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Zhu S, Tan X, Huang H, Zhou Y, Liu Y. Data-driven rapid detection of Helicobacter pylori infection through machine learning with limited laboratory parameters in Chinese primary clinics. Heliyon 2024; 10:e35586. [PMID: 39170567 PMCID: PMC11336724 DOI: 10.1016/j.heliyon.2024.e35586] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 07/17/2024] [Accepted: 07/31/2024] [Indexed: 08/23/2024] Open
Abstract
Background Helicobacter pylori (H. pylori) is a significant global health concern, posing a high risk for gastric cancer. Conventional diagnostic and screening approaches are inaccessible, invasive, inaccurate, time-consuming, and expensive in primary clinics. Objective This study aims to apply machine learning (ML) models to detect H. pylori infection using limited laboratory parameters from routine blood tests and to investigate the association of these biomarkers with clinical outcomes in primary clinics. Methods A retrospective analysis with three ML and five ensemble models was conducted on 1409 adults from Hubei Provincial Hospital of Traditional Chinese Medicine. evaluating twenty-three blood test parameters and using theC 14 urea breath test as the gold standard for diagnosing H. pylori infection. Results In our comparative study employing three different feature selection strategies, Random Forest (RF) model exhibited superior performance over other ML and ensemble models. Multiple evaluation metrics underscored the optimal performance of the RF model (ROC = 0.951, sensitivity = 0.882, specificity = 0.906, F1 = 0.906, accuracy = 0.894, PPV = 0.908, NPV = 0.880) without feature selection. Key biomarkers identified through importance ranking and shapley additive Explanations (SHAP) analysis using the RF model without feature selection include White Blood Cell Count (WBC), Mean Platelet Volume (MPV), Hemoglobin (Hb), Red Blood Cell Count (RBC), Platelet Crit (PCT), and Platelet Count (PLC). These biomarkers were found to be significantly associated with the presence of H. pylori infection, reflecting the immune response and inflammation levels. Conclusion Abnormalities in key biomarkers could prompt clinical workers to consider H. pylori infection. The RF model effectively identifies H. pylori infection using routine blood tests, offering potential for clinical application in primary clinics. This ML approach can enhance diagnosis and screening, reducing medical burdens and reliance on invasive diagnostics.
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Affiliation(s)
- Shiben Zhu
- School of Nursing and Health Studies, Hong Kong Metropolitan University, Kowloon, Hong Kong, SAR, 999077, China
| | - Xinyi Tan
- Department of Spleen and Gastroenterology, Hubei Provincial Hospital of Traditional Chinese Medicine, Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
- Hubei Shizhen Laboratory, Wuhan, Hubei 430061, China
- Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
| | - He Huang
- Department of Spleen and Gastroenterology, Hubei Provincial Hospital of Traditional Chinese Medicine, Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
- Hubei Shizhen Laboratory, Wuhan, Hubei 430061, China
- Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
| | - Yi Zhou
- Department of Spleen and Gastroenterology, Hubei Provincial Hospital of Traditional Chinese Medicine, Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
- Hubei Shizhen Laboratory, Wuhan, Hubei 430061, China
- Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
| | - Yang Liu
- Department of Spleen and Gastroenterology, Hubei Provincial Hospital of Traditional Chinese Medicine, Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
- Hubei Shizhen Laboratory, Wuhan, Hubei 430061, China
- Affiliated Hospital of Hubei University of Chinese Medicine, Wuhan, Hubei 430061, China
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Bhagirath AY, Medapati MR, de Jesus VC, Yadav S, Hinton M, Dakshinamurti S, Atukorallaya D. Role of Maternal Infections and Inflammatory Responses on Craniofacial Development. FRONTIERS IN ORAL HEALTH 2021; 2:735634. [PMID: 35048051 PMCID: PMC8757860 DOI: 10.3389/froh.2021.735634] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Accepted: 08/10/2021] [Indexed: 12/12/2022] Open
Abstract
Pregnancy is a tightly regulated immunological state. Mild environmental perturbations can affect the developing fetus significantly. Infections can elicit severe immunological cascades in the mother's body as well as the developing fetus. Maternal infections and resulting inflammatory responses can mediate epigenetic changes in the fetal genome, depending on the developmental stage. The craniofacial development begins at the early stages of embryogenesis. In this review, we will discuss the immunology of pregnancy and its responsive mechanisms on maternal infections. Further, we will also discuss the epigenetic effects of pathogens, their metabolites and resulting inflammatory responses on the fetus with a special focus on craniofacial development. Understanding the pathophysiological mechanisms of infections and dysregulated inflammatory responses during prenatal development could provide better insights into the origins of craniofacial birth defects.
