Research Paper Volume 13, Issue 18 pp 22571—22587
Helicobacter pylori infection and risk for developing dementia: an evidence-based meta-analysis of case-control and cohort studies
- 1 Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- 2 Beijing University of Traditional Chinese Medicine, Beijing, China
- 3 Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, China
Received: May 2, 2021 Accepted: August 23, 2021 Published: September 24, 2021
https://doi.org/10.18632/aging.203571How to Cite
Copyright: © 2021 Liu et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Abstract
Background: Infection with multiple pathogens may play a key role in the pathogenesis of dementia. Whether Helicobacter pylori (H. pylori) infection is associated causally with dementia is controversial.
Objective: We conduct a meta-analysis of case-control and cohort studies on the association between H. pylori infection and the risk for all-cause and Alzheimer’s disease (AD) dementia.
Methods: Two independent reviewers searched the PubMed, Cochrane Library, and Embase databases with English language restrictions from the date of conception to September 18, 2020. The primary analysis was as follows: the exposure variable was H. pylori infection, and the outcome was incident all-cause and AD dementia. Pooled odds ratios (OR), relative risk (RR), and corresponding 95% confidence intervals (CI) were obtained using the fixed-or random-effect model. Forest plots were generated to summarize the results.
Results: Ten studies involving 96,561 participants were included in the meta-analysis: 5 case-control studies and 5 cohort studies. The overall pooled cohort studies showed a significant positive association between H. pylori infection and all-cause dementia with pooled RR of 1.36 (95% CI, 1.11-1.67). There was no association between H. pylori infection and risk for developing AD: RR of 1.33 (95% CI, 0.86-2.05) in cohort studies, and OR of 1.72 (95% CI, 0.97-3.04) in case-control studies. Significant heterogeneity was showed in each comparison group.
Conclusion: This meta-analysis supports a positive association between H. pylori infection and the risk of all-cause dementia, but not AD dementia. Due to the interference of confounding factors, randomized controlled trials are needed to prove their causality.
Introduction
Dementia is a serious social and medical problem that affects the health of people older than 65 years worldwide. The most common types of dementia were Alzheimer’s disease (AD) and vascular dementia, accounting for 60%-70% and 30%, respectively. Currently, there are more than 50 million people with dementia worldwide, and this number will increase to 152 million by 2050 [1]. The 2019 Alzheimer’s disease facts and figures in the United States showed that between 2000 and 2017, deaths resulting from stroke, heart disease, and prostate cancer decreased, whereas reported deaths from AD increased 145% [1]. Such a situation is not optimistic in Asia. Recent data show that the number of dementia in China accounts for approximately 25% of the total number of dementia in the world [2].
The identified risk factors for dementia include sociodemographic structure (age, gender, low education level) and family history. In addition, infections, diabetes, hypertension, and stroke can also contribute to the occurrence of dementia [3]. Emerging data have demonstrated that infection with several important pathogens may be a hazard factor for cognitive impairment, dementia, and AD in particular [4]. Among them, Helicobacter pylori (H. pylori) is the most interesting for researchers [5, 6]. H. pylori, the only microbial species currently known to survive in the human stomach, was successfully isolated from the gastric mucosa of patients with chronic active gastritis for the first time in 1984 [7]. Infection occurs mainly in childhood and generally survives in the body. However, most people are asymptomatic during infection [8]. Chronic H. pylori infection is a direct inducement of chronic gastritis, peptic ulcers, and gastric cancer. Interestingly, H. pylori has also been identified as a risk factor for non-gastrointestinal diseases, such as neurodegenerative diseases, including all-cause and AD dementia [9–11].
Previous evidence suggests H. pylori infection as a driver of cognitive decline. The potential link between H. pylori infection and dementia have been investigated by several population-based case-control and cohort studies, but the results were inconsistent. Although a previous meta-analysis that combined several observational studies have reported a statistically significant association between H. pylori infection and all-cause dementia, the evidence was limited to inappropriate statistical methods [12]. And one of the studies even included patients with mild cognitive impairment rather than the dementia, leading to unconvincing evidence. Therefore, the purpose of this study was to conduct a systematic review and meta-analysis of case-control and cohort studies to understand the association between H. pylori infection and the risk of developing all-cause and AD dementia.
