1.Diversity, Complexity, and Challenges of Viral Infectious Disease Data in the Big Data Era: A Comprehensive Review.
Yun MA ; Lu-Yao QIN ; Xiao DING ; Ai-Ping WU
Chinese Medical Sciences Journal 2025;40(1):29-44
Viral infectious diseases, characterized by their intricate nature and wide-ranging diversity, pose substantial challenges in the domain of data management. The vast volume of data generated by these diseases, spanning from the molecular mechanisms within cells to large-scale epidemiological patterns, has surpassed the capabilities of traditional analytical methods. In the era of artificial intelligence (AI) and big data, there is an urgent necessity for the optimization of these analytical methods to more effectively handle and utilize the information. Despite the rapid accumulation of data associated with viral infections, the lack of a comprehensive framework for integrating, selecting, and analyzing these datasets has left numerous researchers uncertain about which data to select, how to access it, and how to utilize it most effectively in their research.This review endeavors to fill these gaps by exploring the multifaceted nature of viral infectious diseases and summarizing relevant data across multiple levels, from the molecular details of pathogens to broad epidemiological trends. The scope extends from the micro-scale to the macro-scale, encompassing pathogens, hosts, and vectors. In addition to data summarization, this review thoroughly investigates various dataset sources. It also traces the historical evolution of data collection in the field of viral infectious diseases, highlighting the progress achieved over time. Simultaneously, it evaluates the current limitations that impede data utilization.Furthermore, we propose strategies to surmount these challenges, focusing on the development and application of advanced computational techniques, AI-driven models, and enhanced data integration practices. By providing a comprehensive synthesis of existing knowledge, this review is designed to guide future research and contribute to more informed approaches in the surveillance, prevention, and control of viral infectious diseases, particularly within the context of the expanding big-data landscape.
Big Data
;
Humans
;
Virus Diseases/virology*
;
Artificial Intelligence
2.Advances in the study of viruses inhibiting the production of advanced autophagy or interferon through Rubicon to achieve innate immune escape.
Junwei SU ; Jin YUAN ; Feng WANG ; Jun LI ; Lei YUE ; Min YAN
Chinese Journal of Cellular and Molecular Immunology 2025;41(1):83-89
The innate immune response is the first line of defense for the host against viral infections. Targeted degradation of pathogenic microorganisms through autophagy, in conjunction with pattern recognition receptors synergistically inducing the production of interferon (IFN), constitutes an important pathway for the body to resist viral infections. Rubicon, a Run domain Beclin 1-interacting and cysteine-rich domain protein, has an inhibitory effect on autophagy and IFN production. On the one hand, Rubicon, as a component of the phosphoinositide 3-kinase (PI3K) complex, interacts with different domains of vacuolar protein sorting 34 (Vps34), ultraviolet radiation resistance associated gene (UVRAG), guanosine triphosphate (GTP) kinase, and RAS oncogene family member 7 (Rab7) to mediate the inhibition of autophagy maturation; on the other hand, Rubicon inhibits the ubiquitination of nuclear factor κB essential modulator (NEMO) and the dimerization of interferon regulatory factor 3 (IRF3), thereby blocking the signal transduction related to IFN production. Research has revealed that various viruses, such as Kaposi's sarcoma-associated herpesvirus (KSHV), hepatitis B virus (HBV), Sendai virus (SeV), and hepatitis C virus (HCV), achieve innate immune evasion by regulating the expression or function of Rubicon. Rubicon is expected to be a new target for antiviral therapy.
Humans
;
Autophagy/immunology*
;
Immunity, Innate
;
Interferons/immunology*
;
Immune Evasion
;
Animals
;
Virus Diseases/virology*
;
Signal Transduction
;
Viruses/immunology*
;
Intracellular Signaling Peptides and Proteins/immunology*
;
Autophagy-Related Proteins
3.Viewing Psychiatric Disorders Through Viruses: Simple Architecture, Burgeoning Implications.
