1
|
Rising CJ, Huelsnitz CO, Shepherd RF, Klein WMP, Sleight AG, Wilsnack C, Boyd P, Feldman AE, Khincha PP, Werner-Lin A. Diet and physical activity behaviors: how are they related to illness perceptions, coping, and health-related quality of life in young people with hereditary cancer syndromes? J Behav Med 2024; 47:707-720. [PMID: 38642305 PMCID: PMC11291531 DOI: 10.1007/s10865-024-00489-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Accepted: 04/05/2024] [Indexed: 04/22/2024]
Abstract
Individuals with inherited cancer syndromes, such as Li-Fraumeni syndrome (LFS), may be motivated to adopt health-protective behaviors, such as eating more fruits and vegetables and increasing physical activity. Examining these health behaviors among young people with high lifetime genetic cancer risk may provide important insights to guide future behavioral interventions that aim to improve health-related quality of life (HRQOL). We used a self-regulatory framework to investigate relationships among diet and physical activity behaviors and psychosocial constructs (e.g., illness perceptions, coping, HRQOL) in adolescents and young adults (AYAs; aged 15-39 years) with LFS. This longitudinal mixed-methods study included 57 AYAs aged 16-39 years at enrollment), 32 (56%) of whom had a history of one or more cancers. Participants completed one or two telephone interviews and/or an online survey. We thematically analyzed interview data and conducted regression analyses to evaluate relationships among variables. AYAs described adopting healthy diet and physical activity behaviors to assert some control over health and to protect HRQOL. More frequent use of active coping strategies was associated with greater reported daily fruit and vegetable intake. Greater reported physical activity was associated with better quality of psychological health. Healthy diet and physical activity behaviors may function as LFS coping strategies that confer mental health benefits. Clinicians might emphasize these potential benefits and support AYAs in adopting health behaviors that protect multiple domains of health. Future research could use these findings to develop behavioral interventions tailored to AYAs with high genetic cancer risk.
Collapse
Affiliation(s)
- Camella J Rising
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9609 Medical Center Drive, Rockville, MD, 20850, USA.
| | - Chloe O Huelsnitz
- Behavioral Research Program, Office of the Associate Director, Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD, USA
| | - Rowan Forbes Shepherd
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9609 Medical Center Drive, Rockville, MD, 20850, USA
| | - William M P Klein
- Behavioral Research Program, Office of the Associate Director, Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD, USA
| | - Alix G Sleight
- Department of Physical Medicine & Rehabilitation, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Catherine Wilsnack
- Steve Hicks School of Social Work, University of Texas at Austin, Austin, TX, USA
| | - Patrick Boyd
- Behavioral Research Program, Office of the Associate Director, Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD, USA
| | - Alexandra E Feldman
- Department of Physical Medicine & Rehabilitation, Cedars-Sinai Medical Center, Los Angeles, CA, USA
- USC Chan Division of Occupational Science and Occupational Therapy, Los Angeles, CA, USA
| | - Payal P Khincha
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, 9609 Medical Center Drive, Rockville, MD, 20850, USA
| | - Allison Werner-Lin
- School of Social Policy and Practice, University of Pennsylvania, Philadelphia, PA, USA
| |
Collapse
|
2
|
Hoedjes M, Vrieling A, de Brauwer L, Visser A, Gómez García E, Hoogerbrugge N, Kampman E. Determinants of adherence to recommendations on physical activity, red and processed meat intake, and body weight among lynch syndrome patients. Fam Cancer 2023; 22:155-166. [PMID: 36151358 PMCID: PMC10020312 DOI: 10.1007/s10689-022-00315-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 08/30/2022] [Indexed: 11/26/2022]
Abstract
This study aimed to identify determinants of adherence to lifestyle and body weight recommendations for cancer prevention among Lynch Syndrome (LS) patients. Cross-sectional baseline data of LS patients participating in the Lifestyle & Lynch (LiLy) study was used to assess determinants of adherence to the World Cancer Research Fund cancer prevention recommendations on body weight, physical activity, and red and processed meat intake. Adherence and potential determinants of adherence were assessed using questionnaires. Multivariable logistic regression analyses were conducted to identify determinants of adherence. Of the 211 participants, 50.2% adhered to the body weight recommendation, 78.7% adhered to the physical activity recommendation, and 33.6% adhered to the red and processed meat recommendation. Being younger and having a higher level of education were associated with adherence to the recommendation on body weight. Having knowledge about the recommendation was associated with adherence to the recommendations on physical activity and red and processed meat. Results confirm that knowledge about recommendations for cancer prevention is an important determinant for adherence and suggest that strategies to increase knowledge should be included in lifestyle promotion targeted at LS patients, along with behavior change techniques influencing other modifiable determinants.