Results
Literature search
A total of 269 records were identified from all databases. After excluding 30 duplicate analysis, 239 records were filtered by reading the title and abstract. A total of 189 items were excluded due to irrelevant topics. We screened the full text of the remaining 50 studies and identified 10 studies that met the inclusion criteria of the meta-analysis, including 5 case-control studies and 5 cohort studies. The detailed PRISMA flowchart describing the literature search process is presented in Figure 1.
Study characteristics and quality
The ten studies, published between 2003 and 2018, varied in design, study population, sample size, outcome variables, and methods used to determine H. pylori infection. With respect to the countries that conducted these studies, one of them was conducted in the United States [13], six in Europe [14–19], two in China [20, 21], and one in Japan [22]. The sample sizes of the studies ranged from 61 to 83965. Of five case-control studies, four studies used nondementia control groups [16, 19, 20, 22], and one study used an iron deficiency anemic control group [18]. Nine studies reported AD [13–16, 18–22], whereas 6 reported all-cause dementia [13–17, 21]. The follow-up time for the cohort study ranged from 3 to 20 years. The average age of the study samples in each group was between 59.3 and 78.5 years old. The identification of H. pylori infection involved serum IgG antibodies, rapid urine tests, and gastric mucosal histology. Six studies detected IgG antibodies in the serum [13–15, 17, 19, 20], and one study measured histology together with serum IgG antibodies [16]. One study was based on codes in the International Classification of Diseases 9th edition from national registries [21], one used histology [18] and one used rapid urine test [22]. Two of ten studies did not adjust for confounding factors [14, 16]. In the Newcastle-Ottawa scale assessment, all studies received a high score of ≥ 6 stars, indicating that the quality of the literature was reliable (Table 1).
Table 1. Characteristics of case–control and cohort studies included in the meta-analysis.
Study | Year/location | Population/age M(SD) | Duration (yrs) | H. pylori detection | Outcome | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Cohort studies | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Baudron [17] | 2013, France | N=603 H. pylori positive 73.1(6.4) H. pylori negative 74.3(6.5) | 20 | Serum H. pylori IgG antibodies | all-cause dementia | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Huang [21] | 2014, Chian | N=83965 H. pylori positive 63.2 (13.5) H. pylori negative 63.6 (13.4) | 12 | H. pylori infection (ICD-9 code 041.86) | all-cause dementia; AD; non-AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Fani [15] | 2018, Netherlands | N=4275 H. pylori positive 69.3 (8.6) H. pylori negative 67.5 (8.5) | 10.4 | Serum H. pylori IgG antibodies | all-cause dementia; AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Beydoun [13] | 2018, United States | N=5927 H. pylori positive 59.3 (0.2) H. pylori negative 62.8 (0.4) | 3 | Serum H. pylori IgG antibodies | all-cause dementia; AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Von [14] | 2018, France | N=689, Age≥65 | 10 | Serum H. pylori IgG antibodies | all-cause dementia;AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Case control studies | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Nagga [19] | 2003, Sweden | N=216, Age≥60 | NA | Serum H. pylori IgG antibodies | AD, VaD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Kountouras [18] | 2006, Greece | N=80 AD 65.0(6.9) Control 62.2(8.6) | NA | histologic analysis | AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Shiota [22] | 2011, Japan | N=482 AD74.4(10.4) Control 78.5 (6.4) | NA | rapid urine test | AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Bu [20] | 2014, Chian | N=263 AD 69(9) Control 70(10) | NA | Serum H. pylori IgG antibodies | AD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Tsolaki [16] | 2015, Greece | N=61 AD 61.34(6.526) Control 