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Lopes M, Louzada S, Gama-Carvalho M, Chaves R. Pericentromeric satellite RNAs as flexible protein partners in the regulation of nuclear structure. WILEY INTERDISCIPLINARY REVIEWS. RNA 2024; 15:e1868. [PMID: 38973000 DOI: 10.1002/wrna.1868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 05/17/2024] [Accepted: 05/28/2024] [Indexed: 07/09/2024]
Abstract
Pericentromeric heterochromatin is mainly composed of satellite DNA sequences. Although being historically associated with transcriptional repression, some pericentromeric satellite DNA sequences are transcribed. The transcription events of pericentromeric satellite sequences occur in highly flexible biological contexts. Hence, the apparent randomness of pericentromeric satellite transcription incites the discussion about the attribution of biological functions. However, pericentromeric satellite RNAs have clear roles in the organization of nuclear structure. Silencing pericentromeric heterochromatin depends on pericentromeric satellite RNAs, that, in a feedback mechanism, contribute to the repression of pericentromeric heterochromatin. Moreover, pericentromeric satellite RNAs can also act as scaffolding molecules in condensate subnuclear structures (e.g., nuclear stress bodies). Since the formation/dissociation of nuclear condensates provides cell adaptability, pericentromeric satellite RNAs can be an epigenetic platform for regulating (sub)nuclear structure. We review current knowledge about pericentromeric satellite RNAs that, irrespective of the meaning of biological function, should be functionally addressed in regular and disease settings. This article is categorized under: RNA Methods > RNA Analyses in Cells RNA in Disease and Development > RNA in Disease.
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Affiliation(s)
- Mariana Lopes
- CytoGenomics Lab-Department of Genetics and Biotechnology (DGB), University of Trás os Montes and Alto Douro (UTAD), Vila Real, Portugal
- BioISI: Biosystems & Integrative Sciences Institute, Faculty of Sciences, University of Lisboa, Lisbon, Portugal
| | - Sandra Louzada
- CytoGenomics Lab-Department of Genetics and Biotechnology (DGB), University of Trás os Montes and Alto Douro (UTAD), Vila Real, Portugal
- BioISI: Biosystems & Integrative Sciences Institute, Faculty of Sciences, University of Lisboa, Lisbon, Portugal
| | - Margarida Gama-Carvalho
- BioISI: Biosystems & Integrative Sciences Institute, Faculty of Sciences, University of Lisboa, Lisbon, Portugal
| | - Raquel Chaves
- CytoGenomics Lab-Department of Genetics and Biotechnology (DGB), University of Trás os Montes and Alto Douro (UTAD), Vila Real, Portugal
- BioISI: Biosystems & Integrative Sciences Institute, Faculty of Sciences, University of Lisboa, Lisbon, Portugal
- RISE-Health: Health Research Network, Faculty of Medicine, University of Porto, Porto, Portugal
- CACTMAD: Trás-os-Montes and Alto Douro Academic Clinic Center,University of Trás-os-Montes and Alto Douro (UTAD), Vila Real, Portugal
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Shim AR, Frederick J, Pujadas EM, Kuo T, Ye IC, Pritchard JA, Dunton CL, Gonzalez PC, Acosta N, Jain S, Anthony NM, Almassalha LM, Szleifer I, Backman V. Formamide denaturation of double-stranded DNA for fluorescence in situ hybridization (FISH) distorts nanoscale chromatin structure. PLoS One 2024; 19:e0301000. [PMID: 38805476 PMCID: PMC11132451 DOI: 10.1371/journal.pone.0301000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 03/10/2024] [Indexed: 05/30/2024] Open
Abstract
As imaging techniques rapidly evolve to probe nanoscale genome organization at higher resolution, it is critical to consider how the reagents and procedures involved in sample preparation affect chromatin at the relevant length scales. Here, we investigate the effects of fluorescent labeling of DNA sequences within chromatin using the gold standard technique of three-dimensional fluorescence in situ hybridization (3D FISH). The chemical reagents involved in the 3D FISH protocol, specifically formamide, cause significant alterations to the sub-200 nm (sub-Mbp) chromatin structure. Alternatively, two labeling methods that do not rely on formamide denaturation, resolution after single-strand exonuclease resection (RASER)-FISH and clustered regularly interspaced short palindromic repeats (CRISPR)-Sirius, had minimal impact on the three-dimensional organization of chromatin. We present a polymer physics-based analysis of these protocols with guidelines for their interpretation when assessing chromatin structure using currently available techniques.
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Affiliation(s)
- Anne R. Shim
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Jane Frederick
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Emily M. Pujadas
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Tiffany Kuo
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - I. Chae Ye
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Joshua A. Pritchard
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Cody L. Dunton
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Paola Carrillo Gonzalez
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Nicolas Acosta
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Surbhi Jain
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Nicholas M. Anthony
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
| | - Luay M. Almassalha
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
- Department of Gastroenterology and Hepatology, Northwestern Memorial Hospital, Chicago, Illinois, United States of America
| | - Igal Szleifer
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Department of Chemistry, Northwestern University, Evanston, Illinois, United States of America
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, Illinois, United States of America
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, Illinois, United States of America
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, United States of America
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Chang A, Prabhala S, Daneshkhah A, Lin J, Subramanian H, Roy HK, Backman V. Early screening of colorectal cancer using feature engineering with artificial intelligence-enhanced analysis of nanoscale chromatin modifications. Sci Rep 2024; 14:7808. [PMID: 38565871 PMCID: PMC10987630 DOI: 10.1038/s41598-024-58016-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 03/25/2024] [Indexed: 04/04/2024] Open
Abstract
Colonoscopy is accurate but inefficient for colorectal cancer (CRC) prevention due to the low (~ 7 to 8%) prevalence of target lesions, advanced adenomas. We leveraged rectal mucosa to identify patients who harbor CRC field carcinogenesis by evaluating chromatin 3D architecture. Supranucleosomal disordered chromatin chains (~ 5 to 20 nm, ~1 kbp) fold into chromatin packing domains (~ 100 to 200 nm, ~ 100 to 1000 kbp). In turn, the fractal-like conformation of DNA within chromatin domains and the folding of the genome into packing domains has been shown to influence multiple facets of gene transcription, including the transcriptional plasticity of cancer cells. We deployed an optical spectroscopic nanosensing technique, chromatin-sensitive partial wave spectroscopic microscopy (csPWS), to evaluate the packing density scaling D of the chromatin chain conformation within packing domains from rectal mucosa in 256 patients with varying degrees of progression to colorectal cancer. We found average packing scaling D of chromatin domains was elevated in tumor cells, histologically normal-appearing cells 4 cm proximal to the tumor, and histologically normal-appearing rectal mucosa compared to cells from control patients (p < 0.001). Nuclear D had a robust correlation with the model of 5-year risk of CRC with r2 = 0.94. Furthermore, rectal D was evaluated as a screening biomarker for patients with advanced adenomas presenting an AUC of 0.85 and 85% sensitivity and specificity. artificial intelligence-enhanced csPWS improved diagnostic performance with AUC = 0.90. Considering the low sensitivity of existing CRC tests, including liquid biopsies, to early-stage cancers our work highlights the potential of chromatin biomarkers of field carcinogenesis in detecting early, significant precancerous colon lesions.
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Affiliation(s)
- Andrew Chang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Sravya Prabhala
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Ali Daneshkhah
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | | | - Hariharan Subramanian
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- NanoCytomics, Evanston, IL, USA
| | | | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA.
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Pujadas Liwag EM, Acosta N, Almassalha LM, Su YP, Gong R, Kanemaki MT, Stephens AD, Backman V. Nuclear blebs are associated with destabilized chromatin packing domains. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.28.587095. [PMID: 38585954 PMCID: PMC10996693 DOI: 10.1101/2024.03.28.587095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
Disrupted nuclear shape is associated with multiple pathological processes including premature aging disorders, cancer-relevant chromosomal rearrangements, and DNA damage. Nuclear blebs (i.e., herniations of the nuclear envelope) have been induced by (1) nuclear compression, (2) nuclear migration (e.g., cancer metastasis), (3) actin contraction, (4) lamin mutation or depletion, and (5) heterochromatin enzyme inhibition. Recent work has shown that chromatin transformation is a hallmark of bleb formation, but the transformation of higher-order structures in blebs is not well understood. As higher-order chromatin has been shown to assemble into nanoscopic packing domains, we investigated if (1) packing domain organization is altered within nuclear blebs and (2) if alteration in packing domain structure contributed to bleb formation. Using Dual-Partial Wave Spectroscopic microscopy, we show that chromatin packing domains within blebs are transformed both by B-type lamin depletion and the inhibition of heterochromatin enzymes compared to the nuclear body. Pairing these results with single-molecule localization microscopy of constitutive heterochromatin, we show fragmentation of nanoscopic heterochromatin domains within bleb domains. Overall, these findings indicate that translocation into blebs results in a fragmented higher-order chromatin structure. SUMMARY STATEMENT Nuclear blebs are linked to various pathologies, including cancer and premature aging disorders. We investigate alterations in higher-order chromatin structure within blebs, revealing fragmentation of nanoscopic heterochromatin domains.
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Pujadas Liwag EM, Wei X, Acosta N, Carter LM, Yang J, Almassalha LM, Jain S, Daneshkhah A, Rao SSP, Seker-Polat F, MacQuarrie KL, Ibarra J, Agrawal V, Aiden EL, Kanemaki MT, Backman V, Adli M. Depletion of lamins B1 and B2 promotes chromatin mobility and induces differential gene expression by a mesoscale-motion-dependent mechanism. Genome Biol 2024; 25:77. [PMID: 38519987 PMCID: PMC10958841 DOI: 10.1186/s13059-024-03212-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 03/07/2024] [Indexed: 03/25/2024] Open
Abstract
BACKGROUND B-type lamins are critical nuclear envelope proteins that interact with the three-dimensional genomic architecture. However, identifying the direct roles of B-lamins on dynamic genome organization has been challenging as their joint depletion severely impacts cell viability. To overcome this, we engineered mammalian cells to rapidly and completely degrade endogenous B-type lamins using Auxin-inducible degron technology. RESULTS Using live-cell Dual Partial Wave Spectroscopic (Dual-PWS) microscopy, Stochastic Optical Reconstruction Microscopy (STORM), in situ Hi-C, CRISPR-Sirius, and fluorescence in situ hybridization (FISH), we demonstrate that lamin B1 and lamin B2 are critical structural components of the nuclear periphery that create a repressive compartment for peripheral-associated genes. Lamin B1 and lamin B2 depletion minimally alters higher-order chromatin folding but disrupts cell morphology, significantly increases chromatin mobility, redistributes both constitutive and facultative heterochromatin, and induces differential gene expression both within and near lamin-associated domain (LAD) boundaries. Critically, we demonstrate that chromatin territories expand as upregulated genes within LADs radially shift inwards. Our results indicate that the mechanism of action of B-type lamins comes from their role in constraining chromatin motion and spatial positioning of gene-specific loci, heterochromatin, and chromatin domains. CONCLUSIONS Our findings suggest that, while B-type lamin degradation does not significantly change genome topology, it has major implications for three-dimensional chromatin conformation at the single-cell level both at the lamina-associated periphery and the non-LAD-associated nuclear interior with concomitant genome-wide transcriptional changes. This raises intriguing questions about the individual and overlapping roles of lamin B1 and lamin B2 in cellular function and disease.
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Affiliation(s)
- Emily M Pujadas Liwag
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- IBIS Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Xiaolong Wei
- Department of Surgery, University of Virginia School of Medicine, Charlottesville, VA, 22903, USA
| | - Nicolas Acosta
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Lucas M Carter
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- IBIS Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Jiekun Yang
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Luay M Almassalha
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
- Department of Gastroenterology and Hepatology, Northwestern Memorial Hospital, Chicago, IL, 60611, USA
| | - Surbhi Jain
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Ali Daneshkhah
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Suhas S P Rao
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX, 77030, USA
- School of Medicine, Stanford University, Stanford, CA, 94305, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Fidan Seker-Polat
- Feinberg School of Medicine, Robert Lurie Comprehensive Cancer Center, Department of Obstetrics and Gynecology, Northwestern University, Chicago, IL, 60611, USA
| | - Kyle L MacQuarrie
- Feinberg School of Medicine, Robert Lurie Comprehensive Cancer Center, Department of Pediatrics, Northwestern University, Chicago, IL, 60611, USA
- Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Joe Ibarra
- Feinberg School of Medicine, Robert Lurie Comprehensive Cancer Center, Department of Pediatrics, Northwestern University, Chicago, IL, 60611, USA
- Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Vasundhara Agrawal
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Erez Lieberman Aiden
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- The Center for Genome Architecture, Baylor College of Medicine, Houston, TX, 77030, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, USA
- Center for Theoretical Biological Physics, Rice University, Houston, TX, 77030, USA
- Departments of Computer Science and Computational and Applied Mathematics, Rice University, Houston, TX, 77030, USA
| | - Masato T Kanemaki
- Department of Chromosome Science, National Institute of Genetics, Mishima, Shizuoka, 411-8540, Japan
- Graduate Institute for Advanced Studies, SOKENDAI, Mishima, Shizuoka, 411-8540, Japan
- Department of Biological Science, The University of Tokyo, Tokyo, 113-0033, Japan
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA.
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, 60208, USA.
| | - Mazhar Adli
- Feinberg School of Medicine, Robert Lurie Comprehensive Cancer Center, Department of Obstetrics and Gynecology, Northwestern University, Chicago, IL, 60611, USA.
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Bunner S, Prince K, Srikrishna K, Pujadas EM, McCarthy AA, Kuklinski A, Jackson O, Pellegrino P, Jagtap S, Eweka I, Lawlor C, Eastin E, Yas G, Aiello J, LaPointe N, von Blucher IS, Hardy J, Chen J, Backman V, Janssen A, Packard M, Dorfman K, Almassalha L, Bahiru MS, Stephens AD. DNA density is a better indicator of a nuclear bleb than lamin B loss. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.06.579152. [PMID: 38370828 PMCID: PMC10871186 DOI: 10.1101/2024.02.06.579152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/20/2024]
Abstract
Nuclear blebs are herniations of the nucleus that occur in diseased nuclei that cause nuclear rupture leading to cellular dysfunction. Chromatin and lamins are two of the major structural components of the nucleus that maintain its shape and function, but their relative roles in nuclear blebbing remain elusive. Lamin B is reported to be lost in blebs by qualitative data while quantitative studies reveal a spectrum of lamin B levels in nuclear blebs dependent on perturbation and cell type. Chromatin has been reported to be decreased or de-compacted in nuclear blebs, but again the data are not conclusive. To determine the composition of nuclear blebs, we compared the immunofluorescence intensity of lamin B and DNA in the main nucleus body and nuclear bleb across cell types and perturbations. Lamin B nuclear bleb levels varied drastically across MEF wild type and chromatin or lamins perturbations, HCT116 lamin B1-GFP imaging, and human disease model cells of progeria and prostate cancer. However, DNA concentration was consistently decreased to about half that of the main nucleus body across all measured conditions. Using Partial Wave Spectroscopic (PWS) microscopy to measure chromatin density in the nuclear bleb vs body we find similar results that DNA is consistently less dense in nuclear blebs. Thus, our data spanning many different cell types and perturbations supports that decreased DNA is a better marker of a nuclear bleb than lamin B levels that vary widely.
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Affiliation(s)
- Samantha Bunner
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Kelsey Prince
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Karan Srikrishna
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Emily Marie Pujadas
- Department of Biomedical Engineering, Northwestern University, Evanston, IL 60208, USA
- IBIS Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, IL 60208, USA
| | | | - Anna Kuklinski
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Olivia Jackson
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Pedro Pellegrino
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Shrushti Jagtap
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Imuetiyan Eweka
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Colman Lawlor
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Emma Eastin
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Griffin Yas
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Julianna Aiello
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Nathan LaPointe
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | | | - Jillian Hardy
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Jason Chen
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Anne Janssen
- School of Biological Sciences, University of Cambridge, Cambridge, United Kingdom
| | - Mary Packard
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Katherine Dorfman
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
| | - Luay Almassalha
- Department of Biomedical Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Michael Seifu Bahiru
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
- Program in Neuroscience and Behavior, University of Massachusetts, Amherst, MA 01003, USA
| | - A. D. Stephens
- Biology department, University of Massachusetts Amherst, Amherst, MA. 01003, USA
- Molecular and Cellular Biology, University of Massachusetts Amherst, Amherst, MA 01003, USA
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7
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Wang Y, Duval AJ, Adli M, Matei D. Biology-driven therapy advances in high-grade serous ovarian cancer. J Clin Invest 2024; 134:e174013. [PMID: 38165032 PMCID: PMC10760962 DOI: 10.1172/jci174013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024] Open
Abstract
Following a period of slow progress, the completion of genome sequencing and the paradigm shift relative to the cell of origin for high grade serous ovarian cancer (HGSOC) led to a new perspective on the biology and therapeutic solutions for this deadly cancer. Experimental models were revisited to address old questions, and improved tools were generated. Additional pathways emerging as drivers of ovarian tumorigenesis and key dependencies for therapeutic targeting, in particular, VEGF-driven angiogenesis and homologous recombination deficiency, were discovered. Molecular profiling of histological subtypes of ovarian cancer defined distinct genetic events for each entity, enabling the first attempts toward personalized treatment. Armed with this knowledge, HGSOC treatment was revised to include new agents. Among them, PARP inhibitors (PARPis) were shown to induce unprecedented improvement in clinical benefit for selected subsets of patients. Research on mechanisms of resistance to PARPis is beginning to discover vulnerabilities and point to new treatment possibilities. This Review highlights these advances, the remaining challenges, and unsolved problems in the field.
