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Ulambayar B, Ghanem AS, Tóth Á, Nagy AC. Impact of Physical Activity and Dietary Habits on Mental Well-Being in Patients with Diabetes Mellitus. Nutrients 2025; 17:1042. [PMID: 40292462 PMCID: PMC11944386 DOI: 10.3390/nu17061042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2025] [Revised: 02/28/2025] [Accepted: 03/13/2025] [Indexed: 04/30/2025] Open
Abstract
Background: The prevalence of diabetes mellitus (DM) is increasing worldwide, and mental health problems such as depression, anxiety, and diabetes distress are common co-morbidities that negatively impact the quality of life, complications, and treatment outcomes of patients with DM. Objectives: In this study, we assessed the impact of dietary patterns and physical activity on the well-being of patients with DM. Methods: A cross-sectional design and data from the European Health Interview Survey (EHIS) data collected in Hungary in 2019, and determination of the relationship between dietary habits and physical activity-related variables contained in the data and the World Health Organization-Five Well-Being Index (WHO-5 index) by suitable statistical methods. Results: Logistic regression showed higher odds of poor mental well-being in females (OR = 1.61, 95% CI: 1.08-2.42) and lower odds with daily fruit intake (OR = 0.52, 95% CI: 0.31-0.89). Infrequent white meat (OR = 3.34, 95% CI: 1.35-8.22) and dairy intake (OR = 1.60, 95% CI: 1.18-2.64) were associated with poorer well-being. Walking 4-7 days/week reduced the odds by 57% (OR = 0.43, 95% CI: 0.23-0.83). Conclusions: The results demonstrate that regular exercise and the consumption of fruits, dairy products, and white meat have beneficial effects on the mental well-being of patients with DM.
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Affiliation(s)
- Battamir Ulambayar
- Department of Health Informatics, Faculty of Health Sciences, University of Debrecen, 4032 Debrecen, Hungary; (B.U.); (A.S.G.)
| | - Amr Sayed Ghanem
- Department of Health Informatics, Faculty of Health Sciences, University of Debrecen, 4032 Debrecen, Hungary; (B.U.); (A.S.G.)
| | - Ágnes Tóth
- Department of Integrative Health Sciences, Faculty of Health Sciences, University of Debrecen, 4028 Debrecen, Hungary;
| | - Attila Csaba Nagy
- Department of Health Informatics, Faculty of Health Sciences, University of Debrecen, 4032 Debrecen, Hungary; (B.U.); (A.S.G.)
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Farzana N, Islam MS, Selim S, Lakshmi JK, Kappor D, Sharma A, Abdullah ABM, Naheed A. The pattern of diabetic care and glycemic control among the ambulatory diabetic patients in tertiary care settings in Bangladesh. Sci Rep 2024; 14:29220. [PMID: 39587113 PMCID: PMC11589114 DOI: 10.1038/s41598-024-67036-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 07/08/2024] [Indexed: 11/27/2024] Open
Abstract
Diabetes mellitus is a major public health concern in Bangladesh. The pattern of diabetic care and control of blood sugar among diabetic patients are not well described. We assessed the pattern of diabetic care among ambulatory diabetic patients attending tertiary care hospitals in Bangladesh, and explored the relationship of glycemic control with behavioral and metabolic risks. Any patient 18 years and older attending the medicine outpatient department (OPD) at randomly selected three government tertiary hospitals in three divisions in Bangladesh were examined by hospital doctors. If a patient who was diagnosed as having diabetes and produced any medical document to support the