1
|
Duan J, Ngo MN, Karri SS, Tsoi LC, Gudjonsson JE, Shahbaba B, Lowengrub J, Andersen B. tauFisher predicts circadian time from a single sample of bulk and single-cell pseudobulk transcriptomic data. Nat Commun 2024; 15:3840. [PMID: 38714698 PMCID: PMC11076472 DOI: 10.1038/s41467-024-48041-6] [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: 03/21/2023] [Accepted: 04/16/2024] [Indexed: 05/10/2024] Open
Abstract
As the circadian clock regulates fundamental biological processes, disrupted clocks are often observed in patients and diseased tissues. Determining the circadian time of the patient or the tissue of focus is essential in circadian medicine and research. Here we present tauFisher, a computational pipeline that accurately predicts circadian time from a single transcriptomic sample by finding correlations between rhythmic genes within the sample. We demonstrate tauFisher's performance in adding timestamps to both bulk and single-cell transcriptomic samples collected from multiple tissue types and experimental settings. Application of tauFisher at a cell-type level in a single-cell RNAseq dataset collected from mouse dermal skin implies that greater circadian phase heterogeneity may explain the dampened rhythm of collective core clock gene expression in dermal immune cells compared to dermal fibroblasts. Given its robustness and generalizability across assay platforms, experimental setups, and tissue types, as well as its potential application in single-cell RNAseq data analysis, tauFisher is a promising tool that facilitates circadian medicine and research.
Collapse
Affiliation(s)
- Junyan Duan
- Center for Complex Biological Systems, University of California Irvine, Irvine, CA, USA
- The NSF-Simons Center for Multiscale Cell Fate Research, University of California Irvine, Irvine, CA, USA
| | - Michelle N Ngo
- Center for Complex Biological Systems, University of California Irvine, Irvine, CA, USA
- The NSF-Simons Center for Multiscale Cell Fate Research, University of California Irvine, Irvine, CA, USA
| | - Satya Swaroop Karri
- Department of Biological Chemistry, School of Medicine, University of California Irvine, Irvine, CA, USA
| | - Lam C Tsoi
- Department of Dermatology, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
- Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
- Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, MI, USA
- Mary H Weiser Food Allergy Center, University of Michigan, Ann Arbor, MI, USA
| | - Johann E Gudjonsson
- Department of Dermatology, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
- Mary H Weiser Food Allergy Center, University of Michigan, Ann Arbor, MI, USA
| | - Babak Shahbaba
- Center for Complex Biological Systems, University of California Irvine, Irvine, CA, USA.
- Department of Statistics, University of California Irvine, Irvine, CA, USA.
| | - John Lowengrub
- Center for Complex Biological Systems, University of California Irvine, Irvine, CA, USA.
- Department of Mathematics, University of California, Irvine, CA, USA.
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA.
| | - Bogi Andersen
- Center for Complex Biological Systems, University of California Irvine, Irvine, CA, USA.
- Department of Biological Chemistry, School of Medicine, University of California Irvine, Irvine, CA, USA.
- Department of Medicine, Division of Endocrinology, School of Medicine, University of California Irvine, Irvine, CA, USA.
| |
Collapse
|
2
|
Duan J, Ngo MN, Karri SS, Tsoi LC, Gudjonsson JE, Shahbaba B, Lowengrub J, Andersen B. tauFisher accurately predicts circadian time from a single sample of bulk and single-cell transcriptomic data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.04.535473. [PMID: 37066246 PMCID: PMC10104027 DOI: 10.1101/2023.04.04.535473] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
As the circadian clock regulates fundamental biological processes, disrupted clocks are often observed in patients and diseased tissues. Determining the circadian time of the patient or the tissue of focus is essential in circadian medicine and research. Here we present tau-Fisher, a computational pipeline that accurately predicts circadian time from a single transcriptomic sample by finding correlations between rhythmic genes within the sample. We demonstrate tauFisher's out-standing performance in both bulk and single-cell transcriptomic data collected from multiple tissue types and experimental settings. Application of tauFisher at a cell-type level in a single-cell RNA-seq dataset collected from mouse dermal skin implies that greater circadian phase heterogeneity may explain the dampened rhythm of collective core clock gene expression in dermal immune cells compared to dermal fibroblasts. Given its robustness and generalizability across assay platforms, experimental setups, and tissue types, as well as its potential application in single-cell RNA-seq data analysis, tauFisher is a promising tool that facilitates circadian medicine and research.