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Affiliation(s)
- Yinu Wang
- Department of Obstetrics and Gynecology and
| | - Alexander James Duval
- Department of Obstetrics and Gynecology and
- Driskill Graduate Program, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Mazhar Adli
- Department of Obstetrics and Gynecology and
- Robert H. Lurie Comprehensive Cancer Center, Chicago, Illinois, USA
| | - Daniela Matei
- Department of Obstetrics and Gynecology and
- Robert H. Lurie Comprehensive Cancer Center, Chicago, Illinois, USA
- Jesse Brown Veteran Affairs Medical Center, Chicago, Illinois, USA
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8
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Wang X, Agrawal V, Dunton CL, Liu Y, Virk RKA, Patel PA, Carter L, Pujadas EM, Li Y, Jain S, Wang H, Ni N, Tsai HM, Rivera-Bolanos N, Frederick J, Roth E, Bleher R, Duan C, Ntziachristos P, He TC, Reid RR, Jiang B, Subramanian H, Backman V, Ameer GA. Chromatin reprogramming and bone regeneration in vitro and in vivo via the microtopography-induced constriction of cell nuclei. Nat Biomed Eng 2023; 7:1514-1529. [PMID: 37308586 PMCID: PMC10804399 DOI: 10.1038/s41551-023-01053-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 05/10/2023] [Indexed: 06/14/2023]
Abstract
Topographical cues on cells can, through contact guidance, alter cellular plasticity and accelerate the regeneration of cultured tissue. Here we show how changes in the nuclear and cellular morphologies of human mesenchymal stromal cells induced by micropillar patterns via contact guidance influence the conformation of the cells' chromatin and their osteogenic differentiation in vitro and in vivo. The micropillars impacted nuclear architecture, lamin A/C multimerization and 3D chromatin conformation, and the ensuing transcriptional reprogramming enhanced the cells' responsiveness to osteogenic differentiation factors and decreased their plasticity and off-target differentiation. In mice with critical-size cranial defects, implants with micropillar patterns inducing nuclear constriction altered the cells' chromatin conformation and enhanced bone regeneration without the need for exogenous signalling molecules. Our findings suggest that medical device topographies could be designed to facilitate bone regeneration via chromatin reprogramming.
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Affiliation(s)
- Xinlong Wang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
| | - Vasundhara Agrawal
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Cody L Dunton
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Yugang Liu
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
| | - Ranya K A Virk
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Priyam A Patel
- Quantitative Data Science Core, Center for Genetic Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Lucas Carter
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Emily M Pujadas
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Yue Li
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Surbhi Jain
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Hao Wang
- Molecular Oncology Laboratory, Department of Orthopedic Surgery and Rehabilitation Medicine, The University of Chicago Medical Center, Chicago, IL, USA
| | - Na Ni
- Molecular Oncology Laboratory, Department of Orthopedic Surgery and Rehabilitation Medicine, The University of Chicago Medical Center, Chicago, IL, USA
| | - Hsiu-Ming Tsai
- Department of Radiology, The University of Chicago, Chicago, IL, USA
| | - Nancy Rivera-Bolanos
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
| | - Jane Frederick
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Eric Roth
- Department of Materials Sciences and Engineering, Northwestern University, Evanston, IL, USA
| | - Reiner Bleher
- Department of Materials Sciences and Engineering, Northwestern University, Evanston, IL, USA
| | - Chongwen Duan
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
| | - Panagiotis Ntziachristos
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
- Simpson Querrey Center for Epigenetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Tong Chuan He
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
- Molecular Oncology Laboratory, Department of Orthopedic Surgery and Rehabilitation Medicine, The University of Chicago Medical Center, Chicago, IL, USA
| | - Russell R Reid
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
- Laboratory of Craniofacial Biology and Development, Section of Plastic and Reconstructive Surgery, Department of Surgery, The University of Chicago Medical Center, Chicago, IL, USA
| | - Bin Jiang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Hariharan Subramanian
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA.
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA.
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA.
| | - Guillermo A Ameer
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA.
- Center for Advanced Regenerative Engineering, Northwestern University, Evanston, IL, USA.
- Center for Physical Genomics and Engineering, Northwestern University, Evanston, IL, USA.
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
- Chemistry of Life Process Institute, Northwestern University, Chicago, IL, USA.
- International Institute for Nanotechnology, Northwestern University, Evanston, IL, USA.
- Simpson Querrey Institute for Bionanotechnology, Northwestern University, Chicago, IL, USA.
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9
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Chang A, Prabhala S, Daneshkhah A, Lin J, Subramanian H, Roy HK, Backman V. Early screening of colorectal cancer using feature engineering with artificial intelligence-enhanced analysis of nanoscale chromatin modifications. RESEARCH SQUARE 2023:rs.3.rs-3500134. [PMID: 37961494 PMCID: PMC10635400 DOI: 10.21203/rs.3.rs-3500134/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Colonoscopy is accurate but inefficient for colorectal cancer (CRC) prevention due to the low (~ 7-8%) prevalence of target lesions, advanced adenomas. We leveraged rectal mucosa to identify patients who harbor CRC field carcinogenesis by evaluating chromatin 3D architecture. Supranucleosomal disordered chromatin chains (~ 5-20 nm, ~ 1 kbp) fold into chromatin packing domains (~ 100-200 nm, ~ 100-1,000 kbp). In turn, the fractal-like conformation of DNA within chromatin domains and the folding of the genome into packing domains has been shown to influence multiple facets of gene transcription, including the transcriptional plasticity of cancer cells. We deployed an optical spectroscopic nanosensing technique, chromatin-sensitive partial wave spectroscopic microscopy (csPWS), to evaluate the packing density scaling D of the chromatin chain conformation within packing domains from rectal mucosa in 256 patients with varying degrees of progression to colorectal cancer. We found average packing scaling D of chromatin domains was elevated in tumor cells, histologically normal-appearing cells 4 cm proximal to the tumor, and histologically normal-appearing rectal mucosa compared to cells from control patients (p < 0.001). Nuclear D had a robust correlation with the model of 5-year risk of CRC with r2 = 0.94. Furthermore, rectal D was evaluated as a screening biomarker for patients with advanced adenomas presenting an AUC of 0.85 and 85% sensitivity and specificity. Artificial Intelligence (AI)-enhanced csPWS improved diagnostic performance with AUC = 0.90. Considering the low sensitivity of existing CRC tests, including liquid biopsies, to early-stage cancers our work highlights the potential of chromatin biomarkers of field carcinogenesis in detecting early, significant precancerous colon lesions.
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10
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Chang A, Prabhala S, Daneshkhah A, Lin J, Subramanian H, Roy HK, Backman V. Early screening of colorectal cancer using feature engineering with artificial intelligence-enhanced analysis of nanoscale chromatin modifications. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.10.30.23297790. [PMID: 37961299 PMCID: PMC10635240 DOI: 10.1101/2023.10.30.23297790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Colonoscopy is accurate but inefficient for colorectal cancer (CRC) prevention due to the low (~7-8%) prevalence of target lesions, advanced adenomas. We leveraged rectal mucosa to identify patients who harbor CRC field carcinogenesis by evaluating chromatin 3D architecture. Supranucleosomal disordered chromatin chains (~5-20 nm, ~1 kbp) fold into chromatin packing domains (~100-200 nm, ~100-1,000 kbp). In turn, the fractal-like conformation of DNA within chromatin domains and the folding of the genome into packing domains has been shown to influence multiple facets of gene transcription, including the transcriptional plasticity of cancer cells. We deployed an optical spectroscopic nanosensing technique, chromatin-sensitive partial wave spectroscopic microscopy (csPWS), to evaluate the packing density scaling D of the chromatin chain conformation within packing domains from rectal mucosa in 256 patients with varying degrees of progression to colorectal cancer. We found average packing scaling D of chromatin domains was elevated in tumor cells, histologically normal-appearing cells 4 cm proximal to the tumor, and histologically normal-appearing rectal mucosa compared to cells from control patients (p<0.001). Nuclear D had a robust correlation with the model of 5-year risk of CRC with r2=0.94. Furthermore, rectal D was evaluated as a screening biomarker for patients with advanced adenomas presenting an AUC of 0.85 and 85% sensitivity and specificity. Artificial Intelligence (AI)-enhanced csPWS improved diagnostic performance with AUC=0.90. Considering the low sensitivity of existing CRC tests, including liquid biopsies, to early-stage cancers our work highlights the potential of chromatin biomarkers of field carcinogenesis in detecting early, significant precancerous colon lesions.
