Literature DB >> 28716792

Influence of family history on the willingness of outpatients to undergo genetic testing for salt-sensitive hypertension: a cross-sectional study.

Taro Takeshima1, Masanobu Okayama1,2, Ryusuke Ae3, Masanori Harada4, Eiji Kajii1.   

Abstract

OBJECTIVES: It is unclear whether family medical history influences the willingness to undergo genetic testing. This study aimed to determine how family history affected the willingness to undergo genetic testing for salt-sensitive hypertension in patients with and without hypertension.
DESIGN: Cross-sectional study using a self-administered questionnaire.
SETTING: Six primary care clinics and hospitals in Japan. PARTICIPANTS: Consecutive 1705 outpatients aged >20 years, 578 of whom had hypertension. PRIMARY AND SECONDARY OUTCOME MEASURES: The primary outcome variable was the willingness to undergo genetic testing to determine the risk of salt-sensitive hypertension, and the secondary variables were age, sex, education level, family history and concerns about hypertension. Factors associated with a willingness to undergo genetic testing were evaluated in patients with and without hypertension using a logistic regression model.
RESULTS: In the hypertension and non-hypertension groups, 323 (55.9%) and 509 patients (45.2%), respectively, were willing to undergo genetic testing. This willingness was related with a high level of education (adjusted OR (ad-OR): 1.81, 95% CI 1.12 to 2.93), family history of stroke (1.55, 1.04 to 2.31) and concerns about hypertension (2.04, 1.27 to 3.28) in the hypertension group, whereas in the non-hypertension group, it was influenced by education level (ad-OR: 1.45, 95% CI 1.13 to 1.86), family history of hypertension (1.52, 1.17 to 1.98) and concerns about hypertension (2.03, 1.53 to 2.68).
CONCLUSIONS: The influence of family history on the willingness to undergo genetic testing for risk of salt-sensitivity hypertension differed between participants with and without hypertension. In particular, participants without hypertension wished to know their likelihood of developing hypertension, whereas those with hypertension were interested to know the risk of stroke (a complication of hypertension). Family history could help better counsel patients about genetic testing on the basis of their medical history. © Article author(s) (or their employer(s) unless otherwise stated in the text of the article) 2017. All rights reserved. No commercial use is permitted unless otherwise expressly granted.

Entities:  

Keywords:  family history; genetic testing; hypertension

Mesh:

Substances:

Year:  2017        PMID: 28716792      PMCID: PMC5541584          DOI: 10.1136/bmjopen-2017-016322

Source DB:  PubMed          Journal:  BMJ Open        ISSN: 2044-6055            Impact factor:   2.692


Logistic regression analyses were performed to examine the associations between family history and willingness to undergo genetic testing in patients with and without hypertension. The generalisability of the results may not extend to non-Japanese populations. This study used self-reported data, which might have introduced information bias. Unidentified confounding factors may have affected the association between the willingness to undergo genetic testing and family medical history.

Introduction

Family history is the most important tool in diagnosing and assessing risk in medical genetics, and it serves as a critical element in the use of predictive genetic testing in primary care.1 In particular, a family history of hypertension is significantly associated with primary hypertension.2–4 Although knowledge of patient genetics is useful in making decisions regarding treatment, patients are often ill prepared for such tests.5 Nevertheless, when patients with chronic disease seek information on their genetics or genetic testing, their general practitioner should provide such information.5 The recent completion of the human genome project and the current research on single nucleotide polymorphisms led to the identification of genetic mutations that increase the risk of common diseases such as cardiovascular disease, diabetes and cancer.6 Moreover, direct-to-consumer genetic testing services provided by private companies are rapidly gaining popularity.7 However, consumers have concerns regarding possible adverse consequences of genetic testing, particularly privacy issues and discrimination in health insurance and employment.8 Furthermore, because the clinical outcome of genomic medicine interventions for common chronic diseases is still unclear, physicians also have misgivings regarding genetic testing and seem reluctant to recommend it.8 Typically, prospective users are worried about the onset of diseases such as breast cancer and ovarian cancer.9 10 Genetic testing has merits and demerits in this regard; despite the predictive capability, it is limited in terms of clinical validity and has unknown clinical utility.11 12 The prerequisites of the use of genetic testing for primary care include understanding the current limitations of this approach and possible consequences of its commercial over-the-counter application; the primary care team may identify those who they believe will benefit from further discussion about their family history.13 Several gene polymorphisms associated with salt-sensitive hypertension have been identified.14–16 Patients with these genetic factors are likely to develop hypertension from excessive salt intake.14 Moreover, hypertension is a risk factor for stroke and myocardial infarction.17–19 We previously reported that family history of hypertension was an independent factor positively related to the willingness of outpatients to undergo genetic testing for salt-sensitive hypertension.20 However, the effects of family history might differ in patients with and without hypertension. In this study, we evaluated the association between family history and willingness to undergo genetic testing for salt-sensitive hypertension in patients with and without hypertension; we expect that the results of this study could help respond to the misgivings of physicians and help them to deal appropriately with family history information during genetic counselling.

