Peihong Li’s research while affiliated with Xiangya Hospital of Central South University and other places

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Publications (13)


Appraising the Effects of Gut Microbiota on Insomnia Risk Through Genetic Causal Analysis
  • Article

January 2025

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3 Reads

American Journal of Medical Genetics Part B Neuropsychiatric Genetics

Peihong Li

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Song Wang

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Jiaxin Li

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[...]

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Luo Zhou

Background Insomnia is a common neurological disorder that exhibits connections with the gut microbiota; however, the exact causal relationship remains unclear. Methods We conducted a Mendelian randomization (MR) study to systematically evaluate the causal effects of genus‐level gut microbiota on insomnia risk in individuals of European ancestry. Summary‐level datasets on gut microbiota were sourced from the genome‐wide association study (GWAS) of MiBioGen, while datasets on insomnia were obtained from the GWAS of Neale Lab and FinnGen. The primary analytical approach used was the inverse‐variance weighted (IVW) method, supplemented by MR‐Egger, maximum likelihood, MR‐robust adjusted profile score, and weighted median. Sensitivity analyses were conducted to ensure robustness. ResultsThe microbial taxa Enterorhabdus , Family XIII AD3011 group , Paraprevotella , and Lachnospiraceae UCG004 were associated with an increased risk of insomnia, whereas Coprococcus1 , Coprobacter, Desulfovibrio, Flavonifractor, Olsenella, Odoribacter , and Oscillibacter were linked to a decreased risk. Regarding the insomnia phenotype characterized by trouble falling asleep, the microbial taxon Eisenbergiella was correlated with an increased risk, while Haemophilus and the Eubacterium brachy group were associated with a reduced risk. Furthermore, for the insomnia phenotype characterized by waking too early, the microbial taxa Family XIII UCG001 , Lachnospiraceae FCS020 group , and Olsenella were linked to an increased risk, whereas the Eubacterium brachy group and Victivallis were associated with a lower risk. The results remained robust across all sensitivity analyses. Conclusion Our MR study identified multiple genus‐level gut microbial taxa that may exhibit potential causal effects on insomnia from a genetic perspective. These findings provide evidence supporting the theory of the microbiota‐gut‐brain axis and offer new insights into potential prevention and therapeutic targets for insomnia.


The workflow of Mendelian randomization and genetic colocalization analysis Mendelian randomization and genetic colocalization analysis investigating the causal associations between genetically proxied IL-6R blockade and autoimmune diseases IVs, instrumental variables; LD, linkage disequilibrium; MR-PRESSO, Mendelian randomization pleiotropy residual sum and outlier; CRP, C-reactive protein; RA, rheumatoid arthritis; SLE, systemic lupus erythematosus; AS, ankylosing spondylitis; SS, Sjogren’s syndrome; MG, myasthenia gravis; MS, multiple sclerosis; GBS, Guillain-barre syndrome; CD, Crohn’s disease; UC, ulcerative colitis; T1D, type 1 diabetes; GD, Graves’ disease; DM, dermatopolymyositis; AGN, acute glomerulonephritis; CGN, chronic glomerulonephritis; ITP, idiopathic thrombocytopenic purpura; AP, allergic purpura
Forest plots showing the causal estimates of genetically proxied IL-6R blockade on rheumatic disorders (SLE, AS, SS), neurological disorders (MG, MS, GBS), respiratory disorder (asthma), digestive disorders (CD, UC) in MR analysis. The asterisk (*) indicates statistical significance. MR, Mendelian randomization; nSNPs, number of single nucleotide polymorphisms; IVW, inverse-variance weighted; SLE, systemic lupus erythematosus; AS, ankylosing spondylitis; SS, Sjogren’s syndrome; MG, myasthenia gravis; MS, multiple sclerosis; GBS, Guillain-barre syndrome; CD, Crohn’s disease; UC, ulcerative colitis
Forest plots showing the causal estimates of genetically proxied IL-6R blockade on endocrine disorders (T1D, GD), dermatological disorders (DM, psoriasis, eczema), urologic disorders (AGN, CGN), and hematological disorders (ITP, AP) in MR analysis. The asterisk (*) indicates statistical significance. MR, Mendelian randomization; nSNPs, number of single nucleotide polymorphisms; IVW, inverse-variance weighted; T1D, type 1 diabetes; GD, Graves’ disease; DM, dermatopolymyositis; AGN, acute glomerulonephritis; CGN, chronic glomerulonephritis; ITP, idiopathic thrombocytopenic purpura; AP, allergic purpura
Regional association plots for colocalization analysis of genetically predicted serum C-reactive protein level with asthma. The lead SNP rs531479718, a shared causal variant, is visually represented as a purple diamond (posterior probability H4 = 0.998). SNPs within ± 300 kb of the IL-6R gene region were included
Exploring the therapeutic potential of interleukin-6 receptor blockade in autoimmune diseases using drug target mendelian randomization
  • Article
  • Publisher preview available