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Affiliation(s)
- Andrew Chang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Sravya Prabhala
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Ali Daneshkhah
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | | | - Hariharan Subramanian
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- NanoCytomics, Evanston, IL, USA
| | | | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
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11
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Daneshkhah A, Prabhala S, Viswanathan P, Subramanian H, Lin J, Chang AS, Bharat A, Roy HK, Backman V. Early detection of lung cancer using artificial intelligence-enhanced optical nanosensing of chromatin alterations in field carcinogenesis. Sci Rep 2023; 13:13702. [PMID: 37608214 PMCID: PMC10444865 DOI: 10.1038/s41598-023-40550-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 08/12/2023] [Indexed: 08/24/2023] Open
Abstract
Supranucleosomal chromatin structure, including chromatin domain conformation, is involved in the regulation of gene expression and its dysregulation has been associated with carcinogenesis. Prior studies have shown that cells in the buccal mucosa carry a molecular signature of lung cancer among the cigarette-smoking population, the phenomenon known as field carcinogenesis or field of injury. Thus, we hypothesized that chromatin structural changes in buccal mucosa can be predictive of lung cancer. However, the small size of the chromatin chain (approximately 20 nm) folded into chromatin packing domains, themselves typically below 300 nm in diameter, preclude the detection of alterations in intradomain chromatin conformation using diffraction-limited optical microscopy. In this study, we developed an optical spectroscopic statistical nanosensing technique to detect chromatin packing domain changes in buccal mucosa as a lung cancer biomarker: chromatin-sensitive partial wave spectroscopic microscopy (csPWS). Artificial intelligence (AI) was applied to csPWS measurements of chromatin alterations to enhance diagnostic performance. Our AI-enhanced buccal csPWS nanocytology of 179 patients at two clinical sites distinguished Stage-I lung cancer versus cancer-free controls with an area under the ROC curve (AUC) of 0.92 ± 0.06 for Site 1 (in-state location) and 0.82 ± 0.11 for Site 2 (out-of-state location).
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Affiliation(s)
- Ali Daneshkhah
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Sravya Prabhala
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | | | - Hariharan Subramanian
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
- NanoCytomics, Evanston, IL, USA
| | | | - Andrew S Chang
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Ankit Bharat
- Department of Surgery, Feinberg School of Medicine, Canning Thoracic Institute, Northwestern University, 420 East Superior Street, Chicago, IL, 60611, USA
| | | | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA.
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12
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Pujadas EM, Wei X, Acosta N, Carter L, Yang J, Almassalha L, Daneshkhah A, Rao SSP, Agrawal V, Seker-Polat F, Aiden EL, Kanemaki MT, Backman V, Adli M. Depletion of lamins B1 and B2 alters chromatin mobility and induces differential gene expression by a mesoscale-motion dependent mechanism. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.06.26.546573. [PMID: 37425796 PMCID: PMC10326988 DOI: 10.1101/2023.06.26.546573] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
BACKGROUND B-type lamins are critical nuclear envelope proteins that interact with the 3D genomic architecture. However, identifying the direct roles of B-lamins on dynamic genome organization has been challenging as their joint depletion severely impacts cell viability. To overcome this, we engineered mammalian cells to rapidly and completely degrade endogenous B-type lamins using Auxin-inducible degron (AID) technology. RESULTS Paired with a suite of novel technologies, live-cell Dual Partial Wave Spectroscopic (Dual-PWS) microscopy, in situ Hi-C, and CRISPR-Sirius, we demonstrate that lamin B1 and lamin B2 depletion transforms chromatin mobility, heterochromatin positioning, gene expression, and loci-positioning with minimal disruption to mesoscale chromatin folding. Using the AID system, we show that the disruption of B-lamins alters gene expression both within and outside lamin associated domains, with distinct mechanistic patterns depending on their localization. Critically, we demonstrate that chromatin dynamics, positioning of constitutive and facultative heterochromatic markers, and chromosome positioning near the nuclear periphery are significantly altered, indicating that the mechanism of action of B-type lamins is derived from their role in maintaining chromatin dynamics and spatial positioning. CONCLUSIONS Our findings suggest that the mechanistic role of B-type lamins is stabilization of heterochromatin and chromosomal positioning along the nuclear periphery. We conclude that degrading lamin B1 and lamin B2 has several functional consequences related to both structural disease and cancer.
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13
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Akbari E, Park EJ, Singh AK, Vinayak V, Virk RKA, Wereszczynksi J, Musselman CA. Multiscale genome organization symposium - annual biophysical society meeting 2023. Biophys Rev 2023; 15:313-315. [PMID: 37396443 PMCID: PMC10310627 DOI: 10.1007/s12551-023-01063-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 05/17/2023] [Indexed: 07/04/2023] Open
Affiliation(s)
- Ehsan Akbari
- Department of Physics, The Ohio State University, Columbus, OH 43210 USA
| | - Eui-Jin Park
- Department of Biomedical Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan, 44919 Republic of Korea
| | - Ajit K. Singh
- Department of Pharmacology, Larner College of Medicine, University of Vermont, Burlington, VT 05405 USA
| | - Vinayak Vinayak
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, PA 19104 USA
| | - Ranya K. A. Virk
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158 USA
| | - Jeff Wereszczynksi
- Departments of Physics and Biology, Illinois Institute of Technology, Chicago, IL 60616 USA
| | - Catherine A. Musselman
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO 80045 USA
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14
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Chakraborti S, Karmakar A, Guha R, Ngan C, Kumar Das R, Whitaker N. Induction of epithelial to mesenchymal transition in HPV16 E6/E7 oncogene transfected C33A cell line. Tissue Cell 2023; 82:102041. [PMID: 36827821 DOI: 10.1016/j.tice.2023.102041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Revised: 02/03/2023] [Accepted: 02/15/2023] [Indexed: 02/19/2023]
Abstract
This study focuses on the induction of EMT by HPV16 in the C33A cell line. Expression of β-catenin, EMT-transcription factors (EMT-TFs), and c-myc in the nuclei of HPV16 E6/E7 oncogene transfected and non-transfected C33A cells were investigated through immunofluorescence and RT-PCR. Microphotographs of β-catenin, c-myc, and DAPI-stained nuclei were processed and analyzed by Python and ImageJ respectively. Microphotographs of immunocytochemically stained transfected and control cells were then processed and analyzed with the help of ImageJ and Python programming. The intensity and the integrated density of β-catenin were computed at the cell membrane area as well as the cytoplasmic area along with the integrated density of c-myc and Renyi entropy of DAPI-stained nuclei was quantified by ImageJ software. Python programming was implemented to determine the total percentage of white pixels depicting the presence of β-catenin in the cytoplasmic area of cells. The signal of β-catenin at the cytoplasmic area was found significantly higher in transfected samples which implies the nuclear accumulation of β-catenin. The expression of the c-myc protein was found significantly higher in transfected cells along with significantly higher nuclear entropy. RT-PCR result shows two folds of up-regulation of EMT-TFs Snail1, Twist1, and Zeb2 and down-regulation of Snail2 and Twist2. The study concludes that HPV16 E6/E7 oncogene can induce EMT.