diagnosis was recruited following an informed consent. Data on socio-demographic characteristics, diabetic care plan and behavioral risks, including tobacco use, physical activity, healthy diet (daily fruits and vegetable consumption) and salt intake were obtained from study participants by recall. Three milliliters of venous blood were tested to determine uncontrolled diabetes by measuring glycated hemoglobin (HbA1C > 7.0), and hyperlipidemia by measuring total cholesterol (> 200 mg/dL), high density lipoprotein/HDL (< 40 Mg/dL, low density lipoprotein/ LDL (> 200 mg/dL), and Triglyceride (> 160 mg/dL). A Total of 465 patients were enrolled. The Mean age was 49 years (SD:11) and 58% were women. Sixty percent patients were on a treatment plan of anti-diabetic drugs (drug), healthy diet (diet) and physical activity (PA), 13.3% diet and drug, 9.7% on drug only, 6.4% on diet and PA, 3.9% on PA and drug, 1.3% on PA only and 0.9% on diet only. Two- third of the patients (68.6%) had uncontrolled diabetes, which was three times higher, if a patient had diabetes for more than five years than otherwise (OR: 3.31, 95% CI 2.06-5.33), two times higher if a patient did not consume fruits (OR: 2.28, 1.34-3.87), or three times higher, if a patient did not consume vegetables (OR: 3.70, 95% CI 1.80-7.59) than otherwise, 78% higher, if a patient had taken extra salt in meal than otherwise (OR: 1.78, 95% CI 1.13-2.80) and nine times higher, if a patient had a raised total cholesterol level (> 200 mg/dL) than otherwise (OR: 9.60, 95% CI 2.60-35.40) and three times higher, if a patient had a raised LDL level compared than otherwise (OR: 3.33, 95% CI: 1.93-5.70). Diabetic patients seeking care at tertiary hospitals in Bangladesh follow diverse diabetic care plans and the majority of them do not have diabetes under control. Unhealthy dietary practice and hyperlipidemia among diabetic patients contribute to uncontrolled diabetes. Routine monitoring of blood glucose and enforcing lifestyle modifications could promote effective control of diabetes among diabetic patients in Bangladesh.
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Affiliation(s)
- Noshin Farzana
- Non Communicable Diseases, Nutrition Research Division, ICDDR,B, Dhaka, 1000, Bangladesh
- Non Communicable Diseases, Health Systems and Population Studies Division, ICDDR,B, Dhaka, 1000, Bangladesh
| | - Md Saimul Islam
- Non Communicable Diseases, Nutrition Research Division, ICDDR,B, Dhaka, 1000, Bangladesh
- Non Communicable Diseases, Health Systems and Population Studies Division, ICDDR,B, Dhaka, 1000, Bangladesh
| | - Shahjada Selim
- Department of Endocrinology, Bangabandhu Sheikh Mujib Medical University, Dhaka, 1000, Bangladesh
| | - Josyula K Lakshmi
- Division of Epidemiology, The George Institute for Global Health, Hyderabad, 500082, India
- Faculty of Medicine, University of New South Wales, Sydney, NSW, 2145, Australia
- Prasanna School of Public Health, MAHE, Manipal, Karnataka, 576104, India
| | - Deksha Kappor
- Global Academy of Agriculture and Food Systems, The University of Edinburgh, Midlothian, EH25 9RG, UK
| | - Anjali Sharma
- Senior Research Technical Advisor, Centre for Infectious Diseases Research in Zambia, 34681, Lusaka, Zambia
| | - A B M Abdullah
- Department of Medicine, Bangabandhu Sheikh Mujib Medical University, Dhaka, 1000, Bangladesh
| | - Aliya Naheed
- Non Communicable Diseases, Nutrition Research Division, ICDDR,B, Dhaka, 1000, Bangladesh.
- Non Communicable Diseases, Health Systems and Population Studies Division, ICDDR,B, Dhaka, 1000, Bangladesh.