62.41(4.49) | NA | Serum H. pylori IgG antibodies and histological | all-cause dementia; AD; PD; LB; FTD | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Study | Diagnostic criteria | OR/HR, 95%CI | Adjusting for confounders | NOS | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Baudron [17] | NINCDS-AD-RDA | Dementia: HR 1.46 (95% CI 1.01–2.11) | Age, sex, education APOE4, basel+H4:H18ine MMSE score, obesity, CVD | 6 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Huang [21] | ICD-9-CM | Dementia: HR 1.51, 95%CI 1.25–1.82 AD: HR 0.66, 95%CI 0.30–1.46 Non-AD: HR 1.60, 95%CI 1.32–1.95 | Age, sex, comorbidities hypertension, DM, depression, head injury | 6 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Fani [15] | DSM-III-R, NINCDS-AD-RDA | Dementia: HR 1.03, 95%CI 0.86–1.22 AD: HR 1.06 95%CI 0.87–1.29 | Adjusted for age, sex, study cohort, education, smoking, systolic and diastolic blood pressure, anti-hypertensive drug use, body mass index (BMI), cholesterol, high-density lipoprotein (HDL) cholesterol, triglycerides, APOEε carrier status, stroke, diabetes mellitus, ethnicity, and serum lipid–reducing agents. | 7 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Beydoun [13] | NA | Dementia: HR1.44, 95%CI 1.05–1.98 AD: HR 1.45 (95%CI 1.03–2.04) | Adjusted for education, poverty income ratio, smoking, weight ststus, hypertension, diabetes, and dyslipidemia | 7 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Von [14] | NA | Dementia: HR 1.70 (95%CI 1.05–2.74) AD: HR 2.85 (95% CI 1.58–5.12) | NA | 8 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Nagga [19] | ICD-10 | H. pylori positivity: 55.3% in AD patients, 55.6% in AD with CVD, 49.2% in VaD, 62.5% in the cognitively impaired group, 50.5% in the controls | Age | 6 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Kountouras [18] | NINCDS-AD-AD-RDA | OR 8.4 (95% CI 2.4–28.7) | The groups were comparable regarding SES | 7 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Shiota [22] | NINCDS–AD-RDA | OR 0.94 (95% CI 0.56–1.58) | Age, sex | 8 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Bu [20] | NINCDS–AD-RDA | OR 1.39 (95% CI 0.80–2.40) | Age, sex, education, APOE, genotype, CHD, DM, hypercholesterolemia, hypertension | 6 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Tsolaki [16] | MMSE, FRSSD, NI | 68.33% in patients with dementia 45.16% with control | NA | 6 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
AD, Alzheimer’s Disease; DSM-III-R, Statistical Manual of Mental Disorders–3rd Edition Revised; FRSSD, Functional Rating Scale for Symptoms of Delirium; ICD-9-CM, International Classification of Diseases 9, Ninth Revision, Clinical Modification; ICD-10, International Classification of Diseases 10; MMSE, Mini Mental State Examination; M(SD), Mean (standard deviation); N, Number of population; NA, not available; NINCDS–ADRDA, National Institute of Neurological Disorders and Stroke and Alzheimer’s Disease and Related Disorders Association; NI, Neuropsychiatric Inventory. |
Meta-analysis of the association between H. pylori infection and all-cause dementia in cohort study
Five cohort studies investigated the correlation between H. pylori infection and all-cause dementia, including two retrospective and three prospective. Figure 2 shows the results of pooled RR with a random-effects model. Four studies demonstrated a significant positive association and the RR for the association ranged from 1.03 to 1.70. Overall, the pooled results indicated that H. pylori infection participants had a considerably risk of developing all-cause dementia compared to those negative for H. pylori (RR = 1.36; 95% CI = 1.11 - 1.67), with significant heterogeneity (I2 = 64.4%, P = 0.024). Sensitivity analysis was assessed by removing each study in sequence and re-analysing the data shows that the study of Fani et al. has an impact on the results (Supplementary Figure 1). Interestingly, the heterogeneity decreased to 0% after excluding this study, while the effect estimates increased (RR = 1.50; 95% CI = 1.31-1.73) (Supplementary Figure 2).