Collapse
|
3
|
Lesicka M, Nedoszytko B, Reszka E. Disruptions of Circadian Genes in Cutaneous Melanoma-An In Silico Analysis of Transcriptome Databases. Int J Mol Sci 2023; 24:10140. [PMID: 37373286 DOI: 10.3390/ijms241210140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 06/09/2023] [Accepted: 06/11/2023] [Indexed: 06/29/2023] Open
Abstract
Circadian genes are a set of genes that regulate the body's internal clock and influence various physiological processes, including sleep-wake cycles, metabolism and immune function. Skin cutaneous melanoma (SKCM) is a type of skin cancer that arises from the pigment-producing cells in the skin and is the most deadly form of skin cancer. This study has investigated the relevance of circadian gene expression and immune infiltrations in the outcomes of cutaneous melanoma patients. In the present study, in silico methods based on the GEPIa, TIMER 2.0 and cBioPortal databases were performed, so as to investigate the transcript level and prognostic value of 24 circadian genes in SKCM and their relationship with the immune infiltration level. The in silico analysis showed that significantly more than half of the investigated circadian genes have an altered transcript pattern in cutaneous melanoma compared to normal skin. The mRNA levels of TIMELES and BHLHE41 were upregulated, whereas those of NFIL3, BMAL1, HLF, TEF, RORA, RORC, NR1D1, PER1, PER2, PER3, CRY2 and BHLHE40 were downregulated. The presented research shows that SKCM patients with at least one alteration of their circadian genes have decreased overall survival. Additionally, majority of the circadian genes are significantly corelated with the immune cells' infiltration level. The strongest correlation was found for neutrophils and was followed by circadian genes: NR1D2 r = 0.52 p < 0.0001, BMAL1 r = 0.509 p < 0.0001; CLOCK r = 0.45 p < 0.0001; CSNKA1A1 r = 0.45 p < 0.0001; RORA r = 0.44 p < 0.0001. The infiltration level of immune cells in skin tumors has been associated with patient prognosis and treatment response. Circadian regulation of immune cell infiltration may further contribute to these prognostic and predictive markers. Examining the correlation between circadian rhythm and immune cell infiltration can provide valuable insights into disease progression and guide personalized treatment decisions.
Collapse
Affiliation(s)
- Monika Lesicka
- Department of Translational Research, Nofer Institute of Occupational Medicine, 91-349 Lodz, Poland
| | - Bogusław Nedoszytko
- Department of Dermatology, Venerology and Allergology Medical University of Gdansk, 80-211 Gdansk, Poland
- Molecular Laboratory, Invicta Fertility and Reproductive Centre, Polna 64, 81-740 Sopot, Poland
| | - Edyta Reszka
- Department of Translational Research, Nofer Institute of Occupational Medicine, 91-349 Lodz, Poland
| |
Collapse
|
4
|
Zlacká J, Zeman M. Glycolysis under Circadian Control. Int J Mol Sci 2021; 22:ijms222413666. [PMID: 34948470 PMCID: PMC8703893 DOI: 10.3390/ijms222413666] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 12/07/2021] [Accepted: 12/17/2021] [Indexed: 12/31/2022] Open
Abstract
Glycolysis is considered a main metabolic pathway in highly proliferative cells, including endothelial, epithelial, immune, and cancer cells. Although oxidative phosphorylation (OXPHOS) is more efficient in ATP production per mole of glucose, proliferative cells rely predominantly on aerobic glycolysis, which generates ATP faster compared to OXPHOS and provides anabolic substrates to support cell proliferation and migration. Cellular metabolism, including glucose metabolism, is under strong circadian control. Circadian clocks control a wide array of metabolic processes, including glycolysis, which exhibits a distinct circadian pattern. In this review, we discuss circadian regulations during metabolic reprogramming and key steps of glycolysis in activated, highly proliferative cells. We suggest that the inhibition of metabolic reprogramming in the circadian manner can provide some advantages in the inhibition of oxidative glycolysis and a chronopharmacological approach is a promising way to treat diseases associated with up-regulated glycolysis.