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Sheikh RK, Toseef A, Omer A, Aftab A, Haider Khan MM, Ayaz SB, Althomli O, Razzaq A, Khokhar S, Jabbar N, Awan WA. Effects of moderate physical activity on diabetic adhesive capsulitis: a randomized clinical trial. PeerJ 2024; 12:e18030. [PMID: 39308811 PMCID: PMC11416079 DOI: 10.7717/peerj.18030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Accepted: 08/12/2024] [Indexed: 09/25/2024] Open
Abstract
Background Moderate physical activity (MPA) has proven advantages for glycemic control, cardiovascular health, and functional independence. However, physical activity is not part of routine conventional physical therapy (CPT) in managing diabetic adhesive capsulitis patients. Objective To determine the effects of moderate MPA on diabetic adhesive capsulitis (AC). Methodology A randomized control trial was conducted at the Combined Military Hospital (CMH), Muzaffarabad, Pakistan from March 2022 to October 2022. A total of n = 44 patients with diabetic AC, aged 40 to 65 years, HbA1c > 6.5% were enrolled. Group A received MPA and CPT, while Group B only received CPT for six weeks. The upper extremity function, pain, and range of motion were assessed at baseline, third week, and sixth week through the disability of arm, shoulder, and hand (DASH) questionnaire, numeric pain rating scale (NPRSS), and goniometer respectively. Results The NPRS score and ROMs showed significant improvement (p < 0.05) in group A compared to group B with a large effect size. When comparing the mean difference of the DASH score (73 + 7.21 vs. 57.9 + 12.64, p < 0.001, Cohen's d = 1.46) was significantly improved with large effect size in group A as compared to group B. Conclusion MPA along with CPT has positive effects on patient pain, range of motion, and disability in patients with diabetic adhesive capsulitis.
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Affiliation(s)
- Raheela Kanwal Sheikh
- Department of Physiotherapy, College of Applied Medical Sciences, University of Hail, Hail, Saudi Arabia
| | - Amna Toseef
- Physical Medicine & Rehabilitation, Sheikh Khalifa Bin Zayed Al Nahyan Hospital CMH, Muzaffarabad, Azad Kashmir, Pakistan
- Faculty of Rehaibilitation & Allied Health Sciences, Riphah International University, Islamabad, islamabad, Pakistan
| | - Aadil Omer
- School of Rehabilitation, Tehran University of Medical Sciences, Tehran, Iran
- Islamabad College of Physical Therapy, Margalla Institute of Health Sciences, Islamabad, Pakistan
| | - Anam Aftab
- M. Islam Institute of Rehabilitation Sciences, Gujranwala, Pakistan
| | | | - Saeed Bin Ayaz
- Physical Medicine & Rehabilitation, Sheikh Khalifa Bin Zayed Al Nahyan Hospital CMH, Muzaffarabad, Azad Kashmir, Pakistan
| | - Omar Althomli
- Department of Physiotherapy, College of Applied Medical Sciences, University of Hail, Hail, Saudi Arabia
| | - Aisha Razzaq
- Faculty of Rehaibilitation & Allied Health Sciences, Riphah International University, Islamabad, islamabad, Pakistan
| | - Samra Khokhar
- Nawabshah Institute of Medical and Health Sciences, College of Physical Therapy and Rehabilitation Sciences (NIMHS), Shaheed Benazirabad, Pakistan
| | - Nazia Jabbar
- Royal Institute of Physiotherapy and Rehabilitation Sciences, Hidayat Campus, Sukkur, Pakistan
| | - Waqar Ahmed Awan
- Faculty of Rehaibilitation & Allied Health Sciences, Riphah International University, Islamabad, islamabad, Pakistan
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Sheraz S, Malik AN, Ferraro FV, Siddiqi FA. Does multifactorial inspiratory muscle training improve postural stability and quality of life of patients with diabetes in Pakistan? A randomised controlled trial. BMJ Open 2024; 14:e080718. [PMID: 39284701 PMCID: PMC11409280 DOI: 10.1136/bmjopen-2023-080718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 08/28/2024] [Indexed: 09/20/2024] Open
Abstract