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Affiliation(s)
- Sourangshu Chakraborti
- Centre for Biomaterials, Cellular and Molecular Theranostics, Vellore Institute of Technology, Vellore, Tamilnadu, India
| | - Aparajita Karmakar
- Department of Data Science, Prasanna School of Public Health, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Riana Guha
- School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, Tamilnadu, India
| | - Christopher Ngan
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, Australia
| | - Raunak Kumar Das
- Centre for Biomaterials, Cellular and Molecular Theranostics, Vellore Institute of Technology, Vellore, Tamilnadu, India; School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, Australia.
| | - Noel Whitaker
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, Australia
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15
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Wang K, Liu H, Hu Q, Wang L, Liu J, Zheng Z, Zhang W, Ren J, Zhu F, Liu GH. Epigenetic regulation of aging: implications for interventions of aging and diseases. Signal Transduct Target Ther 2022; 7:374. [PMID: 36336680 PMCID: PMC9637765 DOI: 10.1038/s41392-022-01211-8] [Citation(s) in RCA: 137] [Impact Index Per Article: 68.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 09/14/2022] [Accepted: 09/28/2022] [Indexed: 11/09/2022] Open
Abstract
Aging is accompanied by the decline of organismal functions and a series of prominent hallmarks, including genetic and epigenetic alterations. These aging-associated epigenetic changes include DNA methylation, histone modification, chromatin remodeling, non-coding RNA (ncRNA) regulation, and RNA modification, all of which participate in the regulation of the aging process, and hence contribute to aging-related diseases. Therefore, understanding the epigenetic mechanisms in aging will provide new avenues to develop strategies to delay aging. Indeed, aging interventions based on manipulating epigenetic mechanisms have led to the alleviation of aging or the extension of the lifespan in animal models. Small molecule-based therapies and reprogramming strategies that enable epigenetic rejuvenation have been developed for ameliorating or reversing aging-related conditions. In addition, adopting health-promoting activities, such as caloric restriction, exercise, and calibrating circadian rhythm, has been demonstrated to delay aging. Furthermore, various clinical trials for aging intervention are ongoing, providing more evidence of the safety and efficacy of these therapies. Here, we review recent work on the epigenetic regulation of aging and outline the advances in intervention strategies for aging and age-associated diseases. A better understanding of the critical roles of epigenetics in the aging process will lead to more clinical advances in the prevention of human aging and therapy of aging-related diseases.
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Affiliation(s)
- Kang Wang
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, 100101, Beijing, China
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, 100101, Beijing, China
- University of Chinese Academy of Sciences, 100049, Beijing, China
| | - Huicong Liu
- School of Biomedical Engineering, Shanghai Jiao Tong University, 200030, Shanghai, China
| | - Qinchao Hu
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, 100101, Beijing, China
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, 100101, Beijing, China
- Hospital of Stomatology, Sun Yat-sen University, 510060, Guangzhou, China
- Guangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Sun Yat-sen University, 510060, Guangzhou, China
| | - Lingna Wang
- School of Biomedical Engineering, Shanghai Jiao Tong University, 200030, Shanghai, China
| | - Jiaqing Liu
- School of Biomedical Engineering, Shanghai Jiao Tong University, 200030, Shanghai, China
| | - Zikai Zheng
- University of Chinese Academy of Sciences, 100049, Beijing, China
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, 100101, Beijing, China
| | - Weiqi Zhang
- University of Chinese Academy of Sciences, 100049, Beijing, China
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, 100101, Beijing, China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, 100101, Beijing, China
| | - Jie Ren
- University of Chinese Academy of Sciences, 100049, Beijing, China.
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, 100101, Beijing, China.
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, 100101, Beijing, China.
| | - Fangfang Zhu
- School of Biomedical Engineering, Shanghai Jiao Tong University, 200030, Shanghai, China.
| | - Guang-Hui Liu
- State Key Laboratory of Membrane Biology, Institute of Zoology, Chinese Academy of Sciences, 100101, Beijing, China.
- University of Chinese Academy of Sciences, 100049, Beijing, China.
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, 100101, Beijing, China.
- Advanced Innovation Center for Human Brain Protection, National Clinical Research Center for Geriatric Disorders, Xuanwu Hospital, Capital Medical University, 100053, Beijing, China.
- Beijing Institute for Stem Cell and Regenerative Medicine, 100101, Beijing, China.
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16
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Rauscher PM, de Pablo JJ. Random Knotting in Fractal Ring Polymers. Macromolecules 2022; 55:8409-8417. [PMID: 36186575 PMCID: PMC9520986 DOI: 10.1021/acs.macromol.2c01676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 08/23/2022] [Indexed: 11/28/2022]
Abstract
![]()
Many ring polymer
systems of physical and biological
interest exhibit
both pronounced topological effects and nontrivial self-similarity,
but the relationship between these two phenomena has not yet been
clearly established. Here, we use theory and simulation to formulate
such a connection by studying a fundamental topological property—the
random knotting probability—for ring polymers with varying
fractal dimension, df. Using straightforward scaling arguments, we generalize a classic
mathematical result, showing that the probability of a trivial knot
decays exponentially with chain size, N, for all
fractal dimensions: P0(N) ∝ exp(−N/N0). However, no such simple considerations can account for
the dependence of the knotting length, N0, on df, necessitating
a more involved analytical calculation. This analysis reveals a complicated
double-exponential dependence, which is well supported by numerical
data. By contrast, functional forms typical of simple scaling theories
fail to adequately describe the observations. These findings are equally
valid for two-dimensional ring polymer systems, where “knotting”
is defined as the intersection of any two segments.
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Affiliation(s)
- Phillip M. Rauscher
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, Illinois 60637, United States
| | - Juan J. de Pablo
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, Illinois 60637, United States
- Materials Science Division (MSD) and Center for Molecular Engineering (CME), Argonne National Laboratory, Lemont, Illinois 60439, United States
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17
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Li Y, Agrawal V, Virk RKA, Roth E, Li WS, Eshein A, Frederick J, Huang K, Almassalha L, Bleher R, Carignano MA, Szleifer I, Dravid VP, Backman V. Analysis of three-dimensional chromatin packing domains by chromatin scanning transmission electron microscopy (ChromSTEM). Sci Rep 2022; 12:12198. [PMID: 35842472 PMCID: PMC9288481 DOI: 10.1038/s41598-022-16028-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 07/04/2022] [Indexed: 11/09/2022] Open
Abstract
Chromatin organization over multiple length scales plays a critical role in the regulation of transcription. Deciphering the interplay of these processes requires high-resolution, three-dimensional, quantitative imaging of chromatin structure in vitro. Herein, we introduce ChromSTEM, a method that utilizes high-angle annular dark-field imaging and tomography in scanning transmission electron microscopy combined with DNA-specific staining for electron microscopy. We utilized ChromSTEM for an in-depth quantification of 3D chromatin conformation with high spatial resolution and contrast, allowing for characterization of higher-order chromatin structure almost down to the level of the DNA base pair. Employing mass scaling analysis on ChromSTEM mass density tomograms, we observed that chromatin forms spatially well-defined higher-order domains, around 80 nm in radius. Within domains, chromatin exhibits a polymeric fractal-like behavior and a radially decreasing mass-density from the center to the periphery. Unlike other nanoimaging and analysis techniques, we demonstrate that our unique combination of this high-resolution imaging technique with polymer physics-based analysis enables us to (i) investigate the chromatin conformation within packing domains and (ii) quantify statistical descriptors of chromatin structure that are relevant to transcription. We observe that packing domains have heterogeneous morphological properties even within the same cell line, underlying the potential role of statistical chromatin packing in regulating gene expression within eukaryotic nuclei.
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Affiliation(s)
- Yue Li
- Applied Physics Program, Northwestern University, Evanston, IL, 60208, USA
| | - Vasundhara Agrawal
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Ranya K A Virk
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Eric Roth
- Department of Materials Sciences and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Wing Shun Li
- Applied Physics Program, Northwestern University, Evanston, IL, 60208, USA
| | - Adam Eshein
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Jane Frederick
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Kai Huang
- Shenzhen Bay Laboratory, Institute of Systems and Physical Biology, Shenzhen, 518132, China
| | - Luay Almassalha
- Medical Scientist Training Program, Feinberg School of Medicine, Northwestern University, Evanston, IL, 60611, USA
| | - Reiner Bleher
- Department of Materials Sciences and Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Marcelo A Carignano
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA
| | - Igal Szleifer
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA.,Department of Chemistry, Northwestern University, Evanston, IL, 60208, USA
| | - Vinayak P Dravid
- Department of Materials Sciences and Engineering, Northwestern University, Evanston, IL, 60208, USA.
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208, USA.