Collapse
|
5
|
Duan J, Greenberg EN, Karri SS, Andersen B. The circadian clock and diseases of the skin. FEBS Lett 2021; 595:2413-2436. [PMID: 34535902 PMCID: PMC8515909 DOI: 10.1002/1873-3468.14192] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 09/11/2021] [Accepted: 09/13/2021] [Indexed: 02/06/2023]
Abstract
Organisms have an evolutionarily conserved internal rhythm that helps them anticipate and adapt to daily changes in the environment. Synchronized to the light-dark cycle with a period of around 24 hours, the timing of the circadian clock is set by light-triggering signals sent from the retina to the suprachiasmatic nucleus. Other inputs, including food intake, exercise, and temperature, also affect clocks in peripheral tissues, including skin. Here, we review the intricate interplay between the core clock network and fundamental physiological processes in skin such as homeostasis, regeneration, and immune- and stress responses. We illustrate the effect of feeding time on the skin circadian clock and skin functions, a previously overlooked area of research. We then discuss works that relate the circadian clock and its disruption to skin diseases, including skin cancer, sunburn, hair loss, aging, infections, inflammatory skin diseases, and wound healing. Finally, we highlight the promise of circadian medicine for skin disease prevention and management.
Collapse
Affiliation(s)
- Junyan Duan
- Center for Complex Biological Systems, University of California, Irvine, CA 92697
| | - Elyse Noelani Greenberg
- Department of Biological Chemistry, University of California, Irvine, CA 92697
- Department of Medicine, Division of Endocrinology, School of Medicine, University of California, Irvine, CA 92697
| | - Satya Swaroop Karri
- Department of Biological Chemistry, University of California, Irvine, CA 92697
| | - Bogi Andersen
- Center for Complex Biological Systems, University of California, Irvine, CA 92697
- Department of Biological Chemistry, University of California, Irvine, CA 92697
- Department of Medicine, Division of Endocrinology, School of Medicine, University of California, Irvine, CA 92697
- Institute for Genomics and Bioinformatics, University of California, Irvine, CA 92697
| |
Collapse
|
6
|
|
7
|
Yousef E, Mitwally N, Noufal N, Tahir MR. Shift work and risk of skin cancer: A systematic review and meta-analysis. Sci Rep 2020; 10:2012. [PMID: 32029836 PMCID: PMC7005031 DOI: 10.1038/s41598-020-59035-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Accepted: 01/23/2020] [Indexed: 12/21/2022] Open
Abstract
Shift work with circadian disruption has been considered as a carcinogenic risk factor for skin cancer. The few prior studies that investigated the association between shift work and skin cancer have inconclusive results. Our main objective was to evaluate the associations between shift work and the risks of different types of skin cancer. We systematically searched PubMed, Web of Science, Cochrane Library, EMBASE and Science Direct until October 2018 for studies that included a relationship between shift work and skin cancer. Our search yielded 193 articles and 9 studies met the criteria for our review. The included studies involved 3,579,147 participants and 17,308 skin cancer cases. Overall, ever shift work, was associated with increased risk of melanoma (RR = 1.10, 95% CI = 1.05–1.16) and a significant decrease in the risk of BCC (RR = 0.90, 95% CI = 0.88–0.93). No association between shift work and the risk of SCC was detected. Interestingly, our dose response analysis demonstrated that the risk of melanoma cumulatively increases by 2% for every year of shift work (RR = 1.02; 95% CI = 1.00–1.03). In conclusion, shift work is associated with increased risk of melanoma and deceased risk of BCC. Further studies are needed to confirm our findings and to elucidate the related potential biological mechanisms.