Meta-analysis of the association between H. pylori infection and AD dementia in cohort study
Figure 3 shows the results of pooled RRs with a random-effect model of AD dementia. Four cohort studies reported the association between H. pylori infection and AD dementia, whereas two studies reported a significant positive association. The pooled RRs of developing AD after H. pylori infection in cohort studies were 1.33 (95% CI, 0.86-2.05), demonstrating that there is no causal association. Sensitivity analysis was used to assess the robustness of the results, which resulted in almost identical risk estimates. (Supplementary Figure 3).
Meta-analysis of the association between H. pylori infection and AD dementia in case-control study
Five case-control studies described the connection between H. pylori infection and AD dementia. The pooled results of the random-effect model demonstrate that there is no correlation between H. pylori infection and the incidence of AD (OR=1.72; 95% CI=0.97-3.04) (Figure 4), with significant heterogeneity (I2 = 67.2%, P = 0.016). Evaluating the robustness of the results by removing each study in sequence and reanalyzing the data did not lead to remarkable difference in the results (Supplementary Figure 4). However, excluding the study of Kountouras et al. reduced the heterogeneity to 19.1% (Supplementary Figure 5).
Publication bias
The Begg rank correlation test and Egger linear regression test documented no evidence of publication bias among studies between H. pylori infection and the risk of all-cause and AD dementia (all P < 0.05).
Discussion
Previous researches have been performed to examine the association between H. pylori infection and various cognitive outcomes, including all-cause and AD dementia. However, the association is not fully understood [23–26]. Our results are limited to observational studies suggest that H. pylori infection may be an independent risk factor for all-cause dementia, but not for AD. In fact, the average follow-up time for these cohort studies is 3 to 20 years. This large time interval between the two diseases further confirms the assumption that H. pylori infection is an independent risk factor for all-cause dementia.
Positive correlation between H. pylori infection and all-cause dementia was found in the previous meta-analysis, which is consistent with our findings. However, the authors pooled different study types results in significant heterogeneity, which reduced the credibility of the evidence. In addition, they included a study diagnosed as mild cognitive impairment rather than AD or all-cause dementia. Our evidence is based on independent cohort and case-control studies showing that H. pylori infection can lead to subsequent all-cause dementia, which makes the evidence more credible.
Several neurological diseases related to H. pylori infection have been reported so far, such as AD, stroke [27], Parkinson’s disease [28] and multiple sclerosis [29]. In some disease, only the correlation is explained without a clear interpretation of the pathogenic mechanism, which makes this a very interesting and controversial topic. However, for some infected groups, the association is so powerful and the pathogenic mechanism is so obvious that guidelines for the treatment of H. pylori infection recommend that eradication treatment should be carried out in this case. Here, we focus on the connection among H. pylori infection and dementia. Multiple lines of evidence have suggested that infection with H. pylori is a key driver of AD [30–32]. One study reported beneficial effects on cognitive and functional status parameters of patients with AD after H. pylori eradication [33]. Another study showed a higher 5-year survival rate after H. pylori eradication in AD patients [34]. However, our study found no evidence supporting the connection between H. pylori infection and AD susceptibility, which is inconsistent with those reports. Inconsistent results may be limited by the ethnicity of the included population, study design, and H. pylori identification method.
The potential physiological mechanisms involved in H. pylori infection and dementia are uncertain, but several candidate mechanisms have been identified. One possible explanation is the neuroinflammation hypothesis that involves a central event triggering neurodegeneration, including AD [35, 36]. Previous researches have demonstrated that H. pylori infection may cause damage to the blood-brain barrier and induce neurological diseases by releasing various inflammatory mediators, for instance, cytokines and chemokines [37, 38]. H. pylori infection may also indirectly affect the brain by releasing multiple cytokines, for example, tumor necrosis factor-α and interleukin-6, maintaining cerebrospinal fluid inflammatory factors at a high level and thus inducing neuroinflammation [39, 40]. In another study, MNK-28 human gastric cells were incubated with H. pylori peptide, and activated genes were monitored [41]. The results showed that 77 genes were modulated by the H. pylori peptide, of which 65 are identified in the AlzBase database and contain the characteristics of AD. Additionally, a large proportion of modulated genes (30 out of 77) pertains to the inflammation pathway.