Collapse
Affiliation(s)
- M Hoedjes
- Center of Research on Psychological and Somatic disorders, Department of Medical and Clinical Psychology, Tilburg University, PO Box 90153, 5000 LE, Tilburg, The Netherlands.
| | - A Vrieling
- Department for Health Evidence, Radboud university medical center, Nijmegen, The Netherlands
| | - L de Brauwer
- Center of Research on Psychological and Somatic disorders, Department of Medical and Clinical Psychology, Tilburg University, PO Box 90153, 5000 LE, Tilburg, The Netherlands
| | - A Visser
- Department for Health Evidence, Radboud university medical center, Nijmegen, The Netherlands
| | - E Gómez García
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, The Netherlands
| | - N Hoogerbrugge
- Department of Clinical Genetics, Maastricht University Medical Center, Maastricht, The Netherlands
| | - E Kampman
- Division of Human Nutrition and Health, Wageningen University, Wageningen, the Netherlands
| |
Collapse
|
3
|
Higgs E, Wain KE, Wynn J, Cho MT, Higgins S, Blaisdell D, Dugan D, Valek S, Cohen S. Measuring quality and value in genetic counseling: The current landscape and future directions. J Genet Couns 2022; 32:315-324. [PMID: 36385723 DOI: 10.1002/jgc4.1657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 10/27/2022] [Accepted: 10/28/2022] [Indexed: 11/18/2022]
Abstract
Genetic counselors strive to provide high-quality genetic services. To do so, it is essential to define quality in genetic counseling and identify opportunities for improvement. This Professional Issues article provides an overview of the evaluation of healthcare quality in genetic counseling. The National Society of Genetic Counselors' Research, Quality, and Outcomes Committee partnered with Discern Health, a value-based healthcare policy consulting firm, to develop a care continuum model of genetic counseling. Using the proposed model, currently available quality measures relevant to genetic counseling in the US healthcare system were assessed, allowing for the identification of gaps and priority areas for further development. A total of 560 quality measures were identified that can be applied to various aspects of the care continuum model across a range of clinical specialty areas in genetic counseling, although few measures were specific to genetic counseling or genetic conditions. Areas where quality measures were lacking included: attitudes toward genetic testing, family communication, stigma, and issues of justice, equity, diversity, and inclusion. We discuss these findings and other strategies for an evidence-based approach to quality in genetic counseling. Strategic directions for the genetic counseling profession should include a consolidated approach to research on quality and value of genetic counseling, development of quality metrics and patient-experience measures, and engagement with other improvement activities. These strategies will allow for benchmarking, performance improvement, and future implementation in accountability programs which will strengthen genetic counseling as a profession that provides evidence-based high-quality care to all patients.