Lingzhuo KONG ; Boqing ZHU ; Yifan ZHUANG ; Jianbo LAI ; Shaohua HU
Neuroscience Bulletin 2025;41(9):1669-1688
A growing interest in the comprehensive pathogenic mechanisms of psychiatric disorders from the perspective of the microbiome has been witnessed in recent decades; the intrinsic link between microbiota and brain function through the microbiota-gut-brain axis or other pathways has gradually been realized. However, little research has focused on viruses-entities characterized by smaller dimensions, simpler structures, greater diversity, and more intricate interactions with their surrounding milieu compared to bacteria. To date, alterations in several populations of bacteriophages and viruses have been documented in both mouse models and patients with psychiatric disorders, including schizophrenia, major depressive disorder, autism spectrum disorder, and Alzheimer's disease, accompanied by metabolic disruptions that may directly or indirectly impact brain function. In addition, eukaryotic virus infection-mediated brain dysfunction provides insights into the psychiatric pathology involving viruses. Efforts towards virus-based diagnostic and therapeutic approaches have primarily been documented. However, limitations due to the lack of large-scale cohort studies, reliability, clinical applicability, and the unclear role of viruses in microbiota interactions pose a challenge for future studies. Nevertheless, it is conceivable that investigations into viruses herald a new era in the field of precise psychiatry.
Humans
;
Mental Disorders/virology*
;
Animals
;
Brain/virology*
;
Gastrointestinal Microbiome/physiology*
;
Viruses
;
Virus Diseases/complications*
4.Partial knockout of NtPDK1a/1b/1c/1d enhances the disease resistance of Nicotiana tabacum.
Qianwei REN ; Hujiao LAN ; Tianyao LIU ; Huanting ZHAO ; Yating ZHAO ; Rui ZHANG ; Jianzhong LIU
Chinese Journal of Biotechnology 2025;41(2):670-679
The protein kinase A/protein kinase G/protein kinase C-family (AGC kinase family) of eukaryotes is involved in regulating numerous biological processes. The 3-phosphoinositide- dependent protein kinase 1 (PDK1), is a conserved serine/threonine kinase in eukaryotes. To understand the roles of PDK1 homologous genes in cell death and immunity in tetraploid Nicotiana tabacum, the previuosly generated transgenic CRISPR/Cas9 lines, in which 5-7 alleles of the 4 homologous PDK1 genes (NtPDK1a/1b/1c/1d homologs) simultaneously knocked out, were used in this study. Our results showed that the hypersensitive response (HR) triggered by transient overexpression of active Pto (PtoY207D) or soybean GmMEKK1 was significantly delayed, whereas the resistance to Pseudomonas syrangae pv. tomato DC3000 (Pst DC3000) and tobacco mosaic virus (TMV) was significantly elevated in these partial knockout lines. The elevated resistance to Pst DC3000 and TMV was correlated with the elevated activation of NtMPK6, NtMPK3, and NtMPK4. Taken together, our results indicated that NtPDK1s play a positive role in cell death but a positive role in disease resistance, likely through negative regulation of the MAPK signaling cascade.
Nicotiana/virology*
;
Disease Resistance/genetics*
;
Plant Diseases/immunology*
;
Plants, Genetically Modified/genetics*
;
Gene Knockout Techniques
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Plant Proteins/genetics*
;
CRISPR-Cas Systems
;
Protein Serine-Threonine Kinases/genetics*
;
3-Phosphoinositide-Dependent Protein Kinases/genetics*
;
Pyruvate Dehydrogenase Acetyl-Transferring Kinase
;
Tobacco Mosaic Virus/pathogenicity*
5.Research progress in active substances and their mechanisms of action against porcine epidemic diarrhea virus.
Yu LIU ; Sisi SU ; Ziqian WANG ; Jiahao WU ; Hongwei CHEN ; Hongzao YANG
Chinese Journal of Biotechnology 2025;41(7):2519-2533
Porcine epidemic diarrhea virus (PEDV) is an intestinal coronavirus that can cause porcine epidemic diarrhea, leading to diarrhea, vomiting, weight loss, and even death in piglets. Due to the diversity of PEDV strains, traditional vaccines are difficult to sustainably and effectively prevent and control PEDV. This article reviews the strategies and mechanisms of active substances in regulating intracellular signaling pathways, viral proteins, and microbial metabolites to enhance the host immune function against PEDV. It emphasizes the prevention of PEDV resistance and the potential harm of PEDV breaking through interspecies barriers to the human society, aiming to provide reliable theoretical support for the development of new antiviral drugs or vaccines.
Porcine epidemic diarrhea virus/immunology*
;
Animals
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Swine
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Swine Diseases/prevention & control*
;
Antiviral Agents/pharmacology*
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Coronavirus Infections/virology*
;
Viral Vaccines/immunology*
;
Humans
;
Signal Transduction
6.Research progress in application of field effect transistor biosensors in virus detection.