The other explanation is that chronic gastritis induced by H. pylori infection can cause vitamin B12 and folate malabsorption, which leads to the accumulation of folate 5-methyltetrahydrofolate and homocysteine [42–44]. Increased homocysteine can trigger endothelial atherosclerotic thrombotic disease and AD damage [45–47]. Multiple lines of evidence have confirmed this hypothesis. For example, hyperhomocysteinemia was demonstrated to be a strong independent factor in the progress of dementia [48]. Another study also revealed that homocysteine levels are associated with cardiovascular disease and dementia in the context of chronic gastritis (including H. pylori causality) [49]. The authors believe that vitamin B12, folate levels and suffering from atrophic gastritis are crucial determinants of homocysteine levels but are not associated with dementia. In addition, B12 deficiency resulting from by H. pylori infection may be related to activation of tau and β-amyloid (Aβ) deposition [50]. Recent evidence suggests that vitamin B12 inhibits Aβ42 aggregation in a concentration-dependent manner and protects amyloid-induced cytotoxicity of human neuronal cell lines [51]. An adequate supply of vitamin B12 appears to be essential to prevent cognitive decline and prevent the progression of AD [52].
It noticeable that observational studies cannot confirm causality. Despite that, our report meets the causality of some Hill criteria. First, there is a distinct time relationship in the cohort study. H. pylori infection preceded the occurrence of dementia in all preliminary studies. Given that H. pylori is acquired during childhood, the infection precedes the onset of dementia. Second, the positive associations between different studies and populations were extensively consistent. Third, as mentioned above, the hypothesis that H. pylori infection predisposes to dementia is biologically plausible.
Sources of heterogeneity
Significant heterogeneity was discovered in the current systematic review and meta-analysis due to clinical and methodological diversity, such as the differences in characteristics of demographic, determination of H. pylori infection and adjustment of confounding factors. The study of Fani et al. likely contributed to the heterogeneity in the exploration of the relationship between H. pylori infection and all-cause dementia [15]. In fact, the association in this study was significantly reduced compared with that in other studies, which may be due to the use of different diagnostic criteria. The pooled RR mildly increased after excluding this study (from 1.36 to 1.50), but there is no evidence of heterogeneity observed in the remaining researches (I2=0%, P=0.95). Additionally, the study of Kountouras et al. may be the main cause of heterogeneity due to a very strong association (OR=8.4). One possible reason accounting for this strong association may be that patients with anemia were included as the control group. Interestingly, previous evidence has suggested that patients with pernicious anemia were protected from infection with H. pylori [53].
Limitation
The potential limitations of current research warrant consideration. First, a direct causal relationship between H. pylori infection and AD or all-cause dementia risk cannot be determined because observational studies were included. Therefore, the results should be interpreted cautiously. Second, as a meta-analysis of observational researches published in English, publication bias may be possible. We conducted a comprehensive retrieval of the literature to eliminate publication bias as much as possible. Third, another possible restriction of the present systematic review and meta-analysis was the use of various detection methods for H. pylori infection. Fourth, substantial heterogeneity was found among studies. Although the main source of heterogeneity was detected through sensitivity analysis, we still cannot exclude the probability that residual confounding could influence the results. Finally, un-controlled or un-measurable risk factors in the study may produce biases. Although conventional risk factors have been adjusted in some studies, the possibility of residual confounding factors that increase the risk of dementia cannot be excluded.
Suggestions for further study
Based on our findings, several issues need to be considered. First, is there any causal relationship between H. pylori infection and AD dementia? To answer this question, the interval between the two diseases and adequate control of confounding factors should be assessed. Second, what is the exact mechanism by which H. pylori increase the risk of all-cause dementia? Neuroinflammation and hyperhomocysteinemia may provide some ideas. Third, can the eradication of H. pylori prevent or delay the development of dementia? Further studies are needed, including rigorously-designed clinical trials to tackle these issues to better understand this association and provide persuasive evidence for clinical practice in dementia prevention.