Collapse
Affiliation(s)
- Emily Higgs
- Cardiovascular Genetics Program, University of California San Francisco California USA
| | | | - Julia Wynn
- Department of Pediatrics Columbia University Irving Medical Center New York New York USA
| | - Megan T. Cho
- Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health Bethesda Maryland USA
| | | | - David Blaisdell
- Discern Health, Part of Real Chemistry San Francisco California USA
| | - Donna Dugan
- Discern Health, Part of Real Chemistry San Francisco California USA
| | - Sara Valek
- Discern Health, Part of Real Chemistry San Francisco California USA
| | | |
Collapse
|
4
|
Development of a Secure Website to Facilitate Information Sharing in Families at High Risk of Bowel Cancer-The Familyweb Study. Cancers (Basel) 2021; 13:cancers13102404. [PMID: 34065728 PMCID: PMC8155923 DOI: 10.3390/cancers13102404] [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: 02/28/2021] [Revised: 05/04/2021] [Accepted: 05/10/2021] [Indexed: 11/22/2022] Open
Abstract
Simple Summary Families with an inherited high risk of bowel cancer may struggle to share information about their diagnosis. This means that relatives are not always aware of their increased risk of cancer or able to access screening for the early detection of cancer. Through this study, we aimed to help such families by creating a website where patients could share confidential information with their relatives securely online. Following a survey and telephone interviews with affected individuals, the content of the website was developed to suit the needs of families. Website function was tested with patients to check feasibility and acceptability. Most participants wanted more information to support their adaptation to the diagnosis and help inform their relatives. This study demonstrates how health professionals can improve access to genetic testing and cancer screening in families at high risk of cancer, thus reducing morbidity and mortality. Abstract Individuals with pathogenic variants in genes predisposing to bowel cancer are encouraged to share this information within their families. Close relatives at 50% risk can have access to bowel cancer surveillance. However, many relatives remain unaware of their vulnerability or have insufficient information. We investigated the feasibility and acceptability of using a secure website to support information sharing within families at high risk of bowel cancer. Patients (n = 286) answered an anonymous cross-sectional survey, with 14 participating in telephone interviews. They reported that the diagnosis had a profound effect on them and their family relationships, and consequently desired more support from health professionals. Website content was created in response to the preferences of survey and interview participants. Reactions to the website from 12 volunteers were captured through remote usability testing to guide further refinement of the website. Participants welcomed the opportunity to store and share personal information via the website and wanted more information and help informing their relatives about the diagnosis. Important website topics were: healthy lifestyle; genetic testing; and how to talk to children about the diagnosis. A website providing online access to confidential documents was both feasible and acceptable and could translate into increased uptake of cancer surveillance, resulting in lower morbidity and mortality in these families.
Collapse
|
5
|
Brouwer JGM, Snellen M, Bisseling TM, Koornstra JJ, Vasen HFA, Kampman E, van Duijnhoven FJB. Is a colorectal neoplasm diagnosis a trigger to change dietary and other lifestyle habits for persons with Lynch syndrome? A prospective cohort study. Fam Cancer 2021; 20:125-135. [PMID: 32770331 PMCID: PMC8064993 DOI: 10.1007/s10689-020-00201-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 07/30/2020] [Indexed: 12/20/2022]
Abstract
A cancer diagnosis is suggested to be associated with changes in dietary and lifestyle habits. Whether this applies to persons with familial cancer, such as Lynch syndrome (LS) is unknown. We investigated whether a colorectal neoplasm (CRN) diagnosis in persons with LS is associated with changes in dietary and lifestyle habits over time. We used data of confirmed LS mutation carriers from the GEOLynch study, a prospective cohort study. Information on dietary intake and lifestyle habits was collected with a validated semi-quantitative food frequency questionnaire and a general questionnaire administered at baseline (2006-2008) and follow-up (2012-2017). Participants' medical records were used to identify CRN diagnoses. Changes in dietary and lifestyle habits in the CRN and the no-CRN group were compared using multivariable linear regression models for continuous variables and cross-tables with percentage change at follow-up compared with baseline for categorical variables. Of the 324 included participants, 146 developed a CRN (CRN group) between baseline and follow-up, while 178 did not (no-CRN group). Smoking cessation was more often reported in the CRN than in the no-CRN group (41.4% vs. 35.0%). There were no differences in changes of energy intake, alcohol, red meat, processed meat, dairy, fruit, vegetables and dietary fiber consumption, BMI, physical activity and NSAID use. Apart from a potentially higher likelihood of smoking cessation, we found little evidence that a CRN diagnosis is associated with changes in lifestyle habits in persons with LS.