Collapse
Affiliation(s)
- Einas Yousef
- Department of Basic Medical Sciences, College of Medicine, Dar Al Uloom University, Riyadh, KSA, Saudi Arabia. .,Histology Department, Faculty of Medicine, Menoufia University, Shebin Elkom, Egypt.
| | - Noha Mitwally
- Department of Basic Medical Sciences, College of Medicine, Dar Al Uloom University, Riyadh, KSA, Saudi Arabia
| | - Noha Noufal
- Department of Basic Medical Sciences, College of Medicine, Dar Al Uloom University, Riyadh, KSA, Saudi Arabia.,Pathology Department, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | | |
Collapse
|
8
|
de Assis LVM, Moraes MN, Castrucci AMDL. The molecular clock in the skin, its functionality, and how it is disrupted in cutaneous melanoma: a new pharmacological target? Cell Mol Life Sci 2019; 76:3801-3826. [PMID: 31222374 PMCID: PMC11105295 DOI: 10.1007/s00018-019-03183-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Revised: 05/13/2019] [Accepted: 06/05/2019] [Indexed: 02/07/2023]
Abstract
The skin is the interface between the organism and the external environment, acting as its first barrier. Thus, this organ is constantly challenged by physical stimuli such as UV and infrared radiation, visible light, and temperature as well as chemicals and pathogens. To counteract the deleterious effects of the above-mentioned stimuli, the skin has complex defense mechanisms such as: immune and neuroendocrine systems; shedding of epidermal squamous layers and apoptosis of damaged cells; DNA repair; and pigmentary system. Here we have reviewed the current knowledge regarding which stimuli affect the molecular clock of the skin, the consequences to skin-related biological processes and, based on such knowledge, we suggest some therapeutic targets. We also explored the recent advances regarding the molecular clock disruption in melanoma, its impact on the carcinogenic process, and its therapeutic value in melanoma treatment.
Collapse
Affiliation(s)
- Leonardo Vinícius Monteiro de Assis
- Laboratory of Comparative Physiology of Pigmentation, Department of Physiology, Institute of Biosciences, University of São Paulo, R. do Matão, Trav. 14, No. 101, São Paulo, 05508-090, Brazil
| | - Maria Nathalia Moraes
- Laboratory of Comparative Physiology of Pigmentation, Department of Physiology, Institute of Biosciences, University of São Paulo, R. do Matão, Trav. 14, No. 101, São Paulo, 05508-090, Brazil
- School of Health Science, University Anhembi Morumbi, São Paulo, Brazil
| | - Ana Maria de Lauro Castrucci
- Laboratory of Comparative Physiology of Pigmentation, Department of Physiology, Institute of Biosciences, University of São Paulo, R. do Matão, Trav. 14, No. 101, São Paulo, 05508-090, Brazil.
| |
Collapse
|
9
|
de Assis LVM, Moraes MN, Castrucci AMDL. Heat shock antagonizes UVA-induced responses in murine melanocytes and melanoma cells: an unexpected interaction. Photochem Photobiol Sci 2018; 16:633-648. [PMID: 28203671 DOI: 10.1039/c6pp00330c] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The skin is under the influence of oscillatory factors such as light and temperature. This organ possesses a local system that controls several aspects in a time-dependent manner; moreover, the skin has a well-known set of opsins whose function is still unknown. We demonstrate that heat shock reduces Opn2 expression in normal Melan-a melanocytes, while the opposite effect is found in malignant B16-F10 cells. In both cell lines, UVA radiation increases the expression of Opn4 and melanin content. Clock genes and Xpa, a DNA repair gene, of malignant melanocytes are more responsive to UVA radiation when compared to normal cells. Most UVA-induced effects are antagonized by heat shock, a phenomenon shown for the first time. Based on our data, the heat produced during UV experiments should be carefully monitored since temperature represents, according to our results, an important confounding factor, and therefore it should, when possible, be dissociated from UV radiation. The responses displayed by murine melanoma cells, if proven to also take place in human melanoma, may represent an important step in cancer development and progression.