OBJECTIVE To determine the effects of multifactorial inspiratory muscle training (IMT) combined with Otago Exercise Programme (OEP) on balance and quality of life (QoL) in patients with diabetes. METHODS Pretest-post-test randomised controlled trial. SETTING Rehabilitation Department of Pakistan Railway General Hospital. PARTICIPANTS 70 patients with diabetes were randomly assigned to experimental or placebo groups, out of which 59 patients completed the intervention. INTERVENTION Patients in the experimental group performed OEP+IMT (at 50% of baseline maximum inspiratory pressure (MIP)) whereas the placebo group performed OEP+sham IMT (at 15% of MIP). Both groups exercised for 12 consecutive weeks. OUTCOME MEASURES Outcome measures included nine variables: the Berg Balance Scale (BBS), the Biodex Postural Stability System (including postural stability test (Overall Stability Index, Anterior-Posterior Index and Mediolateral Index), fall risk test (FRT), Limits of Stability (LOS) test (time to complete test and direction control), Clinical Test of Sensory Interaction and Balance (CTSIB)) and the Audit of Diabetes Dependent Quality of Life questionnaire. RESULTS Out of 59 patients who completed treatment, 37.1% were men and 62.9% were women with a mean age of 58.37±5.91 years. Results show significant interaction effects on BBS scores with the mean score improving from 41.87±2.61 to 49.16±2.50 in IMT versus sham IMT group with scores improving from 41.58±2.51 to 45.74±2.30. The IMT group significantly improved in dynamic balance tested through BBS (p=0.003), anticipatory balance through LOS test (p=0.003), reactive balance tested through FRT (p=0.04), direction control (p=0.03) and sensory integration through CTSIB test (p=0.04) when compared with the sham IMT group. While no significant changes (p>0.05) between groups were observed in QoL and static balance; significant changes (p<0.05) within group were observed in both groups in QoL and static balance. CONCLUSION Additional research is necessary to understand the association between inspiratory muscle strength and balance, however, we demonstrated that a multifactorial IMT intervention should be used with patients with diabetes to improve balance, postural control and reduce fall risks. TRIAL REGISTRATION NUMBER ClinicalTrials.gov, NCT#04947163.
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Affiliation(s)
- Suman Sheraz
- Faculty of Rehabilitation And Allied Health Sciences, Riphah International University, Islamabad, Pakistan
| | - Arshad Nawaz Malik
- Faculty of Rehabilitation And Allied Health Sciences, Riphah International University, Islamabad, Pakistan
| | | | - Furqan Ahmed Siddiqi
- Foundation University College of Physical Therapy, Foundation University Islamabad, Islamabad, Pakistan
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Tarigan M, Setiawan, Tarigan R, Imelda F, Jongudomkarn D. Identifying diabetes risks among Indonesians: A cross-sectional study in a community setting. BELITUNG NURSING JOURNAL 2024; 10:41-47. [PMID: 38425682 PMCID: PMC10900062 DOI: 10.33546/bnj.3112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 12/15/2023] [Accepted: 01/29/2024] [Indexed: 03/02/2024] Open
Abstract
Background There is an upward surge in diabetes patients worldwide, including in Indonesia, annually. Diabetes can lead to new diseases that burden patients' lives further. Nurses can reduce this problem by identifying people at risk of developing diabetes and educating them on how to prevent diabetes. Objective The study aimed to determine the risk of diabetes in the Indonesian population. Methods The descriptive research involved a sample of 1216 Indonesians living in North Sumatra Province. Participants were nondiabetic individuals selected using the convenience method from May to October 2020. This study utilized the Indonesian version of the Finnish Diabetes Risk Score (FINDRISC) tool and employed various statistical analyses, including frequencies, percentages, chi-square test, and Fisher's exact test. Results Of the total samples, 372 were males (30.6%), and 844 were females (69.4%). The risk of developing diabetes was classified as low (57.1%), slightly elevated (36.4%), moderate (5.3%), high (1.0%), and very high (0.2%). Only one of the eight risk factors that differed significantly between men and women was a history of elevated blood glucose levels, with a p-value of 0.02. Conclusion The study identified a portrait of the number and percentage of diabetes risk factors in a community setting in Indonesia. Nurses must provide education on diabetes prevention to not only members of the local community at the research site but also the general public, nationally and globally.