Collapse
Affiliation(s)
- Jesca G M Brouwer
- Division of Human Nutrition and Health, Wageningen University & Research, P.O. Box 17, 6700 AA, Wageningen, The Netherlands
| | - Merel Snellen
- Division of Human Nutrition and Health, Wageningen University & Research, P.O. Box 17, 6700 AA, Wageningen, The Netherlands
| | - Tanya M Bisseling
- Department of Gastroenterology and Hepatology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jan Jacob Koornstra
- Department of Gastroenterology and Hepatology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Hans F A Vasen
- Department of Gastroenterology and Hepatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Ellen Kampman
- Division of Human Nutrition and Health, Wageningen University & Research, P.O. Box 17, 6700 AA, Wageningen, The Netherlands
| | - Fränzel J B van Duijnhoven
- Division of Human Nutrition and Health, Wageningen University & Research, P.O. Box 17, 6700 AA, Wageningen, The Netherlands.
| |
Collapse
|
6
|
Jaballah-Gabteni A, Tounsi H, Kabbage M, Hamdi Y, Elouej S, Ben Ayed I, Medhioub M, Mahmoudi M, Dallali H, Yaiche H, Ben Jemii N, Maaloul A, Mezghani N, Abdelhak S, Hamzaoui L, Azzouz M, Boubaker S. Identification of novel pathogenic MSH2 mutation and new DNA repair genes variants: investigation of a Tunisian Lynch syndrome family with discordant twins. J Transl Med 2019; 17:212. [PMID: 31248416 PMCID: PMC6598283 DOI: 10.1186/s12967-019-1961-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2019] [Accepted: 06/21/2019] [Indexed: 02/08/2023] Open
Abstract
Background Lynch syndrome (LS) is a highly penetrant inherited cancer predisposition syndrome, characterized by autosomal dominant inheritance and germline mutations in DNA mismatch repair genes. Despite several genetic variations that have been identified in various populations, the penetrance is highly variable and the reasons for this have not been fully elucidated. This study investigates whether, besides pathogenic mutations, environment and low penetrance genetic risk factors may result in phenotype modification in a Tunisian LS family. Patients and methods A Tunisian family with strong colorectal cancer (CRC) history that fulfill the Amsterdam I criteria for the diagnosis of Lynch syndrome was proposed for oncogenetic counseling. The index case was a man, diagnosed at the age of 33 years with CRC. He has a monozygotic twin diagnosed at the age of 35 years with crohn disease. Forty-seven years-old was the onset age of his paternal uncle withCRC. An immunohistochemical (IHC) labeling for the four proteins (MLH1, MSH2, MSH6 and PMS2) of the MisMatchRepair (MMR) system was performed for the index case. A targeted sequencing of MSH2, MLH1 and a panel of 85 DNA repair genes was performed for the index case and for his unaffected father. Results The IHC results showed a loss of MSH2 but not MLH1, MSH6 and PMS2 proteins expression. Genomic DNA screening, by targeted DNA repair genes sequencing, revealed an MSH2 pathogenic mutation (c.1552C>T; p.Q518X), confirmed by Sanger sequencing. This mutation was suspected to be a causal mutation associated to the loss of MSH2 expression and it was found in first and second degree relatives. The index case has smoking and alcohol consumption habits. Moreover, he harbors extensive genetic variations in other DNA-repair genes not shared with his unaffected father. Conclusion In our investigated Tunisian family, we confirmed the LS by IHC, molecular and in silico investigations. We identified a novel pathogenic mutation described for the first time in Tunisia. These results come enriching the previously reported pathogenic mutations in LS families. Our study brings new arguments to the interpretation of MMR expression pattern and highlights new risk modifiers genes eventually implicated in CRC. Twins discordance reported in this work underscore that disease penetrance could be influenced by both genetic background and environmental factors. Electronic supplementary material The online version of this article (10.1186/s12967-019-1961-9) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Amira Jaballah-Gabteni
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia. .,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia.