Collapse
Affiliation(s)
- Leonardo Vinícius Monteiro de Assis
- Laboratory of Comparative Physiology of Pigmentation, Department of Physiology, Institute of Biosciences, University of São Paulo, São Paulo, Brazil.
| | | | | |
Collapse
|
10
|
Forssell-Aronsson E, Quinlan RA. THE IMPACT OF CIRCADIAN RHYTHMS ON MEDICAL IMAGING AND RADIOTHERAPY REGIMES FOR THE PAEDIATRIC PATIENT. RADIATION PROTECTION DOSIMETRY 2017; 173:16-20. [PMID: 27885090 DOI: 10.1093/rpd/ncw328] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Daily rhythmic changes are found in cellular events in cell cycle, DNA repair, apoptosis and angiogenesis in both normal and tumour tissue, as well as in enzymatic activity and drug metabolism. In this paper, we hypothesize that circadian rhythms need to be considered in radiation protection and optimization in personalized medicine, especially for paediatric care. The sensitivity of the eye lens to ionizing radiation makes the case for limiting damage to the lens epithelium by planning medical radio-imaging procedures for the afternoon, rather than the morning. Equally, the tumour and normal tissue response to radiotherapy is also subject to diurnal variation enabling optimization of time of treatment.
Collapse
Affiliation(s)
- E Forssell-Aronsson
- Department of Radiation Physics, Institute of Clinical Sciences, Sahlgrenska Cancer Center,Sahlgrenska Academy at University of Gothenburg, Sahlgrenska University Hospital, SE 413 45 Gothenburg, Sweden
| | - R A Quinlan
- Department of Biosciences, University of Durham, Mountjoy Science Site, Durham DH1 3LE, UK
| |
Collapse
|
11
|
Nicholls R, Perry L, Gallagher R, Duffield C, Sibbritt D, Xu X. The personal cancer screening behaviours of nurses and midwives. J Adv Nurs 2017; 73:1403-1420. [DOI: 10.1111/jan.13221] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/04/2016] [Indexed: 12/14/2022]
Affiliation(s)
- Rachel Nicholls
- Faculty of Health University of Technology Sydney New South Wales Australia
| | - Lin Perry
- Faculty of Health University of Technology Sydney New South Wales Australia
| | - Robyn Gallagher
- Charles Perkins Centre Sydney Nursing School University of Sydney New South Wales Australia
| | - Christine Duffield
- Centre for Health Services Management Faculty of Health University of Technology Sydney New South Wales Australia
- Edith Cowan University Perth Western Australia Australia
| | - David Sibbritt
- Faculty of Health University of Technology Sydney New South Wales Australia
| | - Xiaoyue Xu
- Faculty of Health and Medicine University of Newcastle New South Wales Australia
| |
Collapse
|
12
|
Dakup P, Gaddameedhi S. Impact of the Circadian Clock on UV-Induced DNA Damage Response and Photocarcinogenesis. Photochem Photobiol 2016; 93:296-303. [PMID: 27861965 DOI: 10.1111/php.12662] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Accepted: 10/04/2016] [Indexed: 12/11/2022]
Abstract
The skin is in constant exposure to various external environmental stressors, including solar ultraviolet (UV) radiation. Various wavelengths of UV light are absorbed by the DNA and other molecules in the skin to cause DNA damage and induce oxidative stress. The exposure to excessive ultraviolet (UV) radiation and/or accumulation of damage over time can lead to photocarcinogenesis and photoaging. The nucleotide excision repair (NER) system is the sole mechanism for removing UV photoproduct damage from DNA, and genetic disruption of this repair pathway leads to the photosensitive disorder xeroderma pigmentosum (XP). Interestingly, recent work has shown that NER is controlled by the circadian clock, the body's natural time-keeping mechanism, through regulation of the rate-limiting repair factor xeroderma pigmentosum group A (XPA). Studies have shown reduced UV-induced skin cancer after UV exposure in the evening compared to the morning, which corresponds with times of high and low repair capacities, respectively. However, most studies of the circadian clock-NER connection have utilized murine models, and it is therefore important to translate these findings to humans to improve skin cancer prevention and chronotherapy.
Collapse
Affiliation(s)
- Panshak Dakup
- Experimental and Systems Pharmacology, College of Pharmacy, Washington State University, Spokane, WA
| | - Shobhan Gaddameedhi
- Experimental and Systems Pharmacology, College of Pharmacy, Washington State University, Spokane, WA.,Sleep and Performance Research Center, Washington State University, Spokane, WA
| |
Collapse
|