Methods

Study design

This was a cross-sectional study that used a self-administered questionnaire.

Participants and settings

We enrolled consecutive outpatients aged >20 years who visited the primary care departments of four clinics and two small hospitals in Japan.

Measurements

We collected data during 2-week periods at each clinic or hospital between September 2009 and February 2010. The patients received the questionnaire from research assistants at reception and answered it in the waiting room after being informed that they could decline participation without incurring any penalty and that they would not be remunerated for participation. Whether patients answered the questionnaire was not revealed to the primary care physicians. The questionnaire included questions on the patient’s age, sex, education level, family and personal medical history (with regard to hypertension, diabetes mellitus, stroke and myocardial infarction), body mass index (BMI), concerns pertaining to hypertension and diabetes mellitus (‘Do you worry about developing hypertension?’ and ‘Do you worry about developing diabetes mellitus?’, respectively), salt preferences (‘Do you prefer salty foods?’), current lifestyle (smoking, drinking, regular exercise and reduced salt intake) and willingness to undergo genetic testing for salt-sensitive hypertension (‘Would you prefer to undergo a genetic test to determine whether you are genetically predisposed to hypertension due to excessive salt intake?’). We provided a description of the genetic test for salt-sensitive hypertension (‘This test examines the presence of the salt-sensitive gene that tends to cause salt retention in the body, leading to hypertension.’) but no additional information.

Statistical analysis

We divided the participants into two groups, with and without hypertension, based on the presence of hypertension in the self-reported medical history. Before descriptive analysis, participants were divided into three categories by age (<50, 50–64 and ≥65 years). Obesity was defined as a BMI >25 kg/m2, according to the criteria of obesity in Japan and Asia-Oceania.21 Continuous data for age are expressed as mean±SD, and categorical data for all other variables are expressed as proportions. For testing, t-tests and χ2 tests were used to compare age and proportions of participants between the groups with and without hypertension, respectively. Logistic regression analyses were conducted to determine factors related to the willingness to undergo genetic testing for each patient. For these analyses, the patients were divided dichotomously in two groups on the basis of age (≥50 years and <50 years). Patients who had graduated from a college or university were classified into the higher education group, while all others were classified into the non-higher education group. In univariate analysis, crude ORs and 95% CIs were calculated for age, sex, education level, occupation, family medical history, personal medical history, obesity, concerns about hypertension and diabetes mellitus and salt preferences. Adjusted ORs (ad-ORs; 95% CI) were then calculated by adjusting for variables that were significantly associated in the univariate analyses. The significance threshold was set at 0.05. Statistical analysis was performed using STATA/SE, V.11.2.

Ethics

The Bioethics Committee of Jichi Medical University approved this study.

Results

Of the 2237 outpatients, 1705 (76.2% response rate) completed the questionnaire and were included in the study. Mean age of all participants was 57.5±17.6 years (males: 607; 35.6%). The numbers of participants with and without hypertension were 578 (33.9%) and 1127 (66.1%), respectively; 323 (55.9%) participants with hypertension and 509 (45.2%) participants without hypertension were willing to undergo genetic testing. The mean age differed between the two groups (with hypertension: 69.6±12.4 years; without hypertension: 51.3±16.6 years). Similarly, the proportions with and without hypertension differed according to age; education level; family history of hypertension and stroke; medical history of diabetes, stroke and myocardial infarction; presence of obesity; concerns about hypertension and diabetes; current smoking and drinking; regular exercise; reduced salt intake; and desire to undergo a genetic test differed significantly between the groups (table 1).
Table 1

Characteristics of participants who completed the questionnaire (n=1705)