| | - Haifa Tounsi
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Maria Kabbage
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Yosr Hamdi
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Sahar Elouej
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia.,Marseille Medical Genetics, Aix Marseille University, INSERM, Marseille, France
| | - Ines Ben Ayed
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Mouna Medhioub
- Gastroenterology Department, Mohamed Tahar Maamouri Hospital, 8000, Nabeul, Tunisia
| | - Moufida Mahmoudi
- Gastroenterology Department, Mohamed Tahar Maamouri Hospital, 8000, Nabeul, Tunisia
| | - Hamza Dallali
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Hamza Yaiche
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Nadia Ben Jemii
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Afifa Maaloul
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia
| | - Najla Mezghani
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Sonia Abdelhak
- Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| | - Lamine Hamzaoui
- Gastroenterology Department, Mohamed Tahar Maamouri Hospital, 8000, Nabeul, Tunisia
| | - Mousaddak Azzouz
- Gastroenterology Department, Mohamed Tahar Maamouri Hospital, 8000, Nabeul, Tunisia
| | - Samir Boubaker
- Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, Tunis, Tunisia.,Laboratory of Biomedical Genomics and Oncogenetics, Institut Pasteur de Tunis, Tunis EL Manar University, Tunis, Tunisia
| |
Collapse
|
7
|
Shiao SPK, Grayson J, Yu CH. Gene-Metabolite Interaction in the One Carbon Metabolism Pathway: Predictors of Colorectal Cancer in Multi-Ethnic Families. J Pers Med 2018; 8:E26. [PMID: 30082654 PMCID: PMC6164460 DOI: 10.3390/jpm8030026] [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] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Revised: 07/14/2018] [Accepted: 08/01/2018] [Indexed: 02/07/2023] Open
Abstract
For personalized healthcare, the purpose of this study was to examine the key genes and metabolites in the one-carbon metabolism (OCM) pathway and their interactions as predictors of colorectal cancer (CRC) in multi-ethnic families. In this proof-of-concept study, we included a total of 30 participants, 15 CRC cases and 15 matched family/friends representing major ethnic groups in southern California. Analytics based on supervised machine learning were applied, with the target variable being specified as cancer, including the ensemble method and generalized regression (GR) prediction. Elastic Net with Akaike's Information Criterion with correction (AICc) and Leave-One-Out cross validation GR methods were used to validate the results for enhanced optimality, prediction, and reproducibility. The results revealed that despite some family members sharing genetic heritage, the CRC group had greater combined gene polymorphism-mutations than the family controls (p < 0.1) for five genes including MTHFR C677T, MTHFR A1298C, MTR A2756G, MTRR A66G, and DHFR 19bp. Blood metabolites including homocysteine (7 µmol/L), methyl-folate (40 nmol/L) with total gene mutations (≥4); age (51 years) and vegetable intake (2 cups), and interactions of gene mutations and methylmalonic acid (MMA) (400 nmol/L) were significant predictors (all p < 0.0001) using the AICc. The results were validated by a 3% misclassification rate, AICc of 26, and >99% area under the receiver operating characteristic curve. These results point to the important roles of blood metabolites as potential markers in the prevention of CRC. Future intervention studies can be designed to target the ways to mitigate the enzyme-metabolite deficiencies in the OCM pathway to prevent cancer.
Collapse
Affiliation(s)
- S Pamela K Shiao
- Medical College of Georgia, Augusta University, Augusta, GA 30912, USA.
| | - James Grayson
- Hull College of Business, Augusta University, Augusta, GA 30912, USA.
| | - Chong Ho Yu
- Department of Psychology, Azusa Pacific University, Azusa, CA 91702, USA.
