ATP production by selective depletion of mitochondrial DNA. In these cells, RNA sequencing revealed a substantial number of differentially expressed transcripts, among which 240 belonged to inflammatory pathways activated in human inflamed colon and TNF-α-treated cells (false discovery rate < 0.05). TNF-α treatment of colonic ρ0 cells augmented IL-8 expression by 9-fold (P < 0.01) via NF-κB compared to TNF-α-treated control. Moreover, reduced mitochondrial function facilitated TNF-α-mediated NF-κB luciferase promoter activity as a result of lowered inhibitory IκBα (nuclear factor of κ light polypeptide gene enhancer in B-cell inhibitor, α), leading to elevated NF-κB. In cells with reduced mitochondrial function, TNF-α facilitated AMPKα2 activation by 8-fold (P < 0.01), which was involved in NF-κB-dependent IL-8 expression. Last, in human and mouse colon, anti-TNF-α treatment restored reduced mitochondria-dependent inflammation. We propose that selective targeting of this novel mechanism provides new treatment opportunities for intestinal inflammation.-Heller, S., Penrose, H. M., Cable, C., Biswas, D., Nakhoul, H., Baddoo, M., Flemington, E., Crawford, S. E., Savkovic, S. D. Reduced mitochondrial activity in colonocytes facilitates AMPKα2-dependent inflammation.
Collapse
Affiliation(s)
- Sandra Heller
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Harrison M Penrose
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Chloe Cable
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Debjani Biswas
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Hani Nakhoul
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Melody Baddoo
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Erik Flemington
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA
| | - Susan E Crawford
- Department of Surgery, NorthShore Research Institute, University of Chicago Pritzker School of Medicine, Evanston, Illinois, USA
| | - Suzana D Savkovic
- Department of Pathology and Laboratory Medicine, Tulane University, New Orleans, Louisiana, USA;
| |
Collapse
|
7
|
Nakhoul H, Ke J, Zhou X, Liao W, Zeng SX, Lu H. Ribosomopathies: mechanisms of disease. Clin Med Insights Blood Disord 2014; 7:7-16. [PMID: 25512719 PMCID: PMC4251057 DOI: 10.4137/cmbd.s16952] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Revised: 07/03/2014] [Accepted: 07/16/2014] [Indexed: 01/05/2023]
Abstract
Ribosomopathies are diseases caused by alterations in the structure or function of ribosomal components. Progress in our understanding of the role of the ribosome in translational and transcriptional regulation has clarified the mechanisms of the ribosomopathies and the relationship between ribosomal dysfunction and other diseases, especially cancer. This review aims to discuss these topics with updated information.
Collapse
Affiliation(s)
- Hani Nakhoul
- Department of Biochemistry and Molecular Biology and Cancer Center, Tulane University, School of Medicine, New Orleans, Louisiana, LA, USA
| | - Jiangwei Ke
- Department of Biochemistry and Molecular Biology and Cancer Center, Tulane University, School of Medicine, New Orleans, Louisiana, LA, USA. ; Department of Laboratory Medicine, Jiangxi Children's Hospital, Nanchang, Jiangxi, China
| | - Xiang Zhou
- Department of Biochemistry and Molecular Biology and Cancer Center, Tulane University, School of Medicine, New Orleans, Louisiana, LA, USA
| | - Wenjuan Liao
- Department of Biochemistry and Molecular Biology and Cancer Center, Tulane University, School of Medicine, New Orleans, Louisiana, LA, USA
| | - Shelya X Zeng
- Department of Biochemistry and Molecular Biology and Cancer Center, Tulane University, School of Medicine, New Orleans, Louisiana, LA, USA
| | - Hua Lu
- Department of Biochemistry and Molecular Biology and Cancer Center, Tulane University, School of Medicine, New Orleans, Louisiana, LA, USA
| |
Collapse
|