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Affiliation(s)
- Anjali Y. Bhagirath
- Department of Pediatrics and Physiology, University of Manitoba, Winnipeg, MB, Canada
- Biology of Breathing, Children's Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Oral Biology, Dr. Gerald Niznick College of Dentistry, University of Manitoba, Winnipeg, MB, Canada
| | - Manoj Reddy Medapati
- Biology of Breathing, Children's Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Oral Biology, Dr. Gerald Niznick College of Dentistry, University of Manitoba, Winnipeg, MB, Canada
| | - Vivianne Cruz de Jesus
- Biology of Breathing, Children's Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Oral Biology, Dr. Gerald Niznick College of Dentistry, University of Manitoba, Winnipeg, MB, Canada
| | - Sneha Yadav
- Mahatma Gandhi Institute of Medical Sciences, Wardha, India
| | - Martha Hinton
- Department of Pediatrics and Physiology, University of Manitoba, Winnipeg, MB, Canada
- Biology of Breathing, Children's Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
| | - Shyamala Dakshinamurti
- Department of Pediatrics and Physiology, University of Manitoba, Winnipeg, MB, Canada
- Biology of Breathing, Children's Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
| | - Devi Atukorallaya
- Biology of Breathing, Children's Hospital Research Institute of Manitoba (CHRIM), Winnipeg, MB, Canada
- Department of Oral Biology, Dr. Gerald Niznick College of Dentistry, University of Manitoba, Winnipeg, MB, Canada
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Afsar MNA, Jhinu ZN, Bhuiyan MAI, Islam Z, Siddiqua TJ. Helicobacter pylori infection and micronutrient deficiency in pregnant women: a systematic review and meta-analysis. BMJ Open Gastroenterol 2021; 7:bmjgast-2020-000490. [PMID: 33093020 PMCID: PMC7583068 DOI: 10.1136/bmjgast-2020-000490] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 09/15/2020] [Accepted: 09/22/2020] [Indexed: 12/16/2022] Open
Abstract
Background Over the last few years, epidemiological studies have shown that infection with Helicobacter pylori has a major effect on micronutrient deficiency as well as on adverse pregnancy outcomes. Importantly, there are gaps in understanding the linkage of H. pylori infection with micronutrients deficiency in pregnant women. Objective We conducted a systematic review and meta-analysis to estimate the association between H. pylori infection and micronutrient deficiencies in pregnant women. Methods A systematic literature search was conducted for relevant articles using PubMed, Web of Science, and Scopus database from inception to March 2020. The OR with 95% CIs was determined by meta-analysis of data extracted from the selected studies. Results From 2384 primary articles, 6 studies were selected for systematic reviews and 4 studies distinctively (with 1274 participants: 553 cases and 721 controls) were selected for meta-analysis. The meta-analysed fixed effect model estimated the odds of having H. pylori infection was not significantly higher among pregnant women with micronutrient deficiencies than those without deficiencies (OR=1.12, 95% CI 0.88 to 1.42, p=0.37). In the subgroup analysis, no correlation was found between H. pylori infection and vitamin B12 (OR=0.74, 95% CI 0.45 to 1.21, p=0.22), folate (OR=1.07, 95% CI 0.73 to 1.58, p=0.73), and ferritin (OR=0.81, 95% CI 0.51 to 1.31, p=0.4). However, a positive correlation was found between iron-deficiency anaemia (IDA) and H. pylori infection (OR=16.23, 95% CI 4.19 to 62.93, p<0.0001) during pregnancy. Conclusion H. pylori infection is associated with increased risk of IDA but not with deficiency of other micronutrients in pregnancy. PROSPERO registration number CRD42019135683.
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Affiliation(s)
- Md Nure Alam Afsar
- Laboratory of Gut-Brain Signaling, Laboratory Sciences and Services Division, ICDDRB, Dhaka, Bangladesh
| | | | | | - Zhahirul Islam
- Laboratory of Gut-Brain Signaling, Laboratory Sciences and Services Division, ICDDRB, Dhaka, Bangladesh
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Abstract
Hyperemesis gravidarum (HG) is a debilitating and potentially life-threatening pregnancy disease marked by weight loss, malnutrition, and dehydration attributed to unrelenting nausea and/or vomiting; HG increases the risk of adverse outcomes for the mother and child(ren). The complexity of HG affects every aspect of a woman's life during and after pregnancy. Without methodical intervention by knowledgeable and proactive clinicians, life-threatening complications may develop. Effectively managing HG requires an understanding of both physical and psychosocial stressors, recognition of potential risks and complications, and proactive assessment and treatment strategies using innovative clinical tools.