Conclusions
In conclusion, this systematic review and meta-analysis suggest that H. pylori infection may be associated with an increased risk of all-cause dementia, but not AD dementia. Future research on the pathogenic mechanism between the two diseases may lead to the development of novel therapies. The clinical implications lie in maintaining vigilance against dementia in elderly patients infected with H. pylori, and early detection and timely medical treatment for H. pylori patients through a multidisciplinary approach.
Materials and Methods
Search strategy and study selection
This systematic review and meta-analysis were conducted based on the Meta-analysis Of Observational Studies in Epidemiology (MOOSE) [51]. Two independent reviewers (N-YL and J-HS) searched PubMed, the Cochrane Library, and Embase databases with English language restrictions from the inception to July 10, 2019. The search terms were “Helicobacter pylori/H. pylori or Campylobacter pylori/C. pylori” and at least one of the following: “dementia or Alzheimer’s disease”. Two independent researchers (N-YL and HL) evaluated the article abstracts determined by the initial search to ensure qualified study, and then obtained and evaluated all potentially relevant articles in detail. References from the latest reviews were also searched. Eligible studies were randomized controlled trials, controlled clinical trials, cohort studies, and case–control studies on the relationship between adult H. pylori infection and dementia. The study set the following criteria: (1) interest in exposure to H. pylori infection (yes or not); (2) interest in all-cause and AD dementia; (3) studies including relative risk (RR), hazard ratio (HR), or odds ratio (OR), and their corresponding 95% confidence intervals (CIs) and P-value (or calculated data). Intervention studies, case reports, case series, duplicate reports, letters to editors, comments, and author responses were excluded.
Data extraction and quality assessment
The standardized data form was used to extract the following information: author name, year of publication, country, period and follow-up time, reference materials, study design and population, sample size, H. pylori detection method, outcome variables, and statistical adjustment of confounding factors. The RR, HR, OR, and the corresponding CIs were extracted for each study (or calculated from reported data). We used the Newcastle-ottawa scale recommended by the Cochrane Collaboration to evaluate the methodological quality of the eligible studies [52]. The evaluation content includes three parts: selection, comparability, and exposure/outcome. There are 8 items in this scale with a total score of 9. Quality assessments and data extraction were performed by two researchers (X-FJ and HL), and any discrepancies that existed were resolved by discussion.
Statistical analysis
Stata version 12.0 (Stata Corp LP, College Station, Texas) was used to calculate the pooled ORs, HRs, RRs, and 95% CIs. Forest plots were generated to summarize the results. Heterogeneity χ2 test and I2 index were used to assess the heterogeneity between the eligible studies. I2≤50% were deemed to have little heterogeneity; I2>50% were considered to have considerable heterogeneity. When heterogeneity cannot readily be interpreted, we incorporate it into a random-effect model [53]. Instead, we used a fixed-effect model. Potential sources of heterogeneity were identified by sensitivity analysis. Publication bias was evaluated using the Begg rank correlation test or Egger linear regression test.
Supplementary Materials
Supplementary Figures
Abbreviations
Aβ: β-amyloid; AD: Alzheimer’s disease; H. pylori: Helicobacter pylori; RR: relative risk; HR: hazard ratio; OR: odds ratio; CIs: 95% confidence intervals.
Author Contributions
Conceived and designed the experiments: HL. Performed the experiments: N-YL and J-HS. Analyzed the data: HL. Contributed reagents/materials/analysis tools: N-YL and X-FJ. Wrote the paper: N-YL. Read, reviewed and approved the final manuscript: N-YL, J-HS, X-FJ, and HL. Had primary responsibility for final content: HL. All authors read and approved the final manuscript.
Acknowledgments
We would like to thank all the authors who contributed to the systematic review.
Conflicts of Interest
The authors declare that they have no conflicts of interest.
Funding
This work was supported by the China National Science and Technology Major Project for “Essential new drug research and development” (No.2018ZX09301038-003). The funding source had no role in the study.
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