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Affiliation(s)
- Mula Tarigan
- Faculty of Nursing, Universitas Sumatera Utara, Indonesia
| | - Setiawan
- Faculty of Nursing, Universitas Sumatera Utara, Indonesia
| | - Rosina Tarigan
- Faculty of Nursing, Universitas Sumatera Utara, Indonesia
| | - Fatwa Imelda
- Faculty of Nursing, Universitas Sumatera Utara, Indonesia
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Al-Azayzih A, Kanaan RJ, Altawalbeh SM. Assessment of Drug-Related Problems and Health-Related Quality of Life Domains in Elderly Patients with Type 2 Diabetes Mellitus. Ther Clin Risk Manag 2023; 19:913-928. [PMID: 38023626 PMCID: PMC10655742 DOI: 10.2147/tcrm.s434235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 11/04/2023] [Indexed: 12/01/2023] Open
Abstract
Aims of the Study This study aimed to investigate the prevalence and predictors of Drug-related problems (DRPs), as well as to evaluate the impact of DRPs on the health-related quality of life in geriatric patients with type 2 diabetes mellitus. Methodology A cross-sectional study was conducted over a three-month period. Patients aged 60 years and older visited diabetes clinics from October 1, 2022, to December 31, 2022, were included in the study. Data were collected through structured questionnaires, whereas lab results, medication records, comorbidities, and the consequences of DRPs were collected from electronic medical records. DRPs were identified and classified using the PCNE V501 classification system. Health-related quality of life (HRQoL) was evaluated using the validated EuroQol criteria. Results A total of 491 patients participated in the study, and the mean age of the patients was 67.51 years (SD = 5.84 years). Female patients represented 52.34% of total subjects. A total of 461 (around 94%) experienced at least one drug-related problem (DRP), ranging from one to nine DRPs per patient, with a total number of DRPs equal to 1625 identified. The most common DRP was the drug choice problem, affecting 52.98% of patients. Factors such as high drug frequency, living conditions, the number of diabetes medications, comorbidities, and smoking were significantly associated with higher numbers of DRPs. Higher numbers of DRPs were found to significantly worsen health-related quality of life (HRQoL) among patients. Conclusion Geriatric individuals with type 2 diabetes mellitus encounter a significant prevalence of DRPs, with drug choice problems being the most common followed by dosing problems. Risk factors contributing to these DRPs include high drug frequency, living conditions, high number of diabetes medications, multimorbidity, and smoking. Also, the study concluded that the increased number of DRPs was associated with negative impact on HRQoL domains in geriatric patients with type 2 diabetes.
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Affiliation(s)
- Ahmad Al-Azayzih
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Roaa J Kanaan
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Shoroq M Altawalbeh
- Department of Clinical Pharmacy, Faculty of Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
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Chan CCK, Chan AKY, Chu CH, Tsang YC. Physical activity as a modifiable risk factor for periodontal disease. FRONTIERS IN ORAL HEALTH 2023; 4:1266462. [PMID: 38024148 PMCID: PMC10679732 DOI: 10.3389/froh.2023.1266462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 10/31/2023] [Indexed: 12/01/2023] Open
Abstract
Non-communicable diseases (NCDs), which contribute significantly to global morbidity, are largely preventable through behavioral changes. As with other NCDs, periodontitis is associated with modifiable risk factors such as smoking and stress and is linked to multiple adverse health outcomes through a shared pathway of chronic systemic inflammation. While the health benefits of physical activity have been widely promoted in public health and extensively studied for other systemic conditions, its impact on periodontal health has only recently started to gain attention. This article critically evaluates the current literature on the relationship between physical activity and periodontitis. While cross-sectional studies have shown an inverse association between physical activity levels and periodontitis risk in the general population, clinical oral health surveys of elite athletes with high levels of physical activity have nonetheless revealed poor periodontal conditions. Although causality has not been determined, physical activity could positively impact periodontitis directly, by reducing inflammatory biomarkers, and indirectly, through its modulatory effects on insulin sensitivity, obesity, bone density, stress, and other health promoting behaviors. Given the importance of risk factor control during initial periodontal therapy, understanding the role of physical activity as a potential behavioral risk modifier is paramount. The findings of this review provide an evidence-based overview of how physical activity could influence periodontitis. There is a need for longitudinal cohort studies to verify the temporality of the reported associations and exclude confounders, while interventions are needed to assess the efficacy of physical activity on periodontal treatment outcomes.