Li HE ; Zhongming LIU ; Huan YANG ; Yating LI ; Haiyan ZHANG
Chinese Journal of Biotechnology 2025;41(8):3021-3035
Viral infections are one of the main causes of deaths and economic losses around the globe, and effective virus detection methods are essential for epidemic prevention and control. Most existing detection methods have problems such as high false negative/positive rates, slow responses, high costs, and dependence on professional equipment and personnel, which are not conducive to the rapid and accurate detection of viruses. Field effect transistor (FET) biosensors have attracted widespread attention due to their advantages of label-free detection, high sensitivity, fast responses, real-time measurement, low power consumption, and small sizes for portability. This article first briefly describes the basic situation of viruses and the structure and detection principle of FET biosensors. Subsequently, it delves into the research achievements in the application of FET biosensors in the detection of influenza viruses, hepatitis viruses, human immunodeficiency virus, and severe acute respiratory syndrome coronavirus 2. Finally, we make a comprehensive summary and reasonable outlook on the role played by FET biosensors in biomedicine.
Biosensing Techniques/instrumentation*
;
Transistors, Electronic
;
Humans
;
SARS-CoV-2/isolation & purification*
;
Viruses/isolation & purification*
;
Orthomyxoviridae/isolation & purification*
;
Hepatitis Viruses/isolation & purification*
;
Virus Diseases/virology*
;
HIV/isolation & purification*
;
COVID-19/diagnosis*
7.Possible mechanisms underlying the association between human T-cell leukemia virus type 1 (HTLV-1) and hypertension in elderly Japanese population.
Yuji SHIMIZU ; Kazuhiko ARIMA ; Yuko NOGUCHI ; Shin-Ya KAWASHIRI ; Hirotomo YAMANASHI ; Mami TAMAI ; Yasuhiro NAGATA ; Takahiro MAEDA
Environmental Health and Preventive Medicine 2021;26(1):17-17
BACKGROUND:
Human T-cell leukemia virus type 1 (HTLV-1) activates inflammatory cascades by activating the NF-κB pathway. The minor allele of single nucleotide polymorphism (SNP) in breast cancer suppressor BRCA1-associated protein (BRAP), which has a common etiology with HTLV-1 infection, has been reported to be positively associated with carotid atherosclerosis, but inversely associated with hypertension. Therefore, HTLV-1 infection may be inversely associated with hypertension by activating endothelial maintenance, including atherosclerosis. To clarify these associations, a cross-sectional study was conducted using 2989 Japanese individuals aged 60-99 years participating in a general health check-up.
METHODS:
Logistic regression models were used to clarify the association between HTLV-1 and hypertension. Platelet levels stratified analyses were also performed since platelet production, which plays a crucial role in endothelium maintenance, can be stimulated by activating the NF-κB pathway.
RESULTS:
HTLV-1 infection was found to be significantly inversely associated with hypertension, particularly in subjects with high platelet levels (≥ second tertiles of platelet levels); the fully adjusted odds ratios (ORs) and 95% confidence intervals (CIs) were 0.75 (0.62, 0.92) for total and 0.64 (0.50, 0.82) for high platelet levels, respectively. Further analysis of the non-hypertensive subjects demonstrated that HTLV-1 infection was significantly positively associated with atherosclerosis in subjects with the highest tertile of platelet levels (2.11 [1.15, 3.86]) but not in subjects with low platelet levels (first and second tertiles of platelet level) (0.89 [0.57, 1.39]).
CONCLUSION
Asymptomatic HTLV-1 infection is inversely associated with hypertension, possibly by activating endothelial maintenance, including atherosclerosis progression.
Aged
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Aged, 80 and over
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Carotid Artery Diseases/virology*
;
Cross-Sectional Studies
;
Female
;
HTLV-I Infections/complications*
;
Human T-lymphotropic virus 1/physiology*
;
Humans
;
Hypertension/virology*
;
Japan/epidemiology*
;
Male
;
Middle Aged
8.Research progress on etiologic diagnosis of ocular viral diseases.
Runping DUAN ; Yesheng XU ; Libin ZHENG ; Yufeng YAO
Journal of Zhejiang University. Medical sciences 2020;49(5):644-650
A large number of viruses have been found to be associated with ocular diseases, including human adenovirus, human herpesvirus (HHV), human T lymphotropic virus type-1 (HTLV-1), and newly emerging severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). This group of diseases is prone to be misdiagnosed or missed diagnosis, resulting in serious tissue and visual damage. Etiological diagnosis is a powerful auxiliary mean to diagnose the ocular diseases associated with human adenovirus, herpes simplex virus 1 and varicella-zoster virus, and it provides the leading diagnosis evidence of infections with herpes simplex virus 2, Epstein-Barr virus, cytomegalovirus, HHV-6/7, HHV-8, HTLV-1 and SARS-CoV-2. Virus isolation, immunoassay and genetic diagnosis are usually used for etiologic diagnosis. For genetic diagnosis, the PCR technique is the most important approach because of its advantages of rapid detection, convenient operation, high sensitivity and high specificity.
COVID-19
;
Coronavirus Infections/virology*
;
DNA, Viral/genetics*
;
Eye Diseases/virology*
;
Humans
;
Pandemics
;
Pneumonia, Viral/virology*
;
Research/trends*
;
Virus Diseases/virology*
9.Gastrointestinal involvement of COVID-19 and potential faecal transmission of SARS-CoV-2.
Min SONG ; Zong-Lin LI ; Ye-Jiang ZHOU ; Gang TIAN ; Ting YE ; Zhang-Rui ZENG ; Jian DENG ; Hong WAN ; Qing LI ; Jin-Bo LIU
Journal of Zhejiang University. Science. B 2020;21(9):749-751
Coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), was found initially in Wuhan, China in early December 2019. The pandemic has spread to 216 countries and regions, infecting more than 23310 000 people and causing over 800 000 deaths globally by Aug. 24, 2020, according to World Health Organization (https://www.who.int/emergencies/diseases/ novel-coronavirus-2019). Fever, cough, and dyspnea are the three common symptoms of the condition, whereas the conventional transmission route for SARS-CoV-2 is through droplets entering the respiratory tract. To date, infection control measures for COVID-19 have been focusing on the involvement of the respiratory system. However, ignoring potential faecal transmission and the gastrointestinal involvement of SARS-CoV-2 may result in mistakes in attempts to control the pandemic.
Betacoronavirus/isolation & purification*
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COVID-19
;
China/epidemiology*
;
Coronavirus Infections/virology*
;
Environmental Microbiology
;
Feces/virology*
;
Gastrointestinal Diseases/virology*
;
Humans
;
Models, Biological
;
Pandemics
;
Pneumonia, Viral/virology*
;
RNA, Viral/genetics*
;
SARS-CoV-2
;
Virus Shedding
10.Pathogenicity of an FAdV-4 isolate to chickens and its genomic analysis.
Kai-Kun MO ; Chen-Fei LYU ; Shang-Shang CAO ; Xia LI ; Gang XING ; Yan YAN ; Xiao-Juan ZHENG ; Min LIAO ; Ji-Yong ZHOU
Journal of Zhejiang University. Science. B 2019;20(9):740-752
Fowl adenovirus serotype 4 (FAdV-4) strain SD1511 was isolated from chickens with severe inclusion body hepatitis and hydropericardium syndrome in Shandong Province, China. The isolate was cultured in primary chicken embryo kidney cells. A study of pathogenicity indicated that SD1511 readily infected 7-35-d-old chickens by intramuscular injection and intranasal and oral routes, causing 50%-100% mortality. The 35-d-old chickens suffered more severe infection than 7- and 21-d-old chickens with mortality highest in the intramuscular injection group. The serum from surviving chickens showed potent viral neutralizing capability. The complete genome of SD1511 was sequenced and analyzed. The strain was found to belong to the FAdV-4 cluster with more than 99% identity with the virulent FAdV-4 strains isolated in China in recent years except for some distinct variations, including deletions of open reading frame 27 (ORF27), ORF48, and part of ORF19. Our findings suggest that SD1511 might be used as a prototype strain for the study of pathogenesis and vaccine development.
Animals
;
Antibodies, Neutralizing
;
Aviadenovirus/pathogenicity*
;
Cell Line
;
Chick Embryo/virology*
;
Chickens/virology*
;
China
;
Gene Deletion
;
Genetic Variation
;
Genome
;
Genome, Viral
;
Genomics
;
Kidney/virology*
;
Liver/virology*
;
Open Reading Frames
;
Poultry Diseases/virology*
;
Serogroup
;
Viral Load
;
Virulence
;
Virus Diseases/virology*

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