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Rosen C, Czuzoj-Shulman N, Mishkin DS, Abenhaim HA. Pregnancy outcomes among women with peptic ulcer disease. J Perinat Med 2020; 48:209-216. [PMID: 32083450 DOI: 10.1515/jpm-2019-0344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Accepted: 12/29/2019] [Indexed: 11/15/2022]
Abstract
Background Little is known about the impact of peptic ulcer disease (PUD) on pregnancy. Our objective was to evaluate the effect of PUD on pregnancy and newborn outcomes. Methods A retrospective cohort study was carried out using the Healthcare Cost and Utilization Project (HCUP)-National Inpatient Sample (NIS) from the United States. The cohort consisted of all births that took place from 1999 to 2015. PUD was classified on the basis of the International Classification of Diseases-Ninth Revision (ICD-9) coding. Multivariate logistic regression was used to evaluate the adjusted effect of PUD on maternal and neonatal outcomes. Results Of the 13,792,544 births in this cohort, 1005 were to women with PUD (7/100,000 births). Between 1999 and 2015, prevalence of PUD in pregnancy increased from 4/100,000 to 11/100,000, respectively. Women with PUD were more commonly older and more likely to have comorbid illnesses. Women with PUD were at greater risk of preeclampsia [odds ratio (OR) 2.11, 95% confidence interval (CI) 1.67-2.66], preterm premature rupture of membranes (PPROM; OR 2.16, 95% CI 1.30-3.59), cesarean delivery (OR 1.60, 95% CI 1.40-1.82), venous thromboembolism (OR 3.77, 95% CI 2.08-6.85) and maternal death (OR 24.50, 95% CI 10.12-59.32). Births to women with PUD were at increased risk of intrauterine growth restriction (IUGR; OR 1.54, 95% CI 1.11-2.14), preterm birth (OR 1.84, 95% CI 1.54-2.21), intrauterine fetal death (OR 2.18, 95% CI 1.35-3.52) and congenital anomalies (OR 2.69, 95% CI 1.59-4.56). Conclusion The prevalence of PUD in pregnancy has risen over the last several years. PUD in pregnancy should be considered a high-risk condition associated with important adverse maternal and neonatal outcomes.
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Affiliation(s)
- Charlotte Rosen
- Department of Obstetrics and Gynecology, Jewish General Hospital, McGill University, Montreal, Quebec, Canada
| | - Nicholas Czuzoj-Shulman
- Centre for Clinical Epidemiology and Community Studies, Jewish General Hospital, Montreal, Quebec, Canada
| | | | - Haim Arie Abenhaim
- Department of Obstetrics and Gynecology, Jewish General Hospital, McGill University, Montreal, Quebec, Canada.,Centre for Clinical Epidemiology and Community Studies, Jewish General Hospital, Montreal, Quebec, Canada
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Lai FP, Tu YF, Sheu BS, Yang YJ. Maternal H. pylori seropositivity is associated with gestational hypertension but is irrelevant to fetal growth and development in early childhood. BMC Pediatr 2019; 19:501. [PMID: 31842819 PMCID: PMC6916038 DOI: 10.1186/s12887-019-1863-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Accepted: 11/28/2019] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Helicobacter pylori infection is known to alter growth-related hormones and affect growth in young children. However, it is still unknown whether maternal H. pylori infection has an impact on the levels of cord blood growth-related hormones and whether this can predict intrauterine growth restriction and poor physical and neurodevelopmental outcomes in children. This study aimed to examine associations between maternal H. pylori infection and pregnancy-related adverse events, fetal growth and early childhood development. METHODS In this prospective cohort study, we recruited singleton pregnant women without major medical illnesses from January 2014 to January 2015. Seropositivity for H. pylori was defined as > 12 U/ml of anti-H. pylori IgG in maternal serum. Demographic data and pregnancy-related medical issues of the cohort were documented. Cord blood levels of insulin-like growth factor-1 (IGF-1), insulin-like growth factor binding protein-3 (IGFBP-3), insulin, and ghrelin were determined using ELISA. The growth of the included neonates was monitored annually for up to 3 years, and cognitive development was assessed using the comprehensive developmental inventory for infants and toddlers (CDIIT) test 3 years after birth. RESULTS Of the 106 enrolled women, 25 (23.6%) were H. pylori-seropositive. Maternal H. pylori seropositivity was correlated with a higher risk of developing gestational hypertension (GH) (12% vs. 1.2%, p = 0.04) and lower cord blood levels of IGF-1 (< 35 ng/ml, 70.0% vs. 40.7%, p = 0.02) and IGFBP-3 (< 1120 ng/ml, 100.0% vs. 76.3%, p = 0.02) compared with the seronegative women. No significant impacts on birth weight, childhood growth and cognitive development were found to be correlated with maternal H. pylori seropositivity during pregnancy. CONCLUSIONS Maternal H. pylori infection during pregnancy was more likely to lead to the development of GH, but was not correlated with fetal and childhood growth and development. In addition to close monitoring of hypertension, H. pylori eradication can be considered for mothers with H. pylori infection.