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18
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Iida S, Shinkai S, Itoh Y, Tamura S, Kanemaki MT, Onami S, Maeshima K. Single-nucleosome imaging reveals steady-state motion of interphase chromatin in living human cells. SCIENCE ADVANCES 2022; 8:eabn5626. [PMID: 35658044 PMCID: PMC9166292 DOI: 10.1126/sciadv.abn5626] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Dynamic chromatin behavior plays a critical role in various genome functions. However, it remains unclear how chromatin behavior changes during interphase, where the nucleus enlarges and genomic DNA doubles. While the previously reported chromatin movements varied during interphase when measured using a minute or longer time scale, we unveil that local chromatin motion captured by single-nucleosome imaging/tracking on a second time scale remained steady throughout G1, S, and G2 phases in live human cells. This motion mode appeared to change beyond this time scale. A defined genomic region also behaved similarly. Combined with Brownian dynamics modeling, our results suggest that this steady-state chromatin motion was mainly driven by thermal fluctuations. Steady-state motion temporarily increased following a DNA damage response. Our findings support the viscoelastic properties of chromatin. We propose that the observed steady-state chromatin motion allows cells to conduct housekeeping functions, such as transcription and DNA replication, under similar environments during interphase.
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Affiliation(s)
- Shiori Iida
- Genome Dynamics Laboratory, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Mishima, Japan
- Department of Genetics, School of Life Science, SOKENDAI, Mishima, Japan
| | - Soya Shinkai
- Laboratory for Developmental Dynamics, RIKEN Center for Biosystems Dynamics Research, Kobe, Japan
| | - Yuji Itoh
- Genome Dynamics Laboratory, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Mishima, Japan
| | - Sachiko Tamura
- Genome Dynamics Laboratory, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Mishima, Japan
| | - Masato T. Kanemaki
- Department of Genetics, School of Life Science, SOKENDAI, Mishima, Japan
- Molecular Cell Engineering Laboratory, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Mishima, Japan
| | - Shuichi Onami
- Laboratory for Developmental Dynamics, RIKEN Center for Biosystems Dynamics Research, Kobe, Japan
| | - Kazuhiro Maeshima
- Genome Dynamics Laboratory, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Mishima, Japan
- Department of Genetics, School of Life Science, SOKENDAI, Mishima, Japan
- Corresponding author.
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19
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Meghani K, Folgosa Cooley L, Piunti A, Meeks JJ. Role of Chromatin Modifying Complexes and Therapeutic Opportunities in Bladder Cancer. Bladder Cancer 2022; 8:101-112. [PMID: 35898580 PMCID: PMC9278011 DOI: 10.3233/blc-211609] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 02/14/2022] [Indexed: 11/15/2022]
Abstract
BACKGROUND Chromatin modifying enzymes, mainly through post translational modifications, regulate chromatin architecture and by extension the underlying transcriptional kinetics in normal and malignant cells. Muscle invasive bladder cancer (MIBC) has a high frequency of alterations in chromatin modifiers, with 76% of tumors exhibiting mutation in at least one chromatin modifying enzyme [1]. Additionally, clonal expansion of cells with inactivating mutations in chromatin modifiers has been identified in the normal urothelium, pointing to a currently unknown role of these proteins in normal bladder homeostasis. OBJECTIVE To review current knowledge of chromatin modifications and enzymes regulating these processes in Bladder cancer (BCa). METHODS By reviewing current literature, we summarize our present knowledge of external stimuli that trigger loss of equilibrium in the chromatin accessibility landscape and emerging therapeutic interventions for targeting these processes. RESULTS Genetic lesions in BCa lead to altered function of chromatin modifying enzymes, resulting in coordinated dysregulation of epigenetic processes with disease progression. CONCLUSION Mutations in chromatin modifying enzymes are wide-spread in BCa and several promising therapeutic targets for modulating activity of these genes are currently in clinical trials. Further research into understanding how the epigenetic landscape evolves as the disease progresses, could help identify patients who might benefit the most from these targeted therapies.
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Affiliation(s)
- Khyati Meghani
- Department of Urology, Feinberg School of Medicine, Chicago, IL, USA
- Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Chicago, IL, USA
| | - Lauren Folgosa Cooley
- Department of Urology, Feinberg School of Medicine, Chicago, IL, USA
- Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Chicago, IL, USA
| | - Andrea Piunti
- Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Chicago, IL, USA
| | - Joshua J. Meeks
- Department of Urology, Feinberg School of Medicine, Chicago, IL, USA
- Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Chicago, IL, USA
- Jesse Brown VA Medical Center, Chicago IL, USA
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20
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Yadav S, Virk R, Chung CH, Eduardo MB, VanDerway D, Chen D, Burdett K, Gao H, Zeng Z, Ranjan M, Cottone G, Xuei X, Chandrasekaran S, Backman V, Chatterton R, Khan SA, Clare SE. Lipid exposure activates gene expression changes associated with estrogen receptor negative breast cancer. NPJ Breast Cancer 2022; 8:59. [PMID: 35508495 PMCID: PMC9068822 DOI: 10.1038/s41523-022-00422-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2020] [Accepted: 03/31/2022] [Indexed: 12/13/2022] Open
Abstract
Improved understanding of local breast biology that favors the development of estrogen receptor negative (ER-) breast cancer (BC) would foster better prevention strategies. We have previously shown that overexpression of specific lipid metabolism genes is associated with the development of ER- BC. We now report results of exposure of MCF-10A and MCF-12A cells, and mammary organoids to representative medium- and long-chain polyunsaturated fatty acids. This exposure caused a dynamic and profound change in gene expression, accompanied by changes in chromatin packing density, chromatin accessibility, and histone posttranslational modifications (PTMs). We identified 38 metabolic reactions that showed significantly increased activity, including reactions related to one-carbon metabolism. Among these reactions are those that produce S-adenosyl-L-methionine for histone PTMs. Utilizing both an in-vitro model and samples from women at high risk for ER- BC, we show that lipid exposure engenders gene expression, signaling pathway activation, and histone marks associated with the development of ER- BC.
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Affiliation(s)
- Shivangi Yadav
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA
| | - Ranya Virk
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208-2850, USA
| | - Carolina H Chung
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | | | - David VanDerway
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208-2850, USA
| | - Duojiao Chen
- Center of for Medical Genomics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Kirsten Burdett
- Department of Preventive Medicine, Northwestern University, Chicago, IL, 60611, USA
| | - Hongyu Gao
- Center of for Medical Genomics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Zexian Zeng
- Department of Data Sciences, Dana Farber Cancer Institute, Harvard T.H. Chan School of Public Health, Boston, MA, 02215, USA
| | - Manish Ranjan
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA
| | - Gannon Cottone
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA
| | - Xiaoling Xuei
- Center of for Medical Genomics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Sriram Chandrasekaran
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
- Program in Chemical Biology, University of Michigan, Ann Arbor, MI, 48109, USA
- Rogel Cancer Center, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
- Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, 60208-2850, USA
| | - Robert Chatterton
- Department of Obstetrics and Gynecology, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Seema Ahsan Khan
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA.
| | - Susan E Clare
- Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA.
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21
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Gurova K. Can aggressive cancers be identified by the "aggressiveness" of their chromatin? Bioessays 2022; 44:e2100212. [PMID: 35452144 DOI: 10.1002/bies.202100212] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 04/08/2022] [Accepted: 04/12/2022] [Indexed: 12/15/2022]
Abstract
Phenotypic plasticity is a crucial feature of aggressive cancer, providing the means for cancer progression. Stochastic changes in tumor cell transcriptional programs increase the chances of survival under any condition. I hypothesize that unstable chromatin permits stochastic transitions between transcriptional programs in aggressive cancers and supports non-genetic heterogeneity of tumor cells as a basis for their adaptability. I present a mechanistic model for unstable chromatin which includes destabilized nucleosomes, mobile chromatin fibers and random enhancer-promoter contacts, resulting in stochastic transcription. I suggest potential markers for "unsettled" chromatin in tumors associated with poor prognosis. Although many of the characteristics of unstable chromatin have been described, they were mostly used to explain changes in the transcription of individual genes. I discuss approaches to evaluate the role of unstable chromatin in non-genetic tumor cell heterogeneity and suggest using the degree of chromatin instability and transcriptional noise in tumor cells to predict cancer aggressiveness.