No hypertensionHypertensionp Value
(n=1127)(n=578)
Age (years), mean±SD51.3±16.669.6±12.4<0.001
 <50548 (48.6)40 (6.9)<0.001
 50–64301 (26.7)145 (25.1)
 ≥65278 (24.7)393 (68.0)
Sex0.083
 Male385 (34.2)222 (38.4)
 Female742 (65.8)356 (61.6)
Education
 Elementary school39 (3.5)71 (12.3)<0.001
 Junior high school210 (18.6)198 (34.3)
 High school435 (38.6)208 (36.0)
 College310 (27.5)65 (11.2)
 University133 (11.8)36 (6.2)
Family history
 Hypertension361 (32.0)291 (50.3)<0.001
 Diabetes mellitus173 (15.4)70 (12.1)0.070
 Stroke151 (13.4)146 (25.3)<0.001
 Myocardial infarction91 (8.1)57 (9.9)0.22
Medical history
 Diabetes78 (6.9)110 (19.0)<0.001
 Stroke11 (1.0)22 (3.8)<0.001
 Myocardial infarction17 (1.5)22 (3.8)0.003
Physical examination findings
 Obesity (BMI >25 kg/m2)177 (15.7)159 (27.5)<0.001
Concerns about
 Hypertension432 (38.3)489 (84.6)<0.001
 Diabetes500 (44.4)297 (51.4)0.004
Individual preferences
 Salt preference638 (56.6)351 (60.7)0.10
Current lifestyle
 Smoking204 (18.1)64 (11.1)<0.001
 Drinking477 (42.3)209 (36.2)0.014
 Regular exercise376 (33.4)288 (49.8)<0.001
 Reduced salt intake504 (44.7)421 (72.8)<0.001
Attitude towards genetic testing
 Willingness to undergo509 (45.2)323 (55.9)<0.001

Data are presented as N (%) or mean±SD.

BMI, body mass index.

Characteristics of participants who completed the questionnaire (n=1705) Data are presented as N (%) or mean±SD. BMI, body mass index. In the univariate analysis, the factors associated with a willingness to undergo genetic testing for participants without hypertension were higher education (crude OR, 1.43; 95% CI 1.13 to 1.82), a family history of hypertension (crude OR: 1.72; 95% CI 1.34 to 2.21) and concerns about hypertension (crude OR, 2.21; 95% CI 1.73 to 2.82) or diabetes mellitus (crude OR, 1.47; 95% CI 1.16 to 1.87) (table 2).
Table 2

Univariate analysis of associations between measured variables and willingness to undergo a genetic test in patients without hypertension

WillingNot willing
(n=509) (%)(n=618) (%)OR95% CIp
Age, years
 ≥50275 (54.0)304 (49.2)1.21(0.96 to 1.54)0.11
Sex
 Male166 (32.6)219 (35.4)0.88(0.69 to 1.13)0.32
Education
 Higher (at least college)224 (44.0)219 (35.4)1.43(1.13 to1.82)0.003
Family history
 Hypertension196 (38.5)165 (26.7)1.72(1.34 to 2.21)<0.001
 Diabetes mellitus81 (15.9)92 (14.9)1.08(0.78 to 1.50)0.63
 Stroke76 (14.9)75 (12.1)1.27(0.90 to 1.79)0.17
 Myocardial infarction39 (7.7)52 (8.4)0.90(0.59 to 1.39)0.64
Medical history
 Diabetes41 (8.1)37 (6.0)1.38(0.87 to2.17)0.17
 Stroke8 (1.6)3 (0.5)3.27(0.78 to 19.24)0.065*
 Myocardial infarction7 (1.4)10 (1.6)0.85(0.33 to 2.17)0.74
Physical findings
 Obesity (BMI >25 kg/m2)82 (16.1)95 (15.4)1.06(0.77 to 1.46)0.73
Concerns about
 Hypertension247 (48.5)185 (29.9)2.21(1.73 to 2.82)<0.001
 Diabetes253 (49.7)247 (40.0)1.47(1.16 to 1.87)0.001
Individual preferences
 Salt preference300 (58.9)338 (54.7)1.19(0.94 to 1.51)0.15
Current lifestyle
 Smoking83 (16.3)121 (19.6)0.80(0.59 to 1.09)0.16
 Drinking222 (43.6)255 (41.3)1.10(0.87 to 1.40)0.43
 Regular exercise169 (33.2)207 (33.5)0.99(0.77 to 1.27)0.92
 Reduced salt intake230 (45.2)274 (44.3)1.03(0.82 to 1.31)0.78

*Fisher’s exact test.