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Affiliation(s)
- Fu-Ping Lai
- Departments of Pediatrics, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, 138 Sheng Li Rd, Tainan, 70428, Taiwan
| | - Yi-Fang Tu
- Departments of Pediatrics, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, 138 Sheng Li Rd, Tainan, 70428, Taiwan.,Institutes of Clinical Medicine, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, Tainan, Taiwan
| | - Bor-Shyang Sheu
- Internal Medicine, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, Tainan, Taiwan.,Institutes of Clinical Medicine, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, Tainan, Taiwan
| | - Yao-Jong Yang
- Departments of Pediatrics, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, 138 Sheng Li Rd, Tainan, 70428, Taiwan. .,Institutes of Clinical Medicine, National Cheng Kung University Hospital, Medical College, National Cheng Kung University, Tainan, Taiwan.
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Alboraie M, Elhossary W, Aly OA, Abbas B, Abdelsalam L, Ghaith D, Shady Z, Gaber Y, Adel E, Peura D, Armstrong D, Esmat G. Egyptian recommendations for management of Helicobacter pylori infection: 2018 report. Arab J Gastroenterol 2019; 20:175-179. [PMID: 31564518 DOI: 10.1016/j.ajg.2019.09.001] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Accepted: 09/12/2019] [Indexed: 02/07/2023]
Affiliation(s)
- Mohamed Alboraie
- Department of Internal Medicine, Al-Azhar University, Cairo, Egypt.
| | - Walied Elhossary
- Endemic Medicine and Hepatology Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Osama Aboelfotoh Aly
- General Medicine, Gastroenterology & Hepatology Department, Faculty of Medicine, Ain Shams University, Egypt
| | - Bahaa Abbas
- Gastroenterology Department, Air Force Specialized Hospital, Military Medical Academy, Egypt
| | | | - Doaa Ghaith
- Clinical and Chemical Pathology Department, Faculty of Medicine, Cairo University, Egypt
| | - Zakarya Shady
- Department of Internal Medicine, Al-Azhar University, Cairo, Egypt
| | - Yasmine Gaber
- Endemic Medicine and Hepatology Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Eman Adel
- Department of Anatomy and Embryology, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - David Peura
- Department of Medicine, University of Virginia, School of Medicine, Charlottesville, VA, USA
| | | | - Gamal Esmat
- Endemic Medicine and Hepatology Department, Faculty of Medicine, Cairo University, Cairo, Egypt
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Demerdash DME, Ibrahim H, Hassan DM, Moustafa H, Tawfik NM. Helicobacter pylori associated to unexplained or refractory iron deficiency anemia: an Egyptian single-center experience. Hematol Transfus Cell Ther 2018; 40:219-225. [PMID: 30128430 PMCID: PMC6098172 DOI: 10.1016/j.htct.2018.02.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2018] [Accepted: 02/19/2018] [Indexed: 12/15/2022] Open
Abstract
Background Refractory or unexplained iron deficiency anemia accounts for about 15% of all cases. The endoscopic gastrointestinal workup sometimes fails to establish the cause of iron deficiency anemia and a considerable proportion of patients regardless of risk category fail to respond to oral iron supplementation. The aim of the present study was to assess the etiological role of Helicobacter pylori infection in adult Egyptian patients with unexplained or refractory iron deficiency anemia. Methods A case controlled study was composed of 104 iron deficiency anemia cases and 70 age- and gender-matched healthy controls. Patients were diagnosed with iron deficiency anemia according to hemoglobin, mean corpuscular volume, serum ferritin, and transferrin saturation. Upper and lower endoscopies were performed and active H. pylori infection was investigated by testing for the H. pylori antigen in stool specimens. Hematological response to H. pylori treatment with triple therapy together with iron therapy (n = 32) or only iron therapy (n = 32) were assessed in patients with H. pylori infection. Results H. pylori infection was more prevalent in patients with unexplained or refractory iron deficiency anemia (61.5%). Of the different hematological parameters investigated, there was a significant correlation only between H. pylori infection and mean corpuscular volume (p-value 0.046). Moreover, there was a significant correlation between receiving triple therapy together with iron supplementation and improvements in the hematological parameters [hemoglobin (p-value < 0.001), mean corpuscular volume (p-value < 0.001), iron (p-value < 0.001) and serum ferritin (p-value < 0.001)] compared to receiving iron supplementation alone. Conclusions Failing to test for H. pylori infection could lead to a failure to identify a treatable cause of anemia and could lead to additional and potentially unnecessary investigations. Furthermore, treatment of H. pylori infection together with iron supplementation gives a more rapid and satisfactory response.