November 2024

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4 Reads

Immunogenetics

The blockade of the interleukin 6 receptor (IL-6R) demonstrates significant potential in various autoimmune diseases (ADs); however, the underlying therapeutic efficacy associated with this approach remains elusive. We conducted a comprehensive Mendelian randomization (MR) analysis based on large-scale genome-wide association studies to investigate the causal relationships between genetically proxied IL-6R blockade weighted by serum C-reactive protein levels and eighteen common ADs. Rheumatoid arthritis, COVID-19 infection, and COVID-19 critical illness were utilized as positive controls. The inverse-variance weighted (IVW) method was utilized as the primary analytical tool, while genetic colocalization analysis was conducted to further substantiate the causalities. Genetically proxied IL-6R blockade exhibited causally protective effects on all positive control diseases. After Bonferroni correction to IVW estimates, genetically proxied IL-6R blockade may significantly increase the risk of asthma (OR=1.031, P=2.15×10⁻¹²) and eczema (OR=1.066, P=5.92×10⁻²²), while reducing the risk of ankylosing spondylitis (OR=0.341, P=1.39×10⁻⁵), Crohn's disease (OR=0.556, P=2.21×10⁻³), and type 1 diabetes (OR=0.410, P=1.78×10⁻⁷). Additionally, genetically proxied IL-6R blockade would suggestively reduce the risk of multiple sclerosis (OR=0.713, P=1.13×10⁻²). The results were robust under sensitivity analysis. For genetic colocalization analysis, we identified a shared causal variant rs531479718 linking serum C-reactive protein levels and asthma (posterior probability H4=0.998). Overall, our MR study demonstrated that genetically proxied IL-6R blockade may be causally associated with an increased risk of asthma and eczema, while concurrently diminishing the risk of ankylosing spondylitis, Crohn's disease, type 1 diabetes, and multiple sclerosis. These findings carry substantial implications for informing the therapeutic utilization of IL-6R blockade in the management of ADs.