BMI, body mass index.

Univariate analysis of associations between measured variables and willingness to undergo a genetic test in patients without hypertension *Fisher’s exact test. BMI, body mass index. In participants with hypertension, such factors were higher education (crude OR, 2.11; 95% CI 1.33 to 3.35), a family history of hypertension (crude OR, 1.50; 95% CI 1.08 to 2.09) or stroke (crude OR, 1.60; 95% CI 1.09 to 2.36) and concerns about hypertension (crude OR, 2.34; 95% CI 1.47 to 3.71) (table 3).
Table 3

Univariate analyses of associations between measured variables and willingness to undergo a genetic test in patients with hypertension

WillingnessNo willingness
(n=323) (%)(n=255) (%)OR95% CIp
Age, years
 ≥50299 (92.6)239 (93.7)0.83(0.44 to 1.59)0.59
Sex
 Male125 (38.7)97 (38.0)1.03(0.73 to 1.44)0.87
Education
 Higher (at least college)71 (22.0)30 (11.8)2.11(1.33 to 3.35)0.001
Family history
 Hypertension177 (54.8)114 (44.7)1.50(1.08 to 2.09)0.016
 Diabetes mellitus39 (12.1)31 (12.2)0.99(0.60 to 1.64)0.98
 Stroke94 (29.1)52 (20.4)1.60(1.09 to 2.36)0.017
 Myocardial infarction35 (10.8)22 (8.6)1.29(0.74 to 2.24)0.38
Medical history
 Diabetes56 (17.3)54 (21.2)0.78(0.52 to 1.18)0.24
 Stroke13 (4.0)9 (3.5)1.15(0.49 to 2.66)0.76
 Myocardial infarction13 (4.0)9 (3.5)1.15(0.49 to 2.66)0.76
Physical findings
 Obesity (BMI >25 kg/m2)95 (29.4)64 (25.1)1.24(0.86 to 1.80)0.25
Concerns about
 Hypertension289 (89.5)200 (78.4)2.34(1.47 to 3.71)<0.001
 Diabetes176 (54.5)121 (47.5)1.33(0.95 to 1.84)0.097
Individual preferences
 Salt preference206 (63.8)145 (56.9)1.34(0.95 to 1.87)0.15
Current lifestyle
 Smoking39 (12.1)25 (9.8)1.26(0.75 to 2.14)0.39
 Drinking118 (36.5);91 (35.7)1.04(0.74 to 1.46)0.83
 Regular exercise159 (49.2)129 (50.6)0.95(0.68 to 1.31)0.75
 Reduced salt intake236 (73.1)185 (72.5)1.03(0.71 to 1.48)0.89

BMI, body mass index.

Univariate analyses of associations between measured variables and willingness to undergo a genetic test in patients with hypertension BMI, body mass index. Multivariate logistic regression analysis (table 4) revealed that higher education (ad-OR, 1.45; 95% CI 1.13 to 1.86), a family history of hypertension (ad-OR, 1.52; 95% CI 1.17 to 1.98) and concerns about hypertension (ad-OR, 2.03; 95% CI 1.53 to 2.68) were the factors independently associated with the willingness to undergo genetic testing in participants without hypertension, whereas in those with hypertension such factors were higher education (ad-OR, 1.81; 95% CI 1.12 to 2.93), a family history of stroke (ad-OR: 1.55; 95% CI 1.04 to 2.31) and concerns about hypertension (ad-OR, 2.04; 95% CI 1.27 to 3.28).
Table 4

Multivariate analysis of associations between family history and willingness to undergo genetic testing

Participants without hypertensionParticipants with hypertension
Ad-OR95% CIpAd-OR95% CIp
Education
Higher (at least college)1.45(1.13–1.86)0.0031.81(1.12 to 2.93)0.015
Family history
Hypertension 1.52 (1.17–1.98) 0.001 1.25(0.88 to 1.76)0.21
Stroke 1.55 (1.04 to 2.31) 0.031
Concerns about
Hypertension2.03(1.53–2.68)<0.0012.04(1.27 to 3.28)0.003
Diabetes1.10(0.83–1.44)0.51

Bold font indicates significantly different between groups.

Ad-OR, adjusted OR.