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Affiliation(s)
- Katerina Gurova
- Department of Cell Stress Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York, USA
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22
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Sundar R, Liu DHW, Hutchins GGA, Slaney HL, Silva ANS, Oosting J, Hayden JD, Hewitt LC, Ng CCY, Mangalvedhekar A, Ng SB, Tan IBH, Tan P, Grabsch HI. Spatial profiling of gastric cancer patient-matched primary and locoregional metastases reveals principles of tumour dissemination. Gut 2021; 70:1823-1832. [PMID: 33229445 PMCID: PMC8458060 DOI: 10.1136/gutjnl-2020-320805] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Revised: 11/02/2020] [Accepted: 11/05/2020] [Indexed: 12/24/2022]
Abstract
OBJECTIVE Endoscopic mucosal biopsies of primary gastric cancers (GCs) are used to guide diagnosis, biomarker testing and treatment. Spatial intratumoural heterogeneity (ITH) may influence biopsy-derived information. We aimed to study ITH of primary GCs and matched lymph node metastasis (LNmet). DESIGN GC resection samples were annotated to identify primary tumour superficial (PTsup), primary tumour deep (PTdeep) and LNmet subregions. For each subregion, we determined (1) transcriptomic profiles (NanoString 'PanCancer Progression Panel', 770 genes); (2) next-generation sequencing (NGS, 225 gastrointestinal cancer-related genes); (3) DNA copy number profiles by multiplex ligation-dependent probe amplification (MLPA, 16 genes); and (4) histomorphological phenotypes. RESULTS NanoString profiling of 64 GCs revealed no differences between PTsup1 and PTsup2, while 43% of genes were differentially expressed between PTsup versus PTdeep and 38% in PTsup versus LNmet. Only 16% of genes were differently expressed between PTdeep and LNmet. Several genes with therapeutic potential (eg IGF1, PIK3CD and TGFB1) were overexpressed in LNmet and PTdeep compared with PTsup. NGS data revealed orthogonal support of NanoString results with 40% mutations present in PTdeep and/or LNmet, but not in PTsup. Conversely, only 6% of mutations were present in PTsup and were absent in PTdeep and LNmet. MLPA demonstrated significant ITH between subregions and progressive genomic changes from PTsup to PTdeep/LNmet. CONCLUSION In GC, regional lymph node metastases are likely to originate from deeper subregions of the primary tumour. Future clinical trials of novel targeted therapies must consider assessment of deeper subregions of the primary tumour and/or metastases as several therapeutically relevant genes are only mutated, overexpressed or amplified in these regions.
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Affiliation(s)
- Raghav Sundar
- Department of Haematology-Oncology, National University Cancer Institute Singapore, National University Health System, Singapore,Cancer and Stem Cell Biology Program, Duke-NUS Medical School, Singapore,Yong Loo Lin School of Medicine, National University of Singapore, Singapore,The N.1 Institute for Health, National University of Singapore, Singapore
| | - Drolaiz HW Liu
- Department of Pathology, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands
| | - Gordon GA Hutchins
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, West Yorkshire, UK
| | - Hayley L Slaney
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, West Yorkshire, UK
| | - Arnaldo NS Silva
- Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, West Yorkshire, UK,Department of Surgery, University of Cambridge, Cambridge University Hospitals, Addenbrookes, Cambridge, UK
| | - Jan Oosting
- Department of Pathology, Leiden University Medical Center, Leiden, Zuid-Holland, The Netherlands
| | - Jeremy D Hayden
- Department of Upper Gastrointestinal Surgery, Institute of Oncology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Lindsay C Hewitt
- Department of Pathology, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands
| | - Cedric CY Ng
- Laboratory of Cancer Epigenome, Department of Medical Sciences, National Cancer Centre Singapore, Singapore
| | | | - Sarah B Ng
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore
| | - Iain BH Tan
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore,Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Patrick Tan
- Cancer and Stem Cell Biology Program, Duke-NUS Medical School, Singapore .,Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore.,SingHealth/Duke-NUS Institute of Precision Medicine, National Heart Centre Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore
| | - Heike I Grabsch
- Department of Pathology, GROW - School for Oncology and Developmental Biology, Maastricht University Medical Center+, Maastricht, The Netherlands .,Division of Pathology and Data Analytics, Leeds Institute of Medical Research at St James's, University of Leeds, Leeds, West Yorkshire, UK
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23
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Pettinato G, Coughlan MF, Zhang X, Chen L, Khan U, Glyavina M, Sheil CJ, Upputuri PK, Zakharov YN, Vitkin E, D’Assoro AB, Fisher RA, Itzkan I, Zhang L, Qiu L, Perelman LT. Spectroscopic label-free microscopy of changes in live cell chromatin and biochemical composition in transplantable organoids. SCIENCE ADVANCES 2021; 7:7/34/eabj2800. [PMID: 34407934 PMCID: PMC8373132 DOI: 10.1126/sciadv.abj2800] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 06/30/2021] [Indexed: 02/01/2023]
Abstract
Organoids formed from human induced pluripotent stem cells (hiPSCs) could be a limitless source of functional tissue for transplantations in many organs. Unfortunately, fine-tuning differentiation protocols to form large quantities of hiPSC organoids in a controlled, scalable, and reproducible manner is quite difficult and often takes a very long time. Recently, we introduced a new approach of rapid organoid formation from dissociated hiPSCs and endothelial cells using microfabricated cell-repellent microwell arrays. This approach, when combined with real-time label-free Raman spectroscopy of biochemical composition changes and confocal light scattering spectroscopic microscopy of chromatin transition, allows for monitoring live differentiating organoids without the need to sacrifice a sample, substantially shortening the time of protocol fine-tuning. We used this approach to both culture and monitor homogeneous liver organoids that have the main functional features of the human liver and which could be used for cell transplantation liver therapy in humans.
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Affiliation(s)
- Giuseppe Pettinato
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Mark F. Coughlan
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Xuejun Zhang
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Liming Chen
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Umar Khan
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Maria Glyavina
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Conor J. Sheil
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Paul K. Upputuri
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Yuri N. Zakharov
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Edward Vitkin
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | | | - Robert A. Fisher
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Irving Itzkan
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA
| | - Lei Zhang
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA.,Corresponding author. (L.Z.); (L.Q.); (L.T.P.)
| | - Le Qiu
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA.,Corresponding author. (L.Z.); (L.Q.); (L.T.P.)
| | - Lev T. Perelman
- Center for Advanced Biomedical Imaging and Photonics, Division of Gastroenterology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard University, Boston, MA, USA.,Biological and Biomedical Sciences Program, Harvard University, Cambridge, MA, USA.,Corresponding author. (L.Z.); (L.Q.); (L.T.P.)
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24
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Bugter O, Li Y, Wolters AH, Agrawal V, Dravid A, Chang A, Hardillo J, Giepmans BN, Baatenburg de Jong RJ, Amelink A, Backman V, Robinson DJ. Early Upper Aerodigestive Tract Cancer Detection Using Electron Microscopy to Reveal Chromatin Packing Alterations in Buccal Mucosa Cells. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2021; 27:878-888. [PMID: 34108070 PMCID: PMC8939050 DOI: 10.1017/s1431927621000507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
A profound characteristic of field cancerization is alterations in chromatin packing. This study aimed to quantify these alterations using electron microscopy image analysis of buccal mucosa cells of laryngeal, esophageal, and lung cancer patients. Analysis was done on normal-appearing mucosa, believed to be within the cancerization field, and not tumor itself. Large-scale electron microscopy (nanotomy) images were acquired of cancer patients and controls. Within the nuclei, the chromatin packing of euchromatin and heterochromatin was characterized. Furthermore, the chromatin organization was quantified through chromatin packing density scaling. A significant difference was found between the cancer and control groups in the chromatin packing density scaling parameter for length scales below the optical diffraction limit (200 nm) in both the euchromatin (p = 0.002) and the heterochromatin (p = 0.006). The chromatin packing scaling analysis also indicated that the chromatin organization of cancer patients deviated significantly from the control group. They might allow for novel strategies for cancer risk stratification and diagnosis with high sensitivity. This could aid clinicians in personalizing screening strategies for high-risk patients and follow-up strategies for treated cancer patients.
