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1.
J Allergy Clin Immunol ; 145(6): 1655-1663, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-31953105

RESUMO

BACKGROUND: Epigenetic signatures in the nasal epithelium, which is a primary interface with the environment and an accessible proxy for the bronchial epithelium, might provide insights into mechanisms of allergic disease. OBJECTIVE: We aimed to identify and interpret methylation signatures in nasal epithelial brushes associated with rhinitis and asthma. METHODS: Nasal epithelial brushes were obtained from 455 children at the 16-year follow-up of the Dutch Prevention and Incidence of Asthma and Mite Allergy birth cohort study. Epigenome-wide association studies were performed on children with asthma, rhinitis, and asthma and/or rhinitis (AsRh) by using logistic regression, and the top results were replicated in 2 independent cohorts of African American and Puerto Rican children. Significant CpG sites were related to environmental exposures (pets, active and passive smoking, and molds) during secondary school and were correlated with gene expression by RNA-sequencing (n = 244). RESULTS: The epigenome-wide association studies identified CpG sites significantly associated with rhinitis (n = 81) and AsRh (n = 75), but not with asthma. We significantly replicated 62 of 81 CpG sites with rhinitis and 60 of 75 with AsRh, as well as 1 CpG site with asthma. Methylation of cg03565274 was negatively associated with AsRh and positively associated with exposure to pets during secondary school. DNA methylation signals associated with AsRh were mainly driven by specific IgE-positive subjects. DNA methylation related to gene transcripts that were enriched for immune pathways and expressed in immune and epithelial cells. Nasal CpG sites performed well in predicting AsRh. CONCLUSIONS: We identified replicable DNA methylation profiles of asthma and rhinitis in nasal brushes. Exposure to pets may affect nasal epithelial methylation in relation to asthma and rhinitis.


Assuntos
Asma/genética , Metilação de DNA/genética , Mucosa Nasal/imunologia , Rinite/genética , Adolescente , Negro ou Afro-Americano/genética , Asma/imunologia , Criança , Estudos de Coortes , Ilhas de CpG/genética , Ilhas de CpG/imunologia , Metilação de DNA/imunologia , Epigênese Genética/genética , Epigênese Genética/imunologia , Epigenoma/genética , Epigenoma/imunologia , Epigenômica/métodos , Células Epiteliais/imunologia , Feminino , Estudo de Associação Genômica Ampla/métodos , Humanos , Imunoglobulina E/genética , Masculino , Mucosa Respiratória/imunologia , Rinite/imunologia
2.
Allergy ; 75(12): 3248-3260, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-32277847

RESUMO

BACKGROUND: Allergic diseases often occur in combination (multimorbidity). Human blood transcriptome studies have not addressed multimorbidity. Large-scale gene expression data were combined to retrieve biomarkers and signaling pathways to disentangle allergic multimorbidity phenotypes. METHODS: Integrated transcriptomic analysis was conducted in 1233 participants with a discovery phase using gene expression data (Human Transcriptome Array 2.0) from whole blood of 786 children from three European birth cohorts (MeDALL), and a replication phase using RNA Sequencing data from an independent cohort (EVA-PR, n = 447). Allergic diseases (asthma, atopic dermatitis, rhinitis) were considered as single disease or multimorbidity (at least two diseases), and compared with no disease. RESULTS: Fifty genes were differentially expressed in allergic diseases. Thirty-two were not previously described in allergy. Eight genes were consistently overexpressed in all types of multimorbidity for asthma, dermatitis, and rhinitis (CLC, EMR4P, IL5RA, FRRS1, HRH4, SLC29A1, SIGLEC8, IL1RL1). All genes were replicated the in EVA-PR cohort. RT-qPCR validated the overexpression of selected genes. In MeDALL, 27 genes were differentially expressed in rhinitis alone, but none was significant for asthma or dermatitis alone. The multimorbidity signature was enriched in eosinophil-associated immune response and signal transduction. Protein-protein interaction network analysis identified IL5/JAK/STAT and IL33/ST2/IRAK/TRAF as key signaling pathways in multimorbid diseases. Synergistic effect of multimorbidity on gene expression levels was found. CONCLUSION: A signature of eight genes identifies multimorbidity for asthma, rhinitis, and dermatitis. Our results have clinical and mechanistic implications, and suggest that multimorbidity should be considered differently than allergic diseases occurring alone.