| |
Collapse
|
8
|
Shiao SPK, Grayson J, Lie A, Yu CH. Personalized Nutrition-Genes, Diet, and Related Interactive Parameters as Predictors of Cancer in Multiethnic Colorectal Cancer Families. Nutrients 2018; 10:nu10060795. [PMID: 29925788 PMCID: PMC6024706 DOI: 10.3390/nu10060795] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 06/13/2018] [Accepted: 06/19/2018] [Indexed: 01/04/2023] Open
Abstract
To personalize nutrition, the purpose of this study was to examine five key genes in the folate metabolism pathway, and dietary parameters and related interactive parameters as predictors of colorectal cancer (CRC) by measuring the healthy eating index (HEI) in multiethnic families. The five genes included methylenetetrahydrofolate reductase (MTHFR) 677 and 1298, methionine synthase (MTR) 2756, methionine synthase reductase (MTRR 66), and dihydrofolate reductase (DHFR) 19bp, and they were used to compute a total gene mutation score. We included 53 families, 53 CRC patients and 53 paired family friend members of diverse population groups in Southern California. We measured multidimensional data using the ensemble bootstrap forest method to identify variables of importance within domains of genetic, demographic, and dietary parameters to achieve dimension reduction. We then constructed predictive generalized regression (GR) modeling with a supervised machine learning validation procedure with the target variable (cancer status) being specified to validate the results to allow enhanced prediction and reproducibility. The results showed that the CRC group had increased total gene mutation scores compared to the family members (p < 0.05). Using the Akaike’s information criterion and Leave-One-Out cross validation GR methods, the HEI was interactive with thiamine (vitamin B1), which is a new finding for the literature. The natural food sources for thiamine include whole grains, legumes, and some meats and fish which HEI scoring included as part of healthy portions (versus limiting portions on salt, saturated fat and empty calories). Additional predictors included age, as well as gender and the interaction of MTHFR 677 with overweight status (measured by body mass index) in predicting CRC, with the cancer group having more men and overweight cases. The HEI score was significant when split at the median score of 77 into greater or less scores, confirmed through the machine-learning recursive tree method and predictive modeling, although an HEI score of greater than 80 is the US national standard set value for a good diet. The HEI and healthy eating are modifiable factors for healthy living in relation to dietary parameters and cancer prevention, and they can be used for personalized nutrition in the precision-based healthcare era.
Collapse
Affiliation(s)
- S Pamela K Shiao
- College of Nursing and Medical College of Georgia, Augusta University, Augusta, GA 30912, USA.
| | - James Grayson
- Hull College of Business, Augusta University, Augusta, GA 30912, USA.
| | - Amanda Lie
- Citrus Valley Health Partners, Foothill Presbyterian Hospital, Glendora, CA 91741, USA.
| | - Chong Ho Yu
- School of Business, University of Phoenix, Pasadena, CA 91101, USA.
| |
Collapse
|
9
|
Predictors of the Healthy Eating Index and Glycemic Index in Multi-Ethnic Colorectal Cancer Families. Nutrients 2018; 10:nu10060674. [PMID: 29861441 PMCID: PMC6024360 DOI: 10.3390/nu10060674] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Revised: 05/22/2018] [Accepted: 05/24/2018] [Indexed: 12/13/2022] Open
Abstract
For personalized nutrition in preparation for precision healthcare, we examined the predictors of healthy eating, using the healthy eating index (HEI) and glycemic index (GI), in family-based multi-ethnic colorectal cancer (CRC) families. A total of 106 participants, 53 CRC cases and 53 family members from multi-ethnic families participated in the study. Machine learning validation procedures, including the ensemble method and generalized regression prediction, Elastic Net with Akaike’s Information Criterion with correction and Leave-One-Out cross validation methods, were applied to validate the results for enhanced prediction and reproducibility. Models were compared based on HEI scales for the scores of 77 versus 80 as the status of healthy eating, predicted from individual dietary parameters and health outcomes. Gender and CRC status were interactive as additional predictors of HEI based on the HEI score of 77. Predictors of HEI 80 as the criterion score of a good diet included five significant dietary parameters (with intake amount): whole fruit (1 cup), milk or milk alternative such as soy drinks (6 oz), whole grain (1 oz), saturated fat (15 g), and oil and nuts (1 oz). Compared to the GI models, HEI models presented more accurate and fitted models. Milk or a milk alternative such as soy drink (6 oz) is the common significant parameter across HEI and GI predictive models. These results point to the importance of healthy eating, with the appropriate amount of healthy foods, as modifiable factors for cancer prevention.