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Affiliation(s)
- Oisín Bugter
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
- Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
| | - Yue Li
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Anouk H.G. Wolters
- Department of Biomedical Sciences of Cells and Systems, University of Groningen, University Medical Center Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands
| | - Vasundhara Agrawal
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Amil Dravid
- Department of Electrical Engineering and Computer Science, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Andrew Chang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Jose Hardillo
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
| | - Ben N.G. Giepmans
- Department of Biomedical Sciences of Cells and Systems, University of Groningen, University Medical Center Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands
| | - Robert J. Baatenburg de Jong
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
| | - Arjen Amelink
- Department of Optics, the Netherlands Organization for Applied Scientific Research (TNO), Stieltjesweg 1, 2628 CK Delft, the Netherlands
- Department of Physics and Astronomy, Vrije Universiteit Amsterdam, De Boelelaan 1081, 1081 HV Amsterdam, the Netherlands
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Dominic J. Robinson
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
- Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
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25
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Johnstone CP, Galloway KE. Engineering cellular symphonies out of transcriptional noise. Nat Rev Mol Cell Biol 2021; 22:369-370. [PMID: 33723437 DOI: 10.1038/s41580-021-00359-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Christopher P Johnstone
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Kate E Galloway
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
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26
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Panigrahi A, O'Malley BW. Mechanisms of enhancer action: the known and the unknown. Genome Biol 2021; 22:108. [PMID: 33858480 PMCID: PMC8051032 DOI: 10.1186/s13059-021-02322-1] [Citation(s) in RCA: 128] [Impact Index Per Article: 42.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 03/23/2021] [Indexed: 12/13/2022] Open
Abstract
Differential gene expression mechanisms ensure cellular differentiation and plasticity to shape ontogenetic and phylogenetic diversity of cell types. A key regulator of differential gene expression programs are the enhancers, the gene-distal cis-regulatory sequences that govern spatiotemporal and quantitative expression dynamics of target genes. Enhancers are widely believed to physically contact the target promoters to effect transcriptional activation. However, our understanding of the full complement of regulatory proteins and the definitive mechanics of enhancer action is incomplete. Here, we review recent findings to present some emerging concepts on enhancer action and also outline a set of outstanding questions.
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Affiliation(s)
- Anil Panigrahi
- Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
| | - Bert W O'Malley
- Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA.
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27
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de Lima Camillo LP, Quinlan RBA. A ride through the epigenetic landscape: aging reversal by reprogramming. GeroScience 2021; 43:463-485. [PMID: 33825176 PMCID: PMC8110674 DOI: 10.1007/s11357-021-00358-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 02/08/2021] [Indexed: 02/06/2023] Open
Abstract
Aging has become one of the fastest-growing research topics in biology. However, exactly how the aging process occurs remains unknown. Epigenetics plays a significant role, and several epigenetic interventions can modulate lifespan. This review will explore the interplay between epigenetics and aging, and how epigenetic reprogramming can be harnessed for age reversal. In vivo partial reprogramming holds great promise as a possible therapy, but several limitations remain. Rejuvenation by reprogramming is a young but rapidly expanding subfield in the biology of aging.
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28
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Zhou Z, Yan R, Jiang W, Irudayaraj JMK. Chromatin hierarchical branching visualized at the nanoscale by electron microscopy. NANOSCALE ADVANCES 2021; 3:1019-1028. [PMID: 34381959 PMCID: PMC8323808 DOI: 10.1039/d0na00359j] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Accepted: 11/12/2020] [Indexed: 06/13/2023]
Abstract
Chromatin is spatially organized in a hierarchical manner by virtue of single nucleosomes condensing into higher order chromatin structures, conferring various mechanical properties and biochemical signals. These higher order chromatin structures regulate genomic function by organization of the heterochromatin and euchromatin landscape. Less is known about its transition state from higher order heterochromatin to the lower order nucleosome form, and there is no information on its physical properties. We have developed a facile method of electron microscopy visualization to reveal the interphase chromatin in eukaryotic cells and its organization into hierarchical branching structures. We note that chromatin hierarchical branching can be distinguished at four levels, clearly indicating the stepwise transition from heterochromatin to euchromatin. The protein-DNA density across the chromatin fibers decreases during the transition from compacted heterochromatin to dispersed euchromatin. Moreover, the thickness of the chromatin ranges between 10 to 270 nm, and the controversial 30 nm chromatin fiber exists as a prominent intermediate structure. This study provides important insights into higher order chromatin organization which plays a key role in diseases such as cancer.
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Affiliation(s)
- Zhongwu Zhou
- Bindley Bioscience Center, Department of Agricultural and Biological Engineering, Purdue University West Lafayette IN 47907 USA
- The University of Texas at Austin NHB 4.120, 100 E. 24th St. Austin TX 78712 USA
| | - Rui Yan
- Markey Center for Structural Biology, Department of Biological Science, Purdue University West Lafayette IN 47907 USA
- Howard Hughes Medical Institute, Janelia Research Campus 19700 Helix Drive Asburn Virginia 20147 USA
| | - Wen Jiang
- Markey Center for Structural Biology, Department of Biological Science, Purdue University West Lafayette IN 47907 USA
| | - Joseph M K Irudayaraj
- Bindley Bioscience Center, Department of Agricultural and Biological Engineering, Purdue University West Lafayette IN 47907 USA
- Cancer Center at Illinois, Department of Bioengineering, College of Engineering, University of Illinois at Urbana-Champaign Urbana IL 61801 USA
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29
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Li Y, Eshein A, Virk RKA, Eid A, Wu W, Frederick J, VanDerway D, Gladstein S, Huang K, Shim AR, Anthony NM, Bauer GM, Zhou X, Agrawal V, Pujadas EM, Jain S, Esteve G, Chandler JE, Nguyen TQ, Bleher R, de Pablo JJ, Szleifer I, Dravid VP, Almassalha LM, Backman V. Nanoscale chromatin imaging and analysis platform bridges 4D chromatin organization with molecular function. SCIENCE ADVANCES 2021; 7:eabe4310. [PMID: 33523864 PMCID: PMC7775763 DOI: 10.1126/sciadv.abe4310] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Accepted: 11/09/2020] [Indexed: 05/10/2023]
Abstract
Extending across multiple length scales, dynamic chromatin structure is linked to transcription through the regulation of genome organization. However, no individual technique can fully elucidate this structure and its relation to molecular function at all length and time scales at both a single-cell level and a population level. Here, we present a multitechnique nanoscale chromatin imaging and analysis (nano-ChIA) platform that consolidates electron tomography of the primary chromatin fiber, optical super-resolution imaging of transcription processes, and label-free nano-sensing of chromatin packing and its dynamics in live cells. Using nano-ChIA, we observed that chromatin is localized into spatially separable packing domains, with an average diameter of around 200 nanometers, sub-megabase genomic size, and an internal fractal structure. The chromatin packing behavior of these domains exhibits a complex bidirectional relationship with active gene transcription. Furthermore, we found that properties of PDs are correlated among progenitor and progeny cells across cell division.
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Affiliation(s)
- Yue Li
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Adam Eshein
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Ranya K A Virk
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Aya Eid
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Wenli Wu
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Jane Frederick
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - David VanDerway
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Scott Gladstein
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Kai Huang
- Institute of Systems and Physical Biology, Shenzhen Bay Laboratory, Shenzhen, China
| | - Anne R Shim
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Nicholas M Anthony
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Greta M Bauer
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Xiang Zhou
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Vasundhara Agrawal
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Emily M Pujadas
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Surbhi Jain
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - George Esteve
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - John E Chandler
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - The-Quyen Nguyen
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Reiner Bleher
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, USA
| | - Juan J de Pablo
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Igal Szleifer
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Vinayak P Dravid
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, USA
| | - Luay M Almassalha
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA.
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30
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EID AYA, ESHEIN ADAM, LI YUE, VIRK RANYA, VANDERWAY DAVID, ZHANG DI, TAFLOVE ALLEN, BACKMAN VADIM. Characterizing chromatin packing scaling in whole nuclei using interferometric microscopy. OPTICS LETTERS 2020; 45:4810-4813. [PMID: 32870863 PMCID: PMC7951997 DOI: 10.1364/ol.400231] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Chromatin is the macromolecular assembly containing the cell's genetic information, and its architectural conformation facilitates accessibility to activation sites and thus gene expression. We have developed an analytical framework to quantify chromatin structure with spectral microscopy. Chromatin structure can be described as a mass fractal, with packing scaling D up to specific genomic length scales. Considering various system geometries, we established a model to measure D with the interferometric technique partial wave spectroscopy (PWS) and validated the analysis using finite difference time domain to simulate the PWS system. Calculations of D were consistent with ground truth electron microscopy measurements, enabling a high-throughput, label-free approach to quantifying chromatin structure in the nanometer length scale regime.
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Affiliation(s)
- AYA EID
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
| | - ADAM ESHEIN
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
| | - YUE LI
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
| | - RANYA VIRK
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
| | - DAVID VANDERWAY
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
| | - DI ZHANG
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
| | - ALLEN TAFLOVE
- Department of Electrical Engineering, Northwestern University, Evanston, USA6
| | - VADIM BACKMAN
- Department of Biomedical Engineering, Northwestern University, Evanston, USA
- Corresponding author:
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