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Affiliation(s)
| | | | | | - Yiu Cheung Tsang
- Faculty of Dentistry, The University of Hong Kong, Hong Kong, Hong Kong SAR, China
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Altinok Dindar D, Chun B, Palma A, Cheney J, Krieger M, Kasschau K, Stagaman K, Mitri ZI, Goodyear SM, Shannon J, Karstens L, Sharpton T, Zhang Z. Association between Gut Microbiota and Breast Cancer: Diet as a Potential Modulating Factor. Nutrients 2023; 15:4628. [PMID: 37960281 PMCID: PMC10649662 DOI: 10.3390/nu15214628] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 10/27/2023] [Accepted: 10/27/2023] [Indexed: 11/15/2023] Open
Abstract
Breast cancer (BCa) has many well-known risk factors, including age, genetics, lifestyle, and diet; however, the influence of the gut microbiome on BCa remains an emerging area of investigation. This study explores the connection between the gut microbiome, dietary habits, and BCa risk. We enrolled newly diagnosed BCa patients and age-matched cancer-free controls in a case-control study. Comprehensive patient data was collected, including dietary habits assessed through the National Cancer Institute Diet History Questionnaire (DHQ). 16S rRNA amplicon sequencing was used to analyze gut microbiome composition and assess alpha and beta diversity. Microbiome analysis revealed differences in the gut microbiome composition between cases and controls, with reduced microbial diversity in BCa patients. The abundance of three specific microbial genera-Acidaminococus, Tyzzerella, and Hungatella-was enriched in the fecal samples taken from BCa patients. These genera were associated with distinct dietary patterns, revealing significant associations between the presence of these genera in the microbiome and specific HEI2015 components, such as vegetables and dairy for Hungatella, and whole fruits for Acidaminococus. Demographic characteristics were well-balanced between groups, with a significantly higher body mass index and lower physical activity observed in cases, underscoring the role of weight management in BCa risk. Associations between significant microbial genera identified from BCa cases and dietary intakes were identified, which highlights the potential of the gut microbiome as a source of biomarkers for BCa risk assessment. This study calls attention to the complex interplay between the gut microbiome, lifestyle factors including diet, and BCa risk.
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Affiliation(s)
- Duygu Altinok Dindar
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA; (D.A.D.); (J.C.); (M.K.); (J.S.)
| | - Brie Chun
- Division of Hematology & Oncology, Oregon Health & Science University, Portland, OR 97239, USA (S.M.G.)
| | - Amy Palma
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA;
| | - John Cheney
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA; (D.A.D.); (J.C.); (M.K.); (J.S.)
| | - Madeline Krieger
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA; (D.A.D.); (J.C.); (M.K.); (J.S.)
| | - Kristin Kasschau
- Department of Microbiology, Department of Statistics, Center for Quantitative Life Sciences, Oregon State University, Corvallis, OR 97331, USA; (K.K.); (K.S.); (T.S.)
| | - Keaton Stagaman
- Department of Microbiology, Department of Statistics, Center for Quantitative Life Sciences, Oregon State University, Corvallis, OR 97331, USA; (K.K.); (K.S.); (T.S.)
| | - Zahi I. Mitri
- British Columbia Cancer, Vancouver, BC V5Z 4E6, Canada;
| | - Shaun M. Goodyear
- Division of Hematology & Oncology, Oregon Health & Science University, Portland, OR 97239, USA (S.M.G.)
| | - Jackilen Shannon
- Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA; (D.A.D.); (J.C.); (M.K.); (J.S.)
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA;
| | - Lisa Karstens
- Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, OR 97239, USA;
- Department of Obstetrics and Gynecology, Oregon Health and Science University, Portland, OR 97239, USA
| | - Thomas Sharpton
- Department of Microbiology, Department of Statistics, Center for Quantitative Life Sciences, Oregon State University, Corvallis, OR 97331, USA; (K.K.); (K.S.); (T.S.)
| | - Zhenzhen Zhang
- Division of Oncological Sciences, Oregon Health & Science University, Portland, OR 97239, USA;
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