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Study design overview. HMGCR, 3-hydroxy-3-methylglutaryl coenzyme A reductase; PCSK9, proprotein convertase subtilisin/kexin type 9; NPC1L1, Niemann-Pick C1-like 1; Chr, chromosome; LD, linkage disequilibrium; MAF, minor allele frequency; LDL-C, low-density lipoprotein cholesterol; GLGC, Global Lipids Genetics Consortium; MR-PRESSO, Mendelian randomization pleiotropy residual sum and outlier
Forest plots illustrate the causal estimates from the MR investigation employing LDL-C decrease as a proxy for lipid-lowering drug effects. The findings indicate that genetically proxied inhibitions of HMGCR, PCSK9, and NPC1L1 may not causally influence low hand grip strength based on LDL-C datasets from Sakaue et al. (a), as well as GLGC (b). Genetically proxied inhibition of HMGCR correlates with an increase in appendicular lean mass, while inhibition of PCSK9 associates with a decrease in appendicular lean mass, according to LDL-C datasets from Sakaue et al. (c), and GLGC (d). Additionally, genetically proxied inhibition of HMGCR is linked to decelerating walking pace based on LDL-C datasets from Sakaue et al. (e), and GLGC (f). Genetically proxied inhibition of NPC1L1 has no causal impact on sarcopenia-related traits. P-values in bold and red to indicate the results with statistical significance. MR, Mendelian randomization; OR, odds ratio; CI, confidence interval; IVW, inverse variance weighted; FE, fixed effects; MRE, multiplicative random effects; HMGCR, 3-hydroxy-3-methylglutaryl coenzyme A reductase; PCSK9, proprotein convertase subtilisin/kexin type 9; NPC1L1, Niemann-Pick C1-like 1; LDL-C, low-density lipoprotein cholesterol; GLGC, Global Lipids Genetics Consortium
Scatter plots depict the SNP effect of genetically proxied LDL-C decrease (x-axis) on the risk of sarcopenia related-traits (y-axis), which indicate that inhibition of HMGCR is related to an increase in appendicular lean mass using LDL-C datasets from Sakaue et al. (a) and GLGC (b). In contrast, inhibition of PCSK9 is significantly associated with a decrease in appendicular lean mass using LDL-C datasets from Sakaue et al. (c) and GLGC (d). Inhibition of HMGCR is associated with a decelerated walking pace using LDL-C datasets from Sakaue et al. (e) and GLGC (f). MR, Mendelian randomization; HMGCR, 3-hydroxy-3-methylglutaryl coenzyme A reductase; PCSK9, proprotein convertase subtilisin/kexin type 9; NPC1L1, Niemann-Pick C1-like 1; LDL-C, low-density lipoprotein cholesterol; GLGC, Global Lipids Genetics Consortium
A meta-analysis was conducted by merging the inverse-variance weighted causal estimates obtained from MR analysis using LDL-C datasets from Sakaue et al., as well as GLGC. The plots illustrate the combined estimates for inhibitions of HMGCR, PCSK9, and NPC1L on sarcopenia-related traits. Genetically proxied inhibitions of HMGCR, PCSK9, and NPC1L1 have no causal impact on risk of low hand grip strength (a). Genetically predicted inhibition of HMGCR is related to an increase in appendicular lean mass, while inhibition of PCSK9 is associated with a decrease in appendicular lean mass (b). Genetically proxied inhibition of HMGCR is also associated with a decelerated walking pace (c). P-values in bold and red to indicate the results with statistical significance. OR, odds ratio; CI, confidence interval; HMGCR, 3-hydroxy-3-methylglutaryl coenzyme A reductase; PCSK9, proprotein convertase subtilisin/kexin type 9; NPC1L1, Niemann-Pick C1-like 1; LDL-C, low-density lipoprotein cholesterol; GLGC; Global Lipids Genetics Consortium
Association of lipid-lowering drugs with risk of sarcopenia: a drug target mendelian randomization study and meta-analysis

July 2024

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29 Reads

Human Genomics

Background Lipid-lowering drugs are widely used among the elderly, with some studies suggesting links to muscle-related symptoms. However, the causality remains uncertain. Methods Using the Mendelian randomization (MR) approach, we assessed the causal effects of genetically proxied reduced low-density lipoprotein cholesterol (LDL-C) through inhibitions of hydroxy-methyl-glutaryl-CoA reductase (HMGCR), proprotein convertase subtilisin/kexin type 9 (PCSK9), and Niemann-Pick C1-like 1 (NPC1L1) on sarcopenia-related traits, including low hand grip strength, appendicular lean mass, and usual walking pace. A meta-analysis was conducted to combine the causal estimates from different consortiums. Results Using LDL-C pooled data predominantly from UK Biobank, genetically proxied inhibition of HMGCR was associated with higher appendicular lean mass (beta = 0.087, P = 7.56 × 10− 5) and slower walking pace (OR = 0.918, P = 6.06 × 10− 9). In contrast, inhibition of PCSK9 may reduce appendicular lean mass (beta = -0.050, P = 1.40 × 10− 3), while inhibition of NPC1L1 showed no causal impact on sarcopenia-related traits. These results were validated using LDL-C data from Global Lipids Genetics Consortium, indicating that HMGCR inhibition may increase appendicular lean mass (beta = 0.066, P = 2.17 × 10− 3) and decelerate walking pace (OR = 0.932, P = 1.43 × 10− 6), whereas PCSK9 inhibition could decrease appendicular lean mass (beta = -0.048, P = 1.69 × 10− 6). Meta-analysis further supported the robustness of these causal associations. Conclusions Genetically proxied HMGCR inhibition may increase muscle mass but compromise muscle function, PCSK9 inhibition could result in reduced muscle mass, while NPC1L1 inhibition is not associated with sarcopenia-related traits and this class of drugs may serve as viable alternatives to sarcopenia individuals or those at an elevated risk.