Assuntos
Asma , Hipersensibilidade , Rinite Alérgica , Rinite , Adolescente , Asma/epidemiologia , Asma/genética , Criança , Humanos , Hipersensibilidade/epidemiologia , Hipersensibilidade/genética , Multimorbidade , Rinite/epidemiologia , Rinite/genética , Rinite Alérgica/epidemiologia , Rinite Alérgica/genética , Transcriptoma
3.
Am J Respir Cell Mol Biol ; 61(5): 643-652, 2019 11.
Artigo em Inglês | MEDLINE | ID: mdl-30995102

RESUMO

Ivacaftor is a drug that was recently approved by the U.S. Food and Drug Administration for the treatment of patients with cystic fibrosis (CF) and at least one copy of the G511D mutation in the CFTR (CF transmembrane conductance regulator) gene. The transcriptomic effect of ivacaftor in patients with CF remains unclear. Here, we sought to examine whether and how the transcriptome of patients is influenced by ivacaftor treatment, and to determine whether these data allow prediction of ivacaftor responsiveness. Our data originated from the G551D Observational Study (GOAL). We performed RNA sequencing (RNA-seq) on peripheral blood mononuclear cells (PBMCs) from 56 patients and compared the transcriptomic changes that occurred before and after ivacaftor treatment. We used consensus clustering to stratify patients into subgroups based on their clinical responses after treatment, and we determined differences between subgroups in baseline gene expression. A random forest model was built to predict ivacaftor responsiveness. We identified 239 genes (false discovery rate < 0.1) that were significantly influenced by ivacaftor in PBMCs. The functions of these genes relate to cell differentiation, microbial infection, inflammation, Toll-like receptor signaling, and metabolism. We classified patients into "good" and "moderate" responder groups based on their clinical response to ivacaftor. We identified a panel of signature genes and built a statistical model for predicting CFTR modulator responsiveness. Despite a limited sample size, adequate prediction performance was achieved with an accuracy of 0.92. In conclusion, for the first time, the present study demonstrates profound transcriptomic impacts of ivacaftor in PBMCs from patients with CF, and provides a pilot statistical model for predicting clinical responsiveness to ivacaftor before treatment.


Assuntos
Aminofenóis/farmacologia , Fibrose Cística/tratamento farmacológico , Depuração Mucociliar/efeitos dos fármacos , Quinolonas/farmacologia , Transcriptoma/efeitos dos fármacos , Fibrose Cística/metabolismo , Regulador de Condutância Transmembrana em Fibrose Cística/efeitos dos fármacos , Humanos , Leucócitos Mononucleares/efeitos dos fármacos , Leucócitos Mononucleares/metabolismo , Mutação/genética , Transcriptoma/genética
4.
Eur Respir J ; 54(2)2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-31221805

RESUMO

A comprehensive understanding of the changes in gene expression in cell types involved in idiopathic pulmonary fibrosis (IPF) will shed light on the mechanisms underlying the loss of alveolar epithelial cells and development of honeycomb cysts and fibroblastic foci. We sought to understand changes in IPF lung cell transcriptomes and gain insight into innate immune aspects of pathogenesis.We investigated IPF pathogenesis using single-cell RNA-sequencing of fresh lung explants, comparing human IPF fibrotic lower lobes reflecting late disease, upper lobes reflecting early disease and normal lungs.IPF lower lobes showed increased fibroblasts, and basal, ciliated, goblet and club cells, but decreased alveolar epithelial cells, and marked alterations in inflammatory cells. We found three discrete macrophage subpopulations in normal and fibrotic lungs, one expressing monocyte markers, one highly expressing FABP4 and INHBA (FABP4hi), and one highly expressing SPP1 and MERTK (SPP1hi). SPP1hi macrophages in fibrotic lower lobes showed highly upregulated SPP1 and MERTK expression. Low-level local proliferation of SPP1hi macrophages in normal lungs was strikingly increased in IPF lungs.Co-localisation and causal modelling supported the role for these highly proliferative SPP1hi macrophages in activation of IPF myofibroblasts in lung fibrosis. These data suggest that SPP1hi macrophages contribute importantly to lung fibrosis in IPF, and that therapeutic strategies targeting MERTK and macrophage proliferation may show promise for treatment of this disease.


Assuntos
Fibrose Pulmonar Idiopática/metabolismo , Macrófagos/metabolismo , Osteopontina/metabolismo , c-Mer Tirosina Quinase/metabolismo , Proliferação de Células , Células Epiteliais/metabolismo , Proteínas de Ligação a Ácido Graxo/metabolismo , Fibroblastos/metabolismo , Humanos , Fibrose Pulmonar Idiopática/genética , Sistema Imunitário , Imunidade Inata , Subunidades beta de Inibinas/metabolismo , Pulmão/metabolismo , Miofibroblastos/metabolismo , Análise de Sequência de RNA , Análise de Célula Única , Processos Estocásticos
5.
Eur Respir J ; 53(5)2019 05.
Artigo em Inglês | MEDLINE | ID: mdl-30923181

RESUMO

Early allergic sensitisation (atopy) is the first step in the development of allergic diseases such as atopic asthma later in life. Genes and pathways associated with atopy and atopic asthma in children and adolescents have not been well characterised.A transcriptome-wide association study (TWAS) of atopy and atopic asthma in white blood cells (WBCs) or whole blood was conducted in a cohort of 460 Puerto Ricans aged 9-20 years (EVA-PR study) and in a cohort of 250 Swedish adolescents (BAMSE study). Pathway enrichment and network analyses were conducted to further assess top findings, and classification models of atopy and atopic asthma were built using expression levels for the top differentially expressed genes (DEGs).In a meta-analysis of the study cohorts, both previously implicated genes (e.g. IL5RA and IL1RL1) and genes not previously reported in TWASs (novel) were significantly associated with atopy and/or atopic asthma. Top novel genes for atopy included SIGLEC8 (p=8.07×10-13), SLC29A1 (p=7.07×10-12) and SMPD3 (p=1.48×10-11). Expression quantitative trait locus analyses identified multiple asthma-relevant genotype-expression pairs, such as rs2255888/ALOX15 Pathway enrichment analysis uncovered 16 significantly enriched pathways at adjusted p<0.01, including those relevant to T-helper cell type 1 (Th1) and Th2 immune responses. Classification models built using the top DEGs and a few demographic/parental history variables accurately differentiated subjects with atopic asthma from nonatopic control subjects (area under the curve 0.84).We have identified genes and pathways for atopy and atopic asthma in children and adolescents, using transcriptome-wide data from WBCs and whole blood samples.


Assuntos
Asma/genética , Hipersensibilidade/genética , Leucócitos , Transcriptoma , Adolescente , Antígenos CD/genética , Antígenos de Diferenciação de Linfócitos B/genética , Araquidonato 15-Lipoxigenase/genética , Asma/etiologia , Estudos de Casos e Controles , Criança , Transportador Equilibrativo 1 de Nucleosídeo/genética , Feminino , Humanos , Hipersensibilidade/complicações , Imunoglobulina E/sangue , Imunoglobulina E/imunologia , Lectinas/genética , Modelos Logísticos , Masculino , Porto Rico , Esfingomielina Fosfodiesterase/genética , Adulto Jovem
10.
Cancer Lett ; 597: 217021, 2024 Aug 10.
Artigo em Inglês | MEDLINE | ID: mdl-38876388

RESUMO

The purpose of this study was to present the preliminary results of the PLATFORM Study, which aimed to evaluate the effectiveness of precision treatment for rare tumors in China. This study involved a phase II, open-label, non-randomized, multi-arm, single-center clinical trial. Patients with advanced rare solid tumors, who had not responded to standard treatment, were enrolled. The primary objective was to assess the safety and efficacy of targeted therapies in patients with actionable genetic alterations and immune checkpoint inhibitors in patients lacking actionable genetic alterations. Out of the 922 cases screened, 107 patients underwent mutation detection, with a final enrollment of 64 cases for the study. Among these, 26 cases received targeted therapy, and 38 cases underwent immunotherapy. The study encompassed over 40 types of rare tumors. The overall objective response rate (ORR) was 7.0%, with a disease control rate (DCR) of 70%. Targeted therapy showed a higher ORR of 17.8% and a DCR of 100%. The median progression-free survival (PFS) was 4 months overall, with targeted therapy showing a median PFS of 5 months and immunotherapy showing a median PFS of 3 months. In conclusion, from this preliminary analysis, targeted therapy within the precision medicine framework demonstrated promising therapeutic potential for rare tumors. However, monotherapy immunotherapy exhibited limited efficacy, highlighting the challenges in overcoming tumor-specific variations. These findings underscore the importance of further research and the exploration of combination therapies to improve outcomes for patients with rare tumors.


Assuntos
Terapia de Alvo Molecular , Neoplasias , Medicina de Precisão , Doenças Raras , Humanos , Feminino , Masculino , China/epidemiologia , Medicina de Precisão/métodos , Pessoa de Meia-Idade , Adulto , Neoplasias/terapia , Neoplasias/genética , Neoplasias/imunologia , Neoplasias/tratamento farmacológico , Idoso , Doenças Raras/genética , Doenças Raras/terapia , Adulto Jovem , Imunoterapia/métodos , Intervalo Livre de Progressão , Adolescente , Inibidores de Checkpoint Imunológico/uso terapêutico , Mutação
11.
Cancer Discov ; 14(1): 26-29, 2024 01 12.
Artigo em Inglês | MEDLINE | ID: mdl-38213295

RESUMO

SUMMARY: Pediatric solid tumors are distinct clinical entities that impose heavy socioeconomic burden and while their incidence has increased in recent years, treatment options are often limited, with only 27 drugs approved for pediatric solid tumors in the United States, and fewer still, 13, in China. The scale of the unmet medical need is immense and new efforts are urgently needed to develop efficient therapeutics and improve these children's lives.


Assuntos
Neoplasias , Criança , Humanos , Estados Unidos , Neoplasias/tratamento farmacológico , Neoplasias/epidemiologia , China/epidemiologia
12.
Cancer Lett ; 595: 216989, 2024 Jul 28.
Artigo em Inglês | MEDLINE | ID: mdl-38825162

RESUMO

Exosomes, a subset of extracellular vesicles, are released by all active cells and play a crucial role in intercellular communications. Exosomes could facilitate the transfer of various biologically active molecules, such as DNA, non-coding RNAs, and proteins, from donor to recipient cells, thereby participating in diverse biological and pathological processes. Besides, exosomes possess unique characteristics, including non-toxicity, low-immunogenicity, and stability within biological systems, rendering them highly advantageous for cancer drug development. Meanwhile, accumulating evidence suggests that exosomes originating from tumor cells and immune cells possess distinct composition profiles that play a direct role in anticancer immunotherapy. Of note, exosomes can transport their contents to specific cells, thereby exerting an impact on the phenotype and immune-regulatory functions of targeted cells. Therapeutic cancer vaccines, an emerging therapeutics of immunotherapy, could enhance antitumor immune responses by delivering a large number of tumor antigens, thereby augmenting the immune response against tumor cells. Therefore, the therapeutic rationale of cancer vaccines and exosome-based immunotherapy are almost similar to some extent, but some challenges have hindered their application in the clinical setting. Here, in this review, we first summarized the biogenesis, structure, compositions, and biological functions of exosomes. Then we described the roles of exosomes in cancer biology, particularly in tumor immunity. We also comprehensively reviewed current exosome-based anticancer vaccine development and we divided them into three types. Finally, we give some insights into clinical translation and clinical trial progress of exosome-based anticancer vaccines for future direction.


Assuntos
Vacinas Anticâncer , Exossomos , Imunoterapia , Neoplasias , Humanos , Exossomos/imunologia , Exossomos/metabolismo , Vacinas Anticâncer/imunologia , Vacinas Anticâncer/uso terapêutico , Neoplasias/imunologia , Neoplasias/terapia , Imunoterapia/métodos , Animais
13.
Acta Pharm Sin B ; 14(6): 2786-2789, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38828158

RESUMO

The current status of clinical trials utilizing nanoparticle drug delivery system (NDDS) for brain tumors was summarized.Image 1.

14.
Eur J Cancer ; 209: 114224, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39067370

RESUMO

T-cell receptor therapy (TCR-T) has demonstrated efficacy, durability, and safety advantages in certain solid tumors (such as human papillomavirus-related tumors, synovial sarcoma, and melanoma). This study aimed to provide careful considerations for developing TCR-T for solid tumors. Therefore, in this review, we have summarized the current clinical application, advantage of TCR-T modalities and explored efficacy/safety-related parameters, particularly avidity, pharmacokinetics/pharmacodynamics, and indications, for solid tumors. Furthermore, we have investigated critical factors related to avidity, including antigen selection, T-cell receptor acquisition, optimization, and co-receptor engagement. Moreover, we have re-examined the expression of tumor antigens for a potentially higher coverage rate of solid tumors based on the current RNA-seq datasets. Finally, we have discussed the current limitations and future directions of TCR-Ts.


Assuntos
Imunoterapia Adotiva , Neoplasias , Receptores de Antígenos de Linfócitos T , Humanos , Neoplasias/tratamento farmacológico , Neoplasias/imunologia , Receptores de Antígenos de Linfócitos T/imunologia , Receptores de Antígenos de Linfócitos T/uso terapêutico , Receptores de Antígenos de Linfócitos T/metabolismo , Imunoterapia Adotiva/métodos , Linfócitos T/imunologia
15.
Cancer Lett ; 552: 215969, 2023 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-36279982

RESUMO

Drug conjugates are conjugates comprising a tumor-homing carrier tethered to a cytotoxic agent via a linker that are designed to deliver an ultra-toxic payload directly to the target cancer cells. This strategy has been successfully used to increase the therapeutic efficacy of cytotoxic agents and reduce their toxic side effects. Drug conjugates are being developed worldwide, with the potential to revolutionize current cancer treatment strategies. Antibody-drug conjugates (ADCs) have developed rapidly, and 14 of them have received market approval since the first approval event by the Food and Drug Administration in 2000. However, there are some limitations in the use of antibodies as carriers. Other classes of drug conjugates are emerging, such as targeted drugs conjugated with peptides (peptide-drug conjugates, PDCs) and polymers (polymer-drug conjugates, PolyDCs) with the remaining constructs similar to those of ADCs. These novel drug conjugates are gaining attention because they overcome the limitations of ADCs. This review summarizes the current state and advancements in knowledge regarding the design, constructs, and clinical efficacy of different drug conjugates.


Assuntos
Antineoplásicos , Imunoconjugados , Neoplasias , Humanos , Preparações Farmacêuticas , Imunoconjugados/farmacologia , Imunoconjugados/uso terapêutico , Antineoplásicos/farmacologia , Antineoplásicos/uso terapêutico , Neoplasias/tratamento farmacológico , Sistemas de Liberação de Medicamentos
16.
Front Med ; 17(2): 220-230, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-37185946

RESUMO

Advances in novel drugs, therapies, and genetic techniques have revolutionized the diagnosis and treatment of cancers, substantially improving cancer patients' prognosis. Although rare tumors account for a non-negligible number, the practice of precision medicine and development of novel therapies are largely hampered by many obstacles. Their low incidence and drastic regional disparities result in the difficulty of informative evidence-based diagnosis and subtyping. Sample exhaustion due to difficulty in diagnosis also leads to a lack of recommended therapeutic strategies in clinical guidelines, insufficient biomarkers for prognosis/efficacy, and inability to identify potential novel therapies in clinical trials. Herein, by reviewing the epidemiological data of Chinese solid tumors and publications defining rare tumors in other areas, we proposed a definition of rare tumor in China, including 515 tumor types with incidences of less than 2.5/100 000 per year. We also summarized the current diagnosis process, treatment recommendations, and global developmental progress of targeted drugs and immunotherapy agents on the status quo. Lastly, we pinpointed the current recommendation chance for patients with rare tumors to be involved in a clinical trial by NCCN. With this informative report, we aimed to raise awareness on the importance of rare tumor investigations and guarantee a bright future for rare tumor patients.


Assuntos
Neoplasias , Humanos , Neoplasias/patologia , Biomarcadores , Prognóstico , Oceanos e Mares , China/epidemiologia
17.
Drug Discov Today ; 28(2): 103436, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36370993

RESUMO

Natural killer (NK) cell therapy is emerging as a cancer treatment. NK cells are innate cytotoxic lymphocytes that act as first-line responders to kill target cells without prior encounters. NK cells recognize cancer cells, virus-infected cells, and other types of stressed cell through a reservoir of germline-encoded receptors. NK cells are safe for allogeneic applications. Therefore, they are the ideal off-the-shelf cell, which overcome the low efficiency issue caused by the patient-by-patient nature of autologous cell therapy. Unlike T cells, NK cells cannot form a strong immune memory; therefore, they suffer from short in vivo persistence. However, different from T cells, NK cells have a reservoir of innate immune receptors targeting a variety of malignant cells. In addition, they can utilize antibody guidance in target recognition. With suitable engineering, NK cells can function as universal anticancer drugs that are not restricted to HLA and cancer types, which will benefit the large cohort of patients with rare cancer types and patients with no convenient drug targets for precision and personalized medicine. Here, we summarize and discuss the designs of current anticancer NK cell therapies.


Assuntos
Antineoplásicos , Neoplasias , Humanos , Células Matadoras Naturais , Neoplasias/tratamento farmacológico , Linfócitos T , Imunoterapia Adotiva , Antineoplásicos/farmacologia , Antineoplásicos/uso terapêutico , Antineoplásicos/metabolismo , Desenvolvimento de Medicamentos
18.
EMBO Mol Med ; 15(1): e16415, 2023 01 11.
Artigo em Inglês | MEDLINE | ID: mdl-36437781

RESUMO

Rare tumor has a huge unmet medical need without standard regimens, calling for novel therapeutic interventions. The National Cancer Center of China identified a threshold of incidence for rare tumor as 2.5/100,000, based on the characteristics of Chinese population. Molecular profiles for rare tumor patients in China further provided prospects for precise and individualized targeted treatment. An ongoing phase II clinical trial, the PLATFORM study, is the first trial tailored for rare solid tumors in China, featured by molecule-guided therapeutics. With the promulgation of supportive policies to encourage the development of innovative drugs for rare tumors in China, opportunities will be provided for these patients and the gap will be filled in the treatment of rare tumors.


Assuntos
Neoplasias , Humanos , China/epidemiologia , Neoplasias/tratamento farmacológico , Ensaios Clínicos Fase II como Assunto
19.
Lancet Reg Health West Pac ; 31: 100624, 2023 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36426285

RESUMO

Overall survival (OS) is considered the standard clinical endpoint to support effectiveness claims in new drug applications globally, particularly for lethal conditions such as cancer. However, the source and reliability of OS in the setting of clinical trials have seldom been doubted and discussed. This study first raised the common issue that data integrity and reliability are doubtful when we collect OS information or other time-to-event endpoints based solely on simple follow-up records by investigators without supporting material, especially since the 2019 COVID-19 pandemic. Then, two rounds of discussions with 30 Chinese experts were held and 12 potential source scenarios of three methods for obtaining the time of death of participants, including death certificate, death record and follow-up record, were sorted out and analysed. With a comprehensive assessment of the 12 scenarios by legitimacy, data reliability, data acquisition efficiency, difficulty of data acquisition, and coverage of participants, both short-term and long-term recommended sources, overall strategies and detailed measures for improving the integrity and reliability of death date are presented. In the short term, we suggest integrated sources such as public security systems made available to drug inspection centres appropriately as soon as possible to strengthen supervision. Death certificates provided by participants' family members and detailed standard follow-up records are recommended to investigators as the two channels of mutual compensation, and the acquisition of supporting materials is encouraged as long as it is not prohibited legally. Moreover, we expect that the sharing of electronic medical records and the legal disclosure of death records in established health registries can be realized with the joint efforts of the whole industry in the long-term. The above proposed solutions are mainly based on the context of China and can also provide reference for other countries in the world.

20.
Methods Mol Biol ; 2432: 73-84, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35505208

RESUMO

Methylation data, similar to other omics data, is susceptible to various technical issues that are potentially associated with unexplained or unrelated factors. Any difference in the measurement of DNA methylation, such as laboratory operation and sequencing platform, may lead to batch effects. With the accumulation of large-scale omics data, scientists are making joint efforts to generate and analyze omics data to answer various scientific questions. However, batch effects are inevitable in practice, and careful adjustment is needed. Multiple statistical methods for controlling bias and inflation between batches have been developed either by correcting based on known batch factors or by estimating directly from the output data. In this chapter, we will review and demonstrate several popular methods for batch effect correction and make practical recommendations in epigenome-wide association studies (EWAS).


Assuntos
Epigenoma , Estudo de Associação Genômica Ampla , Viés , Metilação de DNA , Estudo de Associação Genômica Ampla/métodos , Análise de Sequência
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