Multivariate analysis of associations between family history and willingness to undergo genetic testing Bold font indicates significantly different between groups. Ad-OR, adjusted OR.

Discussion

This study shows that a willingness to undergo genetic testing is affected by family history of stroke and hypertension in individuals with and without hypertension, respectively, demonstrating a difference in the motivation to undergo genetic testing for salt-sensitive hypertension between these two groups. Furthermore, we found that the extent of distress regarding developing an illness depends on the present stage of the disease. Physicians should be aware of this dependence and should provide care accordingly. Higher education and anxiety related to hypertension were independently associated with a willingness to undergo genetic testing irrespective of the presence of hypertension. Similarly, a previous study demonstrated that people with college or graduate education had higher awareness of the breast cancer genes BRCA1 and BRCA2 and of tests for these genes.22 Furthermore, higher knowledge level and education showed significant positive correlations with interest in and awareness of breast cancer and ovarian cancer genetic testing.23 24 Higher education (postcollege education) is also significantly associated with concerns related with consumer genetic testing.25 Similar to a previous study demonstrating that worry about bowel cancer was a significant factor motivating patients to undergo DNA tests for colorectal cancer,26 our study revealed that concerns related to hypertension were significantly associated with the willingness to undergo genetic testing. These results suggest that higher education and a higher level of related anxiety increase the willingness to undergo genetic testing. Higher education does not always lead to better understanding of the disease27 but may help to more easily understand the limitations of genetic testing. In contrast, those with hypertension seem to have better understanding of the disease because they make efforts to reduce salt intake, stop smoking, refrain from alcohol and engage in regular exercise more than those without hypertension (table 1). Therefore, physicians should consider the extent of a patient’s awareness and distress when disclosing the results of genetic tests for salt-sensitive hypertension. Family history of hypertension was associated with a willingness to undergo genetic testing in patients without hypertension. A previous study reported a similar result; women with a family history of breast cancer had a very high interest in genetic testing for BRCA1 and BRCA2 mutations.9 Family history of ovarian cancer also motivated patients to become aware of genetic testing such as that for BRCA.10 Fortunately, salt restriction reduces blood pressure and prevents cardiovascular events.28 29 Therefore, primary care physicians should emphasise the importance of salt restriction when introducing methods for prevention of hypertension to patients. Family history of stroke was associated with a willingness to undergo genetic testing in patients with hypertension. In previous studies, we did not find evidence supporting an association between genetic predisposition and the onset of the disease for which genetic testing was performed. Hypertension is a well-known risk factor for stroke.17 Accordingly, such patients worry about the possibility of stroke in the future. In contrast, although hypertension is also a risk factor for myocardial infarction,18 there was no significant association between family history of myocardial infarction and willingness to undergo genetic testing in this study. In this regard, the incidence of stroke in Japan is four times higher than that of myocardial infarction.30–32 Hence, patients might be more concerned about stroke than about myocardial infarction. Primary care physicians should take into account possible anxiety about the risk of stroke, while counselling patients with hypertension and should not emphasise on only risk of stroke due to the salt-sensitive hypertension. A population-based nationwide campaign might help to successfully reduce dietary sodium intake and prevent cardiovascular events.33 There are several limitations to this study. First, since all the participants were Japanese, the generalisability of the results may not extend to non-Japanese populations. Mortality from myocardial infarction or stroke differ between populations17 34; the cumulative mortality from heart diseases is lower in Japan than in the USA and other Western countries.30 Family history of myocardial infarction might be associated with a willingness to undergo genetic testing in countries with a high incidence of myocardial infarction. Actually, a population-based survey in the UK showed that respondents with a family history of heart disease were more interested in genetic testing for heart disease than those without.35 Further studies should be conducted to verify this. Second, this study used self-reported data, which might have introduced information bias. For example, it is possible that family history was not correctly reported by less educated patients. Patients are often not well informed about family medical history, and the use of family history in adult primary care has been limited owing to multiple substantive barriers.1 Third, the patient characteristics used in this study were selected on the basis of previous studies that identified factors associated with a willingness to undergo genetic testing.24 36–38 However, unidentified confounding factors may have affected the association between a willingness of undergo genetic testing and family medical history.

Conclusions

The effect of family history on the willingness to undergo genetic testing for salt-sensitive hypertension depended on whether the individual already had hypertension. Thus, participants without hypertension wished to know the likelihood of developing hypertension in the future, whereas participants with hypertension were interested in knowing their risk of stroke (a complication of hypertension). Family history may be useful when counselling patients about genetic testing on the basis of their medical history.
  38 in total

Review 1.  Genetics of essential hypertension: from families to genes.

Authors:  Cristina Barlassina; Chiara Lanzani; Paolo Manunta; Giuseppe Bianchi
Journal:  J Am Soc Nephrol       Date:  2002-11       Impact factor: 10.121

Review 2.  Reconsidering the family history in primary care.

Authors:  Eugene C Rich; Wylie Burke; Caryl J Heaton; Susanne Haga; Linda Pinsky; M Priscilla Short; Louise Acheson
Journal:  J Gen Intern Med       Date:  2004-03       Impact factor: 5.128

3.  'Over-the-counter' genetic testing: what does it really mean for primary care?

Authors:  Imran Rafi; Nadeem Qureshi; Anneke Lucassen; Michael Modell; Frances Elmslie; Joe Kai; Maggie Kirk; Nigel Starey; Sheila Goff; Paul Brennan; Shirley Hodgson
Journal:  Br J Gen Pract       Date:  2009-04       Impact factor: 5.386

4.  The GNB3 C825T polymorphism and essential hypertension: a meta-analysis of 34 studies including 14,094 cases and 17,760 controls.

Authors:  Pantelis G Bagos; Antigoni L Elefsinioti; Georgios K Nikolopoulos; Stavros J Hamodrakas
Journal:  J Hypertens       Date:  2007-03       Impact factor: 4.844

5.  Projected effect of dietary salt reductions on future cardiovascular disease.

Authors:  Kirsten Bibbins-Domingo; Glenn M Chertow; Pamela G Coxson; Andrew Moran; James M Lightwood; Mark J Pletcher; Lee Goldman
Journal:  N Engl J Med       Date:  2010-01-20       Impact factor: 91.245

6.  Public interest in genetic testing for susceptibility to heart disease and cancer: a population-based survey in the UK.

Authors:  Saskia C Sanderson; Jane Wardle; Martin J Jarvis; Steve E Humphries
Journal:  Prev Med       Date:  2004-09       Impact factor: 4.018

7.  Demographic study of first-ever stroke and acute myocardial infarction in Okinawa, Japan.

Authors:  Y Kimura; S Takishita; H Muratani; K Kinjo; Y Shinzato; A Muratani; K Fukiyama
Journal:  Intern Med       Date:  1998-09       Impact factor: 1.271

Review 8.  Salt sensitivity of Japanese from the viewpoint of gene polymorphism.

Authors:  Tomohiro Katsuya; Kazuhiko Ishikawa; Ken Sugimoto; Hiromi Rakugi; Toshio Ogihara
Journal:  Hypertens Res       Date:  2003-07       Impact factor: 3.872

9.  Impact of elevated blood pressure on mortality from all causes, cardiovascular diseases, heart disease and stroke among Japanese: 14 year follow-up of randomly selected population from Japanese -- Nippon data 80.

Authors:  Minoru Lida; Kazuo Ueda; Akira Okayama; Kazunori Kodama; Koryo Sawai; Shiego Shibata; Shigemichi Tanaka; Teine Keijnkai; Hiroshi Horibe; Masumi Minowa; Hiroshi Yanagawa; Tsutomu Hashimoto
Journal:  J Hum Hypertens       Date:  2003-12       Impact factor: 3.012

10.  Primary care patient willingness for genetic testing for salt-sensitive hypertension: a cross sectional study.

Authors:  Masanobu Okayama; Taro Takeshima; Ryusuke Ae; Masanori Harada; Eiji Kajii
Journal:  BMC Fam Pract       Date:  2013-10-09       Impact factor: 2.497

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1.  High salt induced hypertension leads to cognitive defect.

Authors:  Cui-Ping Guo; Zhen Wei; Fang Huang; Min Qin; Xing Li; Yu-Man Wang; Qun Wang; Jian-Zhi Wang; Rong Liu; Bin Zhang; Hong-Lian Li; Xiao-Chuan Wang
Journal:  Oncotarget       Date:  2017-09-27

2.  BMI mediates the association of family medical history with self-reported hypertension and diabetes among older adults: Evidence from baseline wave of the longitudinal aging study in India.

Authors:  T Muhammad; C V Irshad; S Irudaya Rajan
Journal:  SSM Popul Health       Date:  2022-07-19
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