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Table 1 The characteristics of the included studies

From: Frailty and risks of all-cause and cause-specific death in community-dwelling adults: a systematic review and meta-analysis

Study

Study location

Follow-up, years

Mean age, years

Sample size

Deaths

Frailty assessment

Outcome assessment

Adjustment factors

Mak et al., 2021 [25]

U. K.

0.6

67.6

T 410199

W 226018

M 184181

All-cause 3186

COVID-19514

FP: Frail

Prefrail

Non-frail

FI: Frail (> 0.21)

Least fit (0.1–0.21)

Less fit (0.03–0.1)

Relatively fit (≤0.03)

Death registry

age, sex

Gilmour et al., 2021 [35]

Canada

3–5

74

T 29302

W 16724

M 12578

All-cause 3540

CVD NA

Cancer NA

Respiratory illness NA

FI: Most frail (≥ 0.45)

Moderately frail (0.21–0.45)

Prefrail (0.10–0.21)

Robust (≤ 0.10)

Vital Statistics Database

age, sex, alcohol use in the past 12 months (regular, occasional, never), smoking (current, former, never), household education, marital status, living arrangements

Lohman et al., 2020 [26]

U. S.

5.9

73.8

T 10490

All-cause 2148

CVD 738

Dementia 131

Cancer 490

Respiratory illness 265

FP: Frail

Prefrail

Non-frail

National Death Index

age, race, sex, years of education, marital status, cognitive score, smoking status, number of chronic health conditions, number of ADL limitations, history of heart disease, cancer, diabetes, respiratory disease, or cerebrovascular disease/stroke

Hoogendijk et al., 2020 [46]

Italy

6

75.2

T 1129

W 642

M 487

All-cause 267

CVD 128

FI:0.01

Death registry

age, sex, partner status, educational level, smoking

Farooqi et al., 2020 [37]

Canada

3.2

70.8

T 154696

W 57238

M 97548

All-cause 15,067

CVD 9432

FI: Frail (> 0.21)

Prefrail (0.1–0.21)

Non-frail (≤0.1)

Standard case report forms

age, sex, ethnicity, smoking history, history of myocardial infarction, stroke, heart failure, diabetes mellitus, hypertension, peripheral arterial disease, elevated BMI, high cholesterol

Fan et al., 2020 [27]

China

10·8

52·0

T 512723

W 302521

M 210202

All-cause 49,371

CVD 18421

Cancer 15,750

Infection 629

Respiratory illness 4652

FI: Frail (≥ 0.25)

Prefrail (0.1–0.25)

Robust (≤0.1)

Death registry

age, education level, tobacco smoking, alcohol, intake frequency of fresh fruits, vegetