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Revolutionizing Crop Breeding:Next-Generation Artificial Intelligence and Big Data-Driven Intelligent Design 被引量:1
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作者 Ying Zhang Guanmin Huang +5 位作者 Yanxin Zhao Xianju Lu Yanru Wang Chuanyu Wang Xinyu Guo Chunjiang Zhao 《Engineering》 2025年第1期245-255,共11页
The security of the seed industry is crucial for ensuring national food security.Currently,developed countries in Europe and America,along with international seed industry giants,have entered the Breeding 4.0 era.This... The security of the seed industry is crucial for ensuring national food security.Currently,developed countries in Europe and America,along with international seed industry giants,have entered the Breeding 4.0 era.This era integrates biotechnology,artificial intelligence(AI),and big data information technology.In contrast,China is still in a transition period between stages 2.0 and 3.0,which primarily relies on conventional selection and molecular breeding.In the context of increasingly complex international situations,accurately identifying core issues in China's seed industry innovation and seizing the frontier of international seed technology are strategically important.These efforts are essential for ensuring food security and revitalizing the seed industry.This paper systematically analyzes the characteristics of crop breeding data from artificial selection to intelligent design breeding.It explores the applications and development trends of AI and big data in modern crop breeding from several key perspectives.These include highthroughput phenotype acquisition and analysis,multiomics big data database and management system construction,AI-based multiomics integrated analysis,and the development of intelligent breeding software tools based on biological big data and AI technology.Based on an in-depth analysis of the current status and challenges of China's seed industry technology development,we propose strategic goals and key tasks for China's new generation of AI and big data-driven intelligent design breeding.These suggestions aim to accelerate the development of an intelligent-driven crop breeding engineering system that features large-scale gene mining,efficient gene manipulation,engineered variety design,and systematized biobreeding.This study provides a theoretical basis and practical guidance for the development of China's seed industry technology. 展开更多
关键词 Crop breeding next-generation artificial intelligence Multiomics big data Intelligent design breeding
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Age-and gender-specific dynamics and next-generation reference intervals for pepsinogen in northern China
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作者 Miao-Miao Zhang Dong Zhu +1 位作者 Hai-Bin Zhao Xiu-Ying Zhao 《World Journal of Gastroenterology》 2025年第31期63-74,共12页
BACKGROUND Pepsinogen(PG)and the PG I/II ratio(PGR)are critical indicators for diagnosing Helicobacter pylori infection and chronic atrophic gastritis,and assessing gastric cancer risk.Existing reference intervals(RIs... BACKGROUND Pepsinogen(PG)and the PG I/II ratio(PGR)are critical indicators for diagnosing Helicobacter pylori infection and chronic atrophic gastritis,and assessing gastric cancer risk.Existing reference intervals(RIs)often overlook age,sex,and demographic variations.Partitioned RIs,while considering these factors,fail to capture the gradual age-related physiological changes.Next-generation RIs offer a solution to this limitation.AIM To investigate age-and sex-specific dynamics of PG and establish next-generation RIs for adults and the elderly in northern China.METHODS After screening,708 healthy individuals were included in this observational study.Serum PG was measured using chemiluminescence immunoassay.Age-and sex-related effects on PG were analyzed with a two-way analysis of variance.RI partitioning was determined by the standard deviation ratio(SDR).Traditional RIs were established using a non-parametric approach.Generalized Additive Models for Location,Scale,and Shape(GAMLSS)modeled age-related trends and continuous reference percentiles for PG I and PG II.Reference limit flagging rates for both RI types were compared.RESULTS PG I and PG II levels were influenced by age(P<0.001)and sex(P<0.001),while PGR remained stable.Age-specific RIs were required for PG I(SDR=0.366)and PG II(SDR=0.424).Partitioned RIs were established for PG I and PG II,with a single RI for PGR.GAMLSS modeling revealed distinct age-dependent trajectories:PG I increased from a median of 39.75μg/L at age 20 years to 49.75μg/L at age 60 years,a 25.16%increase,after which it plateaued through age 80 years.In contrast,PG II showed a continuous rise throughout the age range,with the median value increasing from 5.07μg/L at age 20 years to 8.36μg/L at age 80 years,corresponding to a 64.89%increase.Continuous reference percentiles intuitively reflected these trends and were detailed in this study.Next-generation RIs demonstrated superior accuracy compared to partitioned RIs when applied to specific age subgroups.CONCLUSION This study elucidates the age-and sex-specific dynamics of PG and,to our knowledge,is the first to establish next-generation RIs for PG,supporting more individualized interpretation in laboratory medicine. 展开更多
关键词 PEPSINOGEN Reference intervals next-generation reference intervals Age dynamics Gastric biomarkers Personalized medicine
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Combination of next-generation sequencing and traditional examinations for identifying Leuconostoc garlicum:A case report
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作者 Dan-Yang Zang Lu-Guang Li +2 位作者 Shu-Guang Yang Yuan-Yuan Wang Xue-Qing Yu 《World Journal of Clinical Cases》 2025年第24期36-42,共7页
BACKGROUND Leuconostoc garlicum is commonly found in fermented foods and very few infected patients have been reported,who typically present symptoms such as fever and fatigue.Conventional clinical examinations often ... BACKGROUND Leuconostoc garlicum is commonly found in fermented foods and very few infected patients have been reported,who typically present symptoms such as fever and fatigue.Conventional clinical examinations often struggle to identify this bacterium,and routine anti-infective treatments are generally ineffective.Both diagnostic challenges and therapeutic limitations pose significant difficulties for clinicians.CASE SUMMARY We report a patient ultimately diagnosed with Leuconostoc garlicum infection.The primary manifestations included persistent fever,cough and fatigue.These symptoms lasted for 2 months.He received anti-infective treatment at a community hospital,but this was ineffective.After inquiring about the patient's medical history and conducting a physical examination,the patient underwent laboratory tests.Complete blood count tests revealed that the patient had a high proportion of neutrophils,C-reactive protein level was 235.9 mg/L,erythrocyte sedimentation rate was 67 mm/h,respiratory pathogen testing was negative,and he was then thought to have an infectious disease.However,conventional anti-infective treatments were ineffective.After excluding infectious neurological diseases,urologic diseases and digestive problems,we ultimately focused our attention on the lungs.A lung computed tomography scan indicated pulmonary inflammation.Bronchoalveolar lavage fluid for next-generation sequencing suggested lung infection with Leuconostoc garlicum.The patient's symptoms gradually improved following treatment with piperacillin tazobactam and linezolid.During the follow-up period,the patient's temperature remained normal.CONCLUSION For patients with suspected bacterial infection and experiencing fever,conventional anti-infective treatment can be ineffective in controlling their symptoms,and an infection due to rare bacteria or drug-resistant bacteria should be considered.Next-generation sequencing enables rapid and precise identification of infection-related pathogens in febrile patients. 展开更多
关键词 Leuconostoc garlicum Fever of unknown origin next-generation sequencing INFECTION Case report
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Expanding Viral Diversity in Rice Fields by Next-Generation Sequencing
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作者 WANG Haoran CHEN Guoqing FENG Guozhong 《Rice science》 2025年第1期44-51,I0024-I0040,共25页
In rice fields,rice plants usually grow alongside wild weeds and are attacked by various invertebrate species.Viruses are abundant in plants and invertebrates,playing crucial ecological roles in controlling microbial ... In rice fields,rice plants usually grow alongside wild weeds and are attacked by various invertebrate species.Viruses are abundant in plants and invertebrates,playing crucial ecological roles in controlling microbial abundance and maintaining community structures.To date,only 16 rice viruses have been documented in rice-growing regions.These viruses pose serious threats to rice production and have traditionally been identified only from rice plants and insect vectors by isolation techniques.Advances in next-generation sequencing(NGS)have made it feasible to discover viruses on a global scale.Recently,numerous viruses have been identified in plants and invertebrates using NGS technologies.In this review,we discuss viral studies in rice plants,invertebrate species,and weeds in rice fields.Many novel viruses have been discovered in rice ecosystems through NGS technologies,with some also detected using metatranscriptomic and small RNA sequencing.These analyses greatly expand our understanding of viruses in rice fields and provide valuable insights for developing efficient strategies to manage insect pests and virus-mediated rice diseases. 展开更多
关键词 next-generation sequencing virus rice plant invertebrate species wild weed ECOSYSTEM viral transmission
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Studying,Analyzing,and Interpreting the Gut Microbiome of the Earthworm M.peguana(Rosa,1890)Using Next-Generation Sequencing
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作者 Rungroj Kraisittipanit Titiya Meechai +8 位作者 Arnat Tancho Patcharee Panraksa Phuriwat Khiewkamrop Narawadee Prathum Lalita Honghernsthit Tamkan Junyangdikul Dhanes Rangsrikajee Pairoj Junyangdikul Ranida Tuanudom 《Journal of Environmental & Earth Sciences》 2025年第7期185-197,共13页
This study investigates the diversity of gut microbiota in Metaphire peguana,an earthworm species commonly found in agricultural areas of Thailand.Earthworms play a critical role in soil ecosystems by supporting nutri... This study investigates the diversity of gut microbiota in Metaphire peguana,an earthworm species commonly found in agricultural areas of Thailand.Earthworms play a critical role in soil ecosystems by supporting nutrient cycling and breaking down organic matter.Understanding the microbial diversity in their gut is essential for exploring their ecological contributions.Using Next Generation Sequencing(NGS),we analyzed the mycobiome in the gut of M.peguana.Our findings revealed a high diversity of fungal species,primarily belonging to two major phyla:Ascomycota and Basidiomycota.Ascomycota was the most abundant phylum,comprising 40.1% of the total fungal species identified.A total of 33 distinct fungal species were identified,which underscores the richness of microbial life within the earthworm gut.This study successfully created the first genetic database of the microbial community in M.peguana,providing a foundation for future research in agricultural applications.The microbial species identified,particularly siderophoreproducing fungi,could have significant implications for improving soil fertility and promoting sustainable agricultural practices.The use of NGS technology has enabled comprehensive profiling of microbial communities,allowing for precise identification of fungi that may play essential roles in soil health.Furthermore,the study paves the way for future studies on the potential applications of earthworm gut microbiomes in biotechnology,especially in enhancing soil nutrient availability and plant growth.The findings of this research contribute to the broader understanding of the ecological roles of earthworms and their microbiomes in soil ecosystems. 展开更多
关键词 Gut Microbiome Metaphire peguana FUNGI EARTHWORM Interpreting the Gut Microbiome next-generation Sequencing
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Pathogen Detection in Spinal Infections:Next-Generation Sequencing Versus Conventional Microbiological Methods
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作者 Khan Akhtar Ali Ling-xiao He +4 位作者 Fang Gao Ze-an Xia Hui Huang Heng Zeng Wei-hua Hu 《Current Medical Science》 2025年第2期331-340,共10页
Objective and Background Early and accurate diagnosis of spinal infections,including spinal tuberculosis,is pivotal for effective treatment but remains challenging.This study aims to assess the diagnostic yield of met... Objective and Background Early and accurate diagnosis of spinal infections,including spinal tuberculosis,is pivotal for effective treatment but remains challenging.This study aims to assess the diagnostic yield of metagenomic next-generation sequencing(mNGS)compared with that of conventional microbiological tests(CMTs)in identifying pathogens associated with spinal pathologies,with a special focus on infections leading to surgical interventions.Methods We enrolled 85 patients who underwent spinal surgery,comprising 63 patients with clinically diagnosed spinal infections,including patients with spinal tuberculosis,and 22 patients with noninfectious spinal conditions.The procedures involved irrigation and debridement for persistent wound drainage,with subsequent DNA extraction from plasma and joint fluid for mNGS and CMT analysis.Results Significantly increased C-reactive protein(CRP)levels were observed in patients with infections.The mNGS approach showed greater diagnostic sensitivity(92.06%)for detecting pathogens,including Mycobacterium tuberculosis,than did CMTs(36.51%).Despite its low specificity,mNGS had considerable negative predictive value(70.59%),underscoring its utility in ruling out infections.Conclusions The mNGS offers superior sensitivity over CMTs in the diagnosis of a variety of spinal infections,notably spinal tuberculosis.This study highlights the potential of mNGS in enhancing the diagnosis of complex spinal infections,thereby informing targeted treatment strategies. 展开更多
关键词 Metagenomic next-generation sequencing Conventional microbiological tests Spinal infections-Sensitivity SPECIFICITY Predictive value D-DIMERS
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Molecular Identification of Echinococcus spp. and Other Taeniid Tapeworms Using Next-Generation Sequence Analysis of PCR Amplified 18s rRNA Gene
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作者 Rasmi Abu-Helu George Kokaly +3 位作者 Sajeda Nojoum Imad Matouk Murad Ibrahim Ibrahim Abbasi 《American Journal of Molecular Biology》 2025年第1期75-87,共13页
Cystic echinococcosis (CE) is a prevalent zoonotic disease caused by Echinococcus granulosus, with a cosmopolitan distribution. The parasite is transmitted cyclically between canines and numerous intermediate herbivor... Cystic echinococcosis (CE) is a prevalent zoonotic disease caused by Echinococcus granulosus, with a cosmopolitan distribution. The parasite is transmitted cyclically between canines and numerous intermediate herbivorous livestock animals. Also, other Taeniid tapeworms could infect domestic dogs and they pose significant veterinary and public health concerns worldwide. This study aimed to develop a sensitive molecular method for detecting Echinococcus spp. DNA in dog fecal samples using next-generation sequencing (NGS). A set of PCR primers targeting conserved regions of Taeniid tapeworms’ 18s rRNA genes was designed and tested for amplifying genomic DNA from various tapeworm species. The PCR system demonstrated high sensitivity, amplifying DNA from all tested tapeworm species, with differences observed in amplified band sizes. The primers were adapted for NGS analysis by adding forward and reverse adapters, enabling the sequencing of amplified DNA fragments. Application of the developed PCR system to dog fecal samples collected from Yatta town, Palestine, revealed the presence of E. granulosus DNA in five out of 50 samples. NGS analysis confirmed the specificity of the amplified DNA fragments, showing 98% - 99% similarity with the 18s rDNA gene of E. granulosus. This study demonstrates the utility of NGS-based molecular methods for accurate and sensitive detection of Echinococcus spp. in dog fecal samples, providing valuable insights for epidemiological surveillance and control programs of echinococcosis in endemic regions. 展开更多
关键词 Cystic Echinococcosis Taeniid Tapeworms next-generation Sequencing Molecular Detection Dog Fecal Samples
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Identification of genomic regions and candidate genes underlying carotenoid accumulation in soybean using next-generation sequencing based bulk segregant analysis
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作者 Berhane S.Gebregziabher Shengrui Zhang +2 位作者 Jing Li Bin Li Junming Sun 《Journal of Integrative Agriculture》 2025年第6期2063-2079,共17页
The improvement of soybean seed carotenoid contents is very important due to the beneficial role of carotenoids in human health and nutrition. However, the genetic architecture underlying soybean carotenoid biosynthes... The improvement of soybean seed carotenoid contents is very important due to the beneficial role of carotenoids in human health and nutrition. However, the genetic architecture underlying soybean carotenoid biosynthesis remains largely unknown. In the present study, we employed next generation sequencing-based bulked-segregant analysis to identify new genomic regions governing seed carotenoids in 1,551 natural soybean accessions. The genomic DNA samples of individual plants with extreme phenotypes were pooled to form two bulks with high(50 accessions) and low(50 accessions) carotenoid contents for Illumina sequencing. A total of 125.09 Gb of clean bases and 89.82% of Q30 were obtained, and the average alignment efficiency was 99.45% with an average coverage depth of 62.20× and 99.75% genome coverage. Based on the G prime statistic algorithm(G') method analysis, 16 candidate genomic loci with a total length 20.41 Mb were found to be related to the trait. Of these loci, the most significant regions displaying the highest elevated G' values were found in chromosome 06 at a position of 18.53–22.67 Mb, and chromosome 19 at genomic region intervals of 8.36–10.94, 12.06–13.79 and 18.45–20.26 Mb. These regions were then used to identify the key candidate genes. In these regions, 250 predicted genes were found and analyzed to obtain 90 significantly enriched(P<0.05) Gene Ontology(GO) terms. Based on ANNOVAR analysis, 50 genes with non-synonymous and stopgained mutations were preferentially selected as potential candidate genes. Of those 50 genes, following their gene annotation functions and high significant haplotype variations in various environments,five genes were identified as the most promising candidate genes regulating soybean seed carotenoid accumulation, and they should be investigated in further functional validation studies. Collectively, understanding the genetic basis of carotenoid pigments and identifying genes underpinning carotenoid accumulation via a bulked-segregant analysis-based sequencing(BSA-seq) approach provide new insights for exploring future molecular breeding efforts to produce soybean cultivars with high carotenoid content. 展开更多
关键词 soybean(Glycine max L.Merrill) CAROTENOID bulk segregant analysis next-generation sequencing candidategenes
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Research on Next-Generation Internet Architecture 被引量:7
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作者 吴建平 徐恪 《Journal of Computer Science & Technology》 SCIE EI CSCD 2006年第5期723-731,共9页
The primary problem during the evolvement of next-generation Internet is the contradiction between growing requirements for Internet and the insufficient development of network theory and technology. As the fundamenta... The primary problem during the evolvement of next-generation Internet is the contradiction between growing requirements for Internet and the insufficient development of network theory and technology. As the fundamental principles to guide the developing direction of Internet, the study of Internet architecture is always a focus in the research community. To address the core issue of network scalability, we propose multi-dimension scalable architecture of next-generation Internet, the main idea of which is to extend the single-dimension scalability of traditional Internet on interconnection to multi-dimension scalability of next-generation Internet. The multi-dimension scalability is composed of scale-scalability, performance-scalability, security-scalability, function-scalability, and service-scalability. We suggest five elements, namely, IPv6, authentic IPv6 addressing, scalable processing capacity of routers, end-to-end connectionless Quality-of-Service control, and 4over6 mechanism to realize the multi-dimension scalability. The current research results show that the multi-dimension scalable architecture composed of these five elements will bring great influence on next-generation Internet. 展开更多
关键词 next-generation internet multi-dimension scalability IPV6 authentic IPv6 addressing 4over6
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Diagnostic Value of Targeted Next-generation Sequencing in Pulmonary Mycobacterial Infections 被引量:2
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作者 Yu TAO Zi-wei ZHOU +1 位作者 Yi-fei DUAN Jian-miao WANG 《Current Medical Science》 SCIE CAS 2024年第5期947-953,共7页
Objective This study aimed to explore the diagnostic value of novel technique-targeted next-generation sequencing(tNGS)of bronchoalveolar lavage fluid(BALF)in pulmonary mycobacterial infections.Methods This retrospect... Objective This study aimed to explore the diagnostic value of novel technique-targeted next-generation sequencing(tNGS)of bronchoalveolar lavage fluid(BALF)in pulmonary mycobacterial infections.Methods This retrospective study was conducted on patients who underwent bronchoscopy and tNGS,smear microscopy,and mycobacterial culture of BALF.Patients with positive Mycobacterium tuberculosis(MTB)culture or GeneXpert results were classified into the tuberculosis case group.Those diagnosed with nontuberculous mycobacteria(NTM)-pulmonary disease(NTM-PD)composed the case group of NTM-PD patients.The control group comprised patients without tuberculosis or NTM-PD.Sensitivity,specificity,and receiver operating characteristic(ROC)curves were used to evaluate the diagnostic performance.Results For tuberculosis patients with positive mycobacterial culture results,the areas under the ROC curves(AUCs)for tNGS,GeneXpert,and smear microscopy were 0.975(95%CI:0.935,1.000),0.925(95%CI:0.859,0.991),and 0.675(95%CI:0.563,0.787),respectively.For tuberculosis patients with positive GeneXpert results,the AUCs of tNGS,culture,and smear microscopy were 0.970(95%CI:0.931,1.000),0.850(95%CI:0.770,0.930),and 0.680(95%CI:0.579,0.781),respectively.For NTM-PD,the AUCs of tNGS,culture,and smear-positive but GeneXpert-negative results were 0.987(95%CI:0.967,1.000),0.750(95%CI:0.622,0.878),and 0.615(95%CI:0.479,0.752),respectively.The sensitivity and specificity of tNGS in NTM-PD patients were 100%and 97.5%,respectively.Conclusion tNGS demonstrated superior diagnostic efficacy in mycobacterial infection,indicating its potential for clinical application. 展开更多
关键词 targeted next-generation sequencing Mycobacterium tuberculosis nontuberculous mycobacteria bronchoalveolar lavage fluid
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Clinical applications of metagenomics next-generation sequencing in infectious diseases 被引量:4
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作者 Ying LIU Yongjun MA 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2024年第6期471-484,共14页
Infectious diseases are a great threat to human health.Rapid and accurate detection of pathogens is important in the diagnosis and treatment of infectious diseases.Metagenomics next-generation sequencing(mNGS)is an un... Infectious diseases are a great threat to human health.Rapid and accurate detection of pathogens is important in the diagnosis and treatment of infectious diseases.Metagenomics next-generation sequencing(mNGS)is an unbiased and comprehensive approach for detecting all RNA and DNA in a sample.With the development of sequencing and bioinformatics technologies,mNGS is moving from research to clinical application,which opens a new avenue for pathogen detection.Numerous studies have revealed good potential for the clinical application of mNGS in infectious diseases,especially in difficult-to-detect,rare,and novel pathogens.However,there are several hurdles in the clinical application of mNGS,such as:(1)lack of universal workflow validation and quality assurance;(2)insensitivity to high-host background and low-biomass samples;and(3)lack of standardized instructions for mass data analysis and report interpretation.Therefore,a complete understanding of this new technology will help promote the clinical application of mNGS to infectious diseases.This review briefly introduces the history of next-generation sequencing,mainstream sequencing platforms,and mNGS workflow,and discusses the clinical applications of mNGS to infectious diseases and its advantages and disadvantages. 展开更多
关键词 Metagenomics next-generation sequencing(mNGS) Infectious disease Cerebrospinal fluid(CSF) Oxford Nanopore Technologies(ONT) MICROBIOME
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Impact of next-generation sequencing on antimicrobial treatment in immunocompromised adults with suspected infections
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作者 Jia Li Jiazhen Luo +3 位作者 Tao Hu Ling Cheng Weiwei Shang Li Yan 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2024年第2期105-110,共6页
BACKGROUND:Prompt pathogen identification can have a substantial impact on the optimization of antimicrobial treatment.The objective of the study was to assess the diagnostic value of next-generation sequencing(NGS)fo... BACKGROUND:Prompt pathogen identification can have a substantial impact on the optimization of antimicrobial treatment.The objective of the study was to assess the diagnostic value of next-generation sequencing(NGS)for identifying pathogen and its clinical impact on antimicrobial intervention in immunocompromised patients with suspected infections.METHODS:This was a retrospective study.Between January and August 2020,47 adult immunocompromised patients underwent NGS testing under the following clinical conditions:1)prolonged fever and negative conventional cultures;2)new-onset fever despite empiric antimicrobial treatment;and 3)afebrile with suspected infections on imaging.Clinical data,including conventional microbial test results and antimicrobial treatment before and after NGS,were collected.Data were analyzed according to documented changes in antimicrobial treatment(escalated,no change,or deescalated)after the NGS results.RESULTS:The median time from hospitalization to NGS sampling was 19 d.Clinically relevant pathogens were detected via NGS in 61.7% of patients(29/47),more than half of whom suffered from fungemia(n=17),resulting in an antimicrobial escalation in 53.2% of patients(25/47)and antimicrobial de-escalation in 0.2% of patients(1/47).Antimicrobial changes were mostly due to the identification of fastidious organisms such as Legionella,Pneumocystis jirovecii,and Candida.In the remaining three cases,NGS detected clinically relevant pathogens also detected by conventional cultures a few days later.The antimicrobial treatment was subsequently adjusted according to the susceptibility test results.Overall,NGS changed antimicrobial management in 55.3%(26/47)of patients,and conventional culture detected clinically relevant pathogens in 14.9% of the patients(7/47).CONCLUSION:With its rapid identification and high sensitivity,NGS could be a promising tool for identifying relevant pathogens and enabling rapid appropriate treatment in immunocompromised patients with suspected infections. 展开更多
关键词 Immunocompromised patients next-generation sequencing Antimicrobial management
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Bronchoalveolar lavage fluid metagenomic next-generation sequencing assay for identifying pathogens in lung cancer patients
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作者 JIYU WANG HUIXIA LI +2 位作者 DEYUAN ZHOU LIHONG BAI KEJING TANG 《BIOCELL》 SCIE 2024年第4期623-637,共15页
Background:For patients with lung cancer,timely identification of new lung lesions as infectious or non-infectious,and accurate identification of pathogens is very important in improving OS of patients.As a new auxiliar... Background:For patients with lung cancer,timely identification of new lung lesions as infectious or non-infectious,and accurate identification of pathogens is very important in improving OS of patients.As a new auxiliary examination,metagenomic next-generation sequencing(mNGS)is believed to be more accurate in diagnosing infectious diseases in patients without underlying diseases,compared with conventional microbial tests(CMTs).We designed this study tofind out whether mNGS has better performance in distinguishing infectious and non-infectious diseases in lung cancer patients using bronchoalveolar lavagefluid(BALF).Materials and Methods:This study was a real-world retrospective review based on electronic medical records of lung cancer patients with bronchoalveolar lavage(BAL)and BALF commercial mNGS testing as part of clinical care from 1 April 2019 through 30 April 2022 at The First Affiliated Hospital of Sun Yat-sen University.164 patients were included in this study.Patients were categorized into the pulmonary non-infectious disease(PNID)group(n=64)and the pulmonary infectious disease(PID)group(n=100)groups based onfinal diagnoses.Results:BALF mNGS increased the sensitivity rate by 60%compared to CMTs(81%vs.21%,p<0.05),whereas there was no significant difference in specificity(75%vs.98.4%,p>0.1).Among the patients with PID,bacteria were the most common cause of infection.Fungal infections occurred in 32%of patients,and Pneumocystis Yersini was most common.Patients with Tyrosine kinase inhibitors(TKIs)therapy possess longer overall survival(OS)than other anti-cancer agents,the difference between TKIs and immuno-checkpoint inhibitors(ICIs)was insignificant(median OS TKIs vs.ICIs vs.Anti-angiogenic vs.Chemo vs.Radiotherapy=76 vs.84 vs.61 vs.58 vs.60).Conclusions:our study indicates that BALF mNGS can add value by improving overall sensitivity in lung cancer patients with potential pulmonary infection,and was outstanding in identifying Pneumocystis infection.It could be able to help physicians adjust the follow-up treatment to avoid the abuse of antibiotics. 展开更多
关键词 Lung cancer Bronchoalveolar lavage fluid Metagenomic next-generation sequencing Infectious diseases
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Brain abscess from oral microbiota approached by metagenomic next-generation sequencing: A case report and review of literature
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作者 Xue-Min Zhu Chun-Xia Dong +2 位作者 Lei Xie Hao-Xin Liu Huai-Qiang Hu 《World Journal of Clinical Cases》 SCIE 2024年第3期616-622,共7页
BACKGROUND Brain abscess is a serious and potentially fatal disease caused primarily by microbial infection.Although progress has been made in the diagnosis and treatment of brain abscesses,the diagnostic timeliness o... BACKGROUND Brain abscess is a serious and potentially fatal disease caused primarily by microbial infection.Although progress has been made in the diagnosis and treatment of brain abscesses,the diagnostic timeliness of pathogens needs to be improved.CASE SUMMARY We report the case of a 54-year-old male with a brain abscess caused by oral bacteria.The patient recovered well after receiving a combination of metagenomic next-generation sequencing(mNGS)-assisted guided medication and surgery.CONCLUSION Therefore,mNGS may be widely applied to identify the pathogenic microor-ganisms of brain abscesses and guide precision medicine. 展开更多
关键词 Brain abscess Metagenomic next-generation sequencing PERIODONTITIS Oral bacteria Precision medicine Case report
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Metagenomic next-generation sequencing may assist diagnosis of osteomyelitis caused by Mycobacterium houstonense:A case report
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作者 Hong-Yin Lin Quan-Hui Tan 《World Journal of Orthopedics》 2024年第11期1095-1100,共6页
BACKGROUND Mycobacterium houstonense(M.houstonense)belongs to the nontuberculous mycobacterium group.Infection caused by M.houstonense is prone to recurrence.CASE SUMMARY We present a patient who was diagnosed with os... BACKGROUND Mycobacterium houstonense(M.houstonense)belongs to the nontuberculous mycobacterium group.Infection caused by M.houstonense is prone to recurrence.CASE SUMMARY We present a patient who was diagnosed with osteomyelitis caused by M.houstonense and treated with a combination of cefoxitin,and amikacin combined with linezolid.CONCLUSION The emergence of metagenomic next-generation sequencing(NGS)has brought new hope for the diagnosis and treatment of listeria meningitis.NGS can analyze a large number of nucleic acid sequences in a short time and quickly determine the pathogen species in the sample.Compared with traditional cerebrospinal fluid culture,NGS can greatly shorten the diagnosis time and provide strong support for the timely treatment of patients.Regarding treatment,NGS can also play an important role.Rapid and accurate diagnosis can enable patients to start targeted treatment as soon as possible and improve the treatment effect.At the same time,by monitoring the changes in pathogen resistance,the treatment plan can be adjusted in time to avoid treatment failure. 展开更多
关键词 Mycobacterium houstonense OSTEOMYELITIS DIAGNOSIS Treatment Metagenomic next-generation sequencing Case report
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Blockchain-as-a-Utility for Next-Generation Healthcare Internet of Things 被引量:2
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作者 Alaa Omran Almagrabi Rashid Ali +2 位作者 Daniyal Alghazzawi Abdullah AlBarakati Tahir Khurshaid 《Computers, Materials & Continua》 SCIE EI 2021年第7期359-376,共18页
The scope of the Internet of Things(IoT)applications varies from strategic applications,such as smart grids,smart transportation,smart security,and smart healthcare,to industrial applications such as smart manufacturi... The scope of the Internet of Things(IoT)applications varies from strategic applications,such as smart grids,smart transportation,smart security,and smart healthcare,to industrial applications such as smart manufacturing,smart logistics,smart banking,and smart insurance.In the advancement of the IoT,connected devices become smart and intelligent with the help of sensors and actuators.However,issues and challenges need to be addressed regarding the data reliability and protection for signicant nextgeneration IoT applications like smart healthcare.For these next-generation applications,there is a requirement for far-reaching privacy and security in the IoT.Recently,blockchain systems have emerged as a key technology that changes the way we exchange data.This emerging technology has revealed encouraging implementation scenarios,such as secured digital currencies.As a technical advancement,the blockchain network has the high possibility of transforming various industries,and the next-generation healthcare IoT(HIoT)can be one of those applications.There have been several studies on the integration of blockchain networks and IoT.However,blockchain-as-autility(BaaU)for privacy and security in HIoT systems requires a systematic framework.This paper reviews blockchain networks and proposes BaaU as one of the enablers.The proposed BaaU-based framework for trustworthiness in the next-generation HIoT systems is divided into two scenarios.The rst scenario suggests that a healthcare service provider integrates IoT sensors such as body sensors to receive and transmit information to a blockchain network on the IoT devices.The second proposed scenario recommends implementing smart contracts,such as Ethereum,to automate and control the trusted devices’subscription in the HIoT services. 展开更多
关键词 blockchain next-generation IoT privacy and security healthcare IoT complex healthcare applications
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The Internet of Things and Next-generation Public Health Information Systems 被引量:2
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作者 Robert Steele Andrew Clarke 《Communications and Network》 2013年第3期4-9,共6页
The Internet of things has particularly novel implications in the area of public health. This is due to (1) The rapid and widespread adoption of powerful contemporary Smartphone’s;(2) The increasing availability and ... The Internet of things has particularly novel implications in the area of public health. This is due to (1) The rapid and widespread adoption of powerful contemporary Smartphone’s;(2) The increasing availability and use of health and fitness sensors, wearable sensor patches, smart watches, wireless-enabled digital tattoos and ambient sensors;and (3) The nature of public health to implicitly involve connectivity with and the acquisition of data in relation to large numbers of individuals up to population scale. Of particular relevance in relation to the Internet of Things (IoT) and public health is the need for privacy and anonymity of users. It should be noted that IoT capabilities are not inconsistent with maintaining privacy, due to the focus of public health on aggregate data not individual data and broad public health interventions. In addition, public health information systems utilizing IoT capabilities can be constructed to specifically ensure privacy, security and anonymity, as has been developed and evaluated in this work. In this paper we describe the particular characteristics of the IoT that can play a role in enabling emerging public health capabilities;we describe a privacy-preserving IoT-based public health information system architecture;and provide a privacy evaluation. 展开更多
关键词 internet of THINGS Public HEALTH Population HEALTH Privacy ANONYMITY
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The Internet of Things under Federated Learning:A Review of the Latest Advances and Applications 被引量:1
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作者 Jinlong Wang Zhenyu Liu +2 位作者 Xingtao Yang Min Li Zhihan Lyu 《Computers, Materials & Continua》 SCIE EI 2025年第1期1-39,共39页
With the rapid development of artificial intelligence,the Internet of Things(IoT)can deploy various machine learning algorithms for network and application management.In the IoT environment,many sensors and devices ge... With the rapid development of artificial intelligence,the Internet of Things(IoT)can deploy various machine learning algorithms for network and application management.In the IoT environment,many sensors and devices generatemassive data,but data security and privacy protection have become a serious challenge.Federated learning(FL)can achieve many intelligent IoT applications by training models on local devices and allowing AI training on distributed IoT devices without data sharing.This review aims to deeply explore the combination of FL and the IoT,and analyze the application of federated learning in the IoT from the aspects of security and privacy protection.In this paper,we first describe the potential advantages of FL and the challenges faced by current IoT systems in the fields of network burden and privacy security.Next,we focus on exploring and analyzing the advantages of the combination of FL on the Internet,including privacy security,attack detection,efficient communication of the IoT,and enhanced learning quality.We also list various application scenarios of FL on the IoT.Finally,we propose several open research challenges and possible solutions. 展开更多
关键词 Federated learning internet of Things SENSORS machine learning privacy security
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Luteinizing hormone-releasing hormone receptor agonists and antagonists in prostate cancer:effects on long-term survival and combined therapy with next-generation hormonal agents
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作者 Jinge Zhao Junru Chen +2 位作者 Guangxi Sun Pengfei Shen Hao Zeng 《Cancer Biology & Medicine》 CSCD 2024年第11期1012-1032,共21页
Prostate cancer is a leading cause of cancer-related death in men worldwide.Luteinizing hormone-releasing hormone receptor(LHRH-R)agonists and antagonists are known to achieve castration-level testosterone suppression... Prostate cancer is a leading cause of cancer-related death in men worldwide.Luteinizing hormone-releasing hormone receptor(LHRH-R)agonists and antagonists are known to achieve castration-level testosterone suppression;however,long-term data comparing the survival benefits of these therapies are insufficient to inform treatment decisions.Furthermore,the advent of nextgeneration hormonal agents(NHAs),such as abiraterone and enzalutamide,have shifted the paradigm of managing prostate cancer.Although LHRH-R agonists and antagonists remain the cornerstone treatment across various stages of prostate cancer,they are increasingly administered with NHAs,because the combination treatment confers a survival advantage.Nevertheless,the differences in efficacy and safety profiles among various combinations of LHRH-R agonists and antagonists and NHAs remain unclear.Hence,this narrative review is aimed at providing a comprehensive overview of the long-term outcomes of various LHRH-R agonists and antagonists.Key data from major clinical studies are summarized,categorized by disease stage.LHRH-R agonists and antagonists,particularly goserelin,have demonstrated long-term survival benefits in patients with localized and locally advanced prostate cancer.The clinical outcomes of different LHRH-R agonists and antagonists in combination with NHAs have also been evaluated.Among the various combinations,goserelin plus abiraterone appears to have a manageable safety profile with relatively low rates of hot flushes and fatigue.Overall,long-term survival data and safety profiles should be considered in selecting optimal combination therapies for prostate cancer treatment. 展开更多
关键词 Luteinizing hormone-releasing hormone receptor agonists luteinizing hormone-releasing hormone receptor antagonists prostate cancer long-term survival next-generation hormonal agents
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Diagnosis of Acute Q Fever in an Elderly Patient Using Metagenomic Next-Generation Sequencing:A Case Report
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作者 Shasha Zang Sha Liu Lili Tan 《Journal of Clinical and Nursing Research》 2024年第9期36-39,共4页
Query fever(Q fever)is a globally spread zoonotic disease caused by Coxiella burnetii,commonly found in natural foci but rarely seen in Hebei Province.The clinical manifestations of Q fever are diverse and nonspecific... Query fever(Q fever)is a globally spread zoonotic disease caused by Coxiella burnetii,commonly found in natural foci but rarely seen in Hebei Province.The clinical manifestations of Q fever are diverse and nonspecific,which often leads to missed or incorrect diagnoses in clinical practice.This article reports a case of acute Q fever diagnosed in an elderly patient using metagenomic next-generation sequencing. 展开更多
关键词 Elderly patient Acute Q fever Metagenomic next-generation sequencing(mNGS)
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