Collapse
|
10
|
Shiao SPK, Grayson J, Yu CH, Wasek B, Bottiglieri T. Gene Environment Interactions and Predictors of Colorectal Cancer in Family-Based, Multi-Ethnic Groups. J Pers Med 2018; 8:E10. [PMID: 29462916 PMCID: PMC5872084 DOI: 10.3390/jpm8010010] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2017] [Revised: 02/14/2018] [Accepted: 02/14/2018] [Indexed: 12/11/2022] Open
Abstract
For the personalization of polygenic/omics-based health care, the purpose of this study was to examine the gene-environment interactions and predictors of colorectal cancer (CRC) by including five key genes in the one-carbon metabolism pathways. In this proof-of-concept study, we included a total of 54 families and 108 participants, 54 CRC cases and 54 matched family friends representing four major racial ethnic groups in southern California (White, Asian, Hispanics, and Black). We used three phases of data analytics, including exploratory, family-based analyses adjusting for the dependence within the family for sharing genetic heritage, the ensemble method, and generalized regression models for predictive modeling with a machine learning validation procedure to validate the results for enhanced prediction and reproducibility. The results revealed that despite the family members sharing genetic heritage, the CRC group had greater combined gene polymorphism rates than the family controls (p < 0.05), on MTHFR C677T, MTR A2756G, MTRR A66G, and DHFR 19 bp except MTHFR A1298C. Four racial groups presented different polymorphism rates for four genes (all p < 0.05) except MTHFR A1298C. Following the ensemble method, the most influential factors were identified, and the best predictive models were generated by using the generalized regression models, with Akaike's information criterion and leave-one-out cross validation methods. Body mass index (BMI) and gender were consistent predictors of CRC for both models when individual genes versus total polymorphism counts were used, and alcohol use was interactive with BMI status. Body mass index status was also interactive with both gender and MTHFR C677T gene polymorphism, and the exposure to environmental pollutants was an additional predictor. These results point to the important roles of environmental and modifiable factors in relation to gene-environment interactions in the prevention of CRC.
Collapse
Affiliation(s)
- S Pamela K Shiao
- College of Nursing and Medical College of Georgia, Augusta University, Augusta, GA 30912, USA.
| | - James Grayson
- College of Business, Augusta University, Augusta, GA 30912, USA.
| | - Chong Ho Yu
- University of Phoenix, Pasadena, CA 91101, USA.
| | - Brandi Wasek
- Center of Metabolomics, Institute of Metabolic Disease, Baylor Scott & White Research Institute, Dallas, TX 75226, USA.
| | - Teodoro Bottiglieri
- Center of Metabolomics, Institute of Metabolic Disease, Baylor Scott & White Research Institute, Dallas, TX 75226, USA.
| |
Collapse
|
11
|
Vrieling A, Visser A, Hoedjes M, Hurks M, Gómez García E, Hoogerbrugge N, Kampman E. Increasing awareness and knowledge of lifestyle recommendations for cancer prevention in Lynch syndrome carriers: Randomized controlled trial. Clin Genet 2017. [DOI: 10.1111/cge.13076] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- A. Vrieling
- Radboud Institute for Health Sciences; Radboud university medical center; Nijmegen The Netherlands
| | - A. Visser
- Radboud Institute for Health Sciences; Radboud university medical center; Nijmegen The Netherlands
| | - M. Hoedjes
- Department of Health Sciences; VU Amsterdam; Amsterdam The Netherlands
| | - M. Hurks
- Radboud Institute for Health Sciences; Radboud university medical center; Nijmegen The Netherlands
| | - E. Gómez García
- Department of Clinical Genetics; Maastricht University Medical Center; Maastricht The Netherlands
| | - N. Hoogerbrugge
- Department of Clinical Genetics; Maastricht University Medical Center; Maastricht The Netherlands
| | - E. Kampman
- Radboud Institute for Health Sciences; Radboud university medical center; Nijmegen The Netherlands
- Division of Human Nutrition; Wageningen University; Wageningen The Netherlands
| |
Collapse
|