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Affiliation(s)
| | - Heba Ibrahim
- Kasr Alainy School of Medicine, Cairo University, Cairo, Egypt
| | - Dina M Hassan
- Kasr Alainy School of Medicine, Cairo University, Cairo, Egypt
| | - Heba Moustafa
- Kasr Alainy School of Medicine, Cairo University, Cairo, Egypt
| | - Nehad M Tawfik
- Kasr Alainy School of Medicine, Cairo University, Cairo, Egypt
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Karachaliou M, Chatzi L, Michel A, Kyriklaki A, Kampouri M, Koutra K, Roumeliotaki T, Chalkiadaki G, Stiakaki E, Pawlita M, Waterboer T, Kogevinas M, de Sanjose S. Helicobacter pylori Seropositivity and Childhood Neurodevelopment, the Rhea Birth Cohort in Crete, Greece. Paediatr Perinat Epidemiol 2017. [PMID: 28640520 DOI: 10.1111/ppe.12374] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
BACKGROUND Limited evidence exists on the association between exposure to Helicobacter pylori infection early in life, including fetal life, and neurodevelopment in childhood. METHODS We used prospective data on 352 mother-child pairs and cross-sectional data on 674 children to assess the association of maternal and child's H. pylori seropositivity correspondingly on child's neurodevelopment at age four in the Rhea birth cohort in Crete, Greece. Blood levels of immunoglobulin G antibodies to 12 H. pylori proteins were measured using multiplex serology. Child's neurodevelopment at age four was assessed using the McCarthy Scales of Children's Abilities. Linear regression models were used to explore the associations after adjusting for potential confounders. RESULTS Helicobacter pylori seroprevalence (95% CI) in cord blood, representing maternal status, was 41.5% (36.3%, 46.8%) and in 4 years old children was 6.5% (95% CI 4.8%, 8.7%). Children of H. pylori seropositive mothers had lower score in the general cognitive (-3.87, 95% CI -7.02, -0.72), verbal (-2.96, 95% CI -6.08, 0.15), perceptual performance (-3.37, 95% CI -6.60, -0.15), quantitative (-2.85, 95% CI -6.28, 0.58), and memory scale (-3.37, 95% CI -6.67, -0.07) compared to those of seronegative mothers. Seropositivity in cord blood specifically to GroEl and NapA - two of the 12 H. pylori proteins investigated - was associated with lower scores in almost all scales. At age four, H. pylori seropositive children performed worst in neurodevelopment assessment compared to their seronegative counterparts although no association reached statistically significant level. CONCLUSIONS Helicobacter pylori infection in early life may be an important but preventable risk factor for poor neurodevelopment.
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Affiliation(s)
- Marianna Karachaliou
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Leda Chatzi
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Angelika Michel
- Molecular Diagnostics of Oncogenic Infections Department, Infection and Cancer Programme, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andriani Kyriklaki
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Mariza Kampouri
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Katerina Koutra
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Theano Roumeliotaki
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Georgia Chalkiadaki
- Department of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Eftichia Stiakaki
- Department of Pediatric Hematology-Oncology, University Hospital of Heraklion, Heraklion, Greece
| | - Michael Pawlita
- Molecular Diagnostics of Oncogenic Infections Department, Infection and Cancer Programme, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Tim Waterboer
- Molecular Diagnostics of Oncogenic Infections Department, Infection and Cancer Programme, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Manolis Kogevinas
- Instituto de Salud Global Barcelona Barcelona, Catalunya, Spain.,Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | - Silvia de Sanjose
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain.,Cancer Epidemiology Research Programme, Catalan Institute of Oncology, L'Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), Barcelona, Spain
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