Causal effects of sedentary behaviours on the risk of migraine: A univariable and multivariable Mendelian randomization study

June 2024

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2 Reads

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2 Citations

European journal of pain (London, England)

Background: Migraine is a common and burdensome neurological disorder. The causal relationship between sedentary behaviours (SBs) and migraine remains instinct. We aimed to evaluate the roles of SBs including watching TV, using computer and driving in the risk of migraine. Methods: We conducted a univariable and multivariable Mendelian randomization (MR) study based on summary datasets of large genome-wide association studies. The inverse variance weighted method was utilized as the primary analytical tool. Cochran's Q, MR-Egger intercept test, MR pleiotropy residual sum and outlier and leave-one-out were conducted as sensitivity analysis. Additionally, we performed a meta-analysis to combine the causal estimates. Results: In the discovery analysis, we identified causal associations between time spent watching TV and an increased risk of migraine (p = 0.015) and migraine without aura (MO) (p = 0.002). Such causalities with increasing risk of migraine (p = 0.005), and MO (p = 0.006) were further verified using summary datasets from another study in the replication analysis. There was no significant causal association found between time spent using computer, driving and migraine or its two subtypes. The meta-analysis and multivariable MR analysis also strongly supported the causal relationships between time spent watching TV and an increased risk of migraine (p = 0.0003 and p = 0.034), as well as MO (p < 0.0001 and p = 0.0004), respectively. These findings were robust under all sensitivity analysis. Conclusions: Our study suggested that time spent watching TV may be causally associated with an increased risk of migraine, particularly MO. Large-scale and well-designed cohort studies may be warranted for further validation. Significance statement: This study represents the first attempt to investigate whether a causal relationship exists between SBs and migraine. Utilizing MR analysis helps mitigate reverse causation bias and confounding factors commonly encountered in observational cohorts, thereby enhancing the robustness of derived causal associations. Our MR analysis revealed that time spent watching TV may serve as a potential risk factor for migraine, particularly MO.


Study design overview. SNPs, single‐nucleotide polymorphisms; LD, linkage disequilibrium; MPA, moderate physical activities; VPA, vigorous physical activities; OAA, overall acceleration average; METs, metabolic equivalents; MR‐PRESSO, Mendelian randomization pleiotropy residual sum and outlier; MR, Mendelian randomization.
Forest plot for the causal effect of physical activities on the risk of all epilepsy, focal and generalized epilepsy (with or without each other). nSNPs, number of single‐nucleotide polymorphisms; OR, odds ratio; CI, confidence interval; MPA, moderate physical activities; VPA, vigorous physical activities; OAA, overall acceleration average.
Forest plot for the causal effect of physical activities on the risk of focal epilepsy‐strict definition and generalized epilepsy‐strict definition (without overlap). nSNPs, number of single‐nucleotide polymorphisms; OR, odds ratio; CI, confidence interval; MPA, moderate physical activities; VPA, vigorous physical activities; OAA, overall acceleration average.
Scatter plots for the significant causal effects of overall acceleration average calculated through wrist‐worn accelerometers on the risk of (A) focal epilepsy and (B) focal epilepsy‐strict definition. SNP, single‐nucleotide polymorphism; OAA, overall acceleration average; FE, focal epilepsy; FE‐ST, focal epilepsy‐strict definition; MR, Mendelian randomization.
Leave‐one‐out analysis yielded no SNP outlier for causal effects of overall acceleration average calculated through wrist‐worn accelerometers on (A) focal epilepsy and (B) focal epilepsy‐strict definition. SNP, single‐nucleotide polymorphism; OAA, overall acceleration average; FE, focal epilepsy; FE‐ST, focal epilepsy‐strict definition.
Genetic causal association between physical activities and epilepsy: A Mendelian randomization study

March 2024

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24 Reads

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1 Citation

Background Despite numerous investigations into the relationship between physical activities (PA) and epilepsy, the causal effects remain contentious. Thus, we conducted a two‐sample Mendelian randomization (MR) study to assess the potential causality. Methods Single‐nucleotide polymorphisms (SNPs) predisposed to self‐reported moderate and vigorous physical activities (MPA and VPA) and overall acceleration average (OAA) calculated through wrist‐worn accelerometers were selected as exposure instrumental variables. Five subtypes of epilepsy, including all epilepsy, focal epilepsy and generalized epilepsy (with or without each other), focal epilepsy‐strict definition and generalized epilepsy‐strict definition (without overlap), were chosen as the outcomes. The MR study utilized the inverse‐variance weighted (IVW) method as the primary analytical tool, supplemented by MR‐Egger, simple mode, weighted mode, and weighted median methods. Cochran's Q and MR‐Egger intercept tests were employed to assess heterogeneity and pleiotropy, while MR pleiotropy residual sum and outlier and leave‐one‐out analyses were conducted to identify potential SNP outliers. Results The study indicated that OAA was genetically linked to a decreased risk of both focal epilepsy (OR = 0.812, 95% CI: 0.687–0.960, p = .015, IVW) and focal epilepsy‐strict definition (OR = 0.732, 95% CI: 0.596–0.900, p = .003, IVW; OR = 0.749, 95% CI: 0.573−0.979, p = .035, Weighted median). Genetically predicted MPA and VPA did not exhibit a causal association with all epilepsy or its subtypes (p>.05). No evidence of heterogeneity, pleiotropy, or SNP outlier was observed. Conclusions Our findings suggested that PA with accelerometer monitoring may potentially reduce the risk of focal epilepsy, while there is no evidence supporting causal association between self‐reported MPA or VPA and either focal or generalized epilepsy.


Rhizopus microsporus and Mucor racemosus coinfection following COVID-19 detected by metagenomics next-generation sequencing: A case of disseminated mucormycosis

February 2024

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15 Reads

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1 Citation

Heliyon

Mucormycosis is an invasive opportunistic fungal infection, which may be lethal and mostly affects patients with immunodeficiency or diabetes mellitus. Among Mucorales fungi, Rhizopus spp. is the most common cause of mucormycosis, followed by genera such as Mucor and Lichtheimia. Here we report a patient with severe COVID-19 infection who developed nasal pain, facial swelling, prominent black eschar on the nasal root. CT scan revealed pansinusitis along the maxillary, ethmoidal, and sphenoid sinuses. Mixed mold infection with Rhizopus microsporus and Mucor racemosus was detected by blood metagenomics next-generation sequencing (mNGS) and later nasal mucosa histological investigation confirmed mucormycosis. Severe COVID-19 infection led to the patient's thrombocytopenia and leukopenia. Later disseminated mucormycosis aggravated the infection and sepsis eventually resulted in death. It is the first case report of mucormycosis in which R. microsporus and M. racemosus as the etiologic agents were found simultaneously in one patient. COVID-19 infection combined with disseminated mucormycosisis can be fatal and mNGS is a fast, sensitive and accurate diagnostic method for fungi detection.


Identification of bidirectional causal links between gut microbiota and narcolepsy type 1 using Mendelian randomization

January 2024

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22 Reads

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10 Citations

Sleep

Study Objectives Narcolepsy type 1 (NT1), characterized by cataplexy and orexin deficiency, is a rare and frequently debilitating neurological disorder. It has been noted to have connections with the gut microbiota, yet the exact causal relationships remain unclear. Methods We conducted a comprehensive bidirectional Mendelian randomization (MR) study to rigorously investigate the causal links between the gut microbiota and NT1, utilizing genetic datasets from the MiBioGen consortium and FinnGen consortium, respectively. The inverse-variance weighted (IVW) method was employed to obtain the primary MR estimates, supplemented by several alternative methods as well as sensitivity analyses including Cochran's Q, MR-Egger, MR pleiotropy residual sum and outlier, leave-one-out, and genetic colocalization. Results Our findings indicated that an increased relative abundance of five genera including Blautia (P=4.47E-5), Collinsella (P=0.036), Gordonibacter (P=0.047), Hungatella (P=0.015), and Lachnospiraceae UCG010 (P=0.027) may be associated with a decreased risk of NT1. Conversely, an increased relative abundance of class Betaproteobacteria (P=0.032), genus Alloprevotella (P=0.009) and genus Ruminiclostridium6 (P=0.029) may potentially heighten the risk of NT1. The onset of NT1 may lead to a decrease in the relative abundance of genus Eubacterium eligens group (P=0.022), while a increase in the family Family XI (P=0.009), genus Hungatella (P=0.005), genus Prevotella (P=0.013), and unknown genus id.2001 (P=0.019). These findings remained robust under all sensitivity analyses. Conclusions Our results offer robust evidence for the bidirectional causal links between particular gut microbial taxa and NT1, underscoring the significance of the microbiota-gut-brain axis in the pathological process of NT1.


Evidence for genetic causal relationships between gut microbiome, metabolites, and myasthenia gravis: a bidirectional Mendelian randomization study

December 2023

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14 Reads

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3 Citations

Background Myasthenia gravis (MG) is an autoimmune disease observed to have connections with gut microbiome. We aimed to systematically assess the causal relationships between gut microbiome, gut microbiome-derived metabolites, and MG using Mendelian randomization (MR) approach. Methods Summary-level genetic datasets from large-scale genome-wide association studies regarding 196 gut microbial taxa from the MiBioGen consortium (n=18,340), 72 derived metabolites from the TwinsUK and KORA studies (n=7,824), and antiacetylcholine receptor (AChR) antibody-positive MG (case=1,873, control=36,370) were employed for MR causal estimates. The inverse-variance weighted (IVW) method was utilized as the main analysis with MR-Egger, maximum likelihood, simple mode, and weighted median as complements. The tests of Cochran’s Q, MR-Egger intercept, Steiger, MR-PRESSO and leave-one-out were implemented for sensitivity analyses. Results The forward MR estimates of IVW revealed significant causal associations of the abundance of phylum Actinobacteria, class Gammaproteobacteria, family Defluviitaleac, family Family XIII, and family Peptococcaceae with a reduced risk of MG. Conversely, the abundance of phylum Lentisphaerae, order Mollicutes RF9, order Victivallales, and genus Faecalibacterium was causally associated with an increased risk of MG. The reversed MR analysis proved negative causal correlations between the MG and the abundance of family Peptostreptococcaceae, genus Romboutsia, and genus Subdoligranulum. Regarding the derived metabolites, the IVW estimates revealed that elevated levels of beta-hydroxyisovalerate and methionine were causally associated with a decreased risk of MG, while increased levels of choline and kynurenine were linked to an increased risk of MG. Furthermore, genetically predicted MG was associated with a decreased level of cholesterol. The results obtained from complementary MR methods were similar. These findings remained robust in all sensitivity analyses. Conclusion Our MR findings support the causal effects of specific gut microbiome taxa and derived metabolites on AChR antibody-positive MG, and vice versa, yielding novel insights into prevention and therapy targets of MG. Future studies may be warranted for validation and pursuing the precise mechanisms.



Citations (4)


... The current study represents the first application of MR to infer causal relationships between gastrointestinal microbiota and complex phenotypes in sheep. Human microbiome studies have suggested that a P value threshold below 1E-06 is more suitable for MR analysis [35][36][37] , providing robust support for our choice of critical value. As illustrated in Supplementary Table sets, we experimented with various thresholds for IVs selection. ...

Reference:

Rumen microbiome and fat deposition in sheep: insights from a bidirectional mendelian randomization study
Causal effects of sedentary behaviours on the risk of migraine: A univariable and multivariable Mendelian randomization study
  • Citing Article
  • June 2024

European journal of pain (London, England)

... To evaluate the causal impact of immune cells and plasma metabolites on HF, we implemented several MR techniques, encompassing the inverse variance weighted (IVW), MR-Egger regression, weighted median, weighted mode, and simple mode methods. The IVW method is widely acknowledged for its robustness in MR studies for estimating the causal effects of exposure factors on outcomes (23). Consequently, IVW served as the primary analytical tool in our research. ...

Evidence for genetic causal relationships between gut microbiome, metabolites, and myasthenia gravis: a bidirectional Mendelian randomization study

... Lachnoclostridium is also considered beneficial for acetic acid production (27). Hungatella was reported to be associated with a decreased risk of narcolepsy type 1 (28). It has been postulated that it may have other beneficial effects. ...

Identification of bidirectional causal links between gut microbiota and narcolepsy type 1 using Mendelian randomization
  • Citing Article
  • January 2024

Sleep

... In the analyzed literature, cases of complications have been found in the peripheral nervous system, especially Guillen Barre Syndrome, subacute axonal sensorimotor polyneuropathy, brachial plexopathy, chronic inflammatory demyelinating polyneuropathy (CIDP) [6][7][8][9] ...

Case Report: Anti-NF186+ CIDP After Receiving the Inactivated Vaccine for Coronavirus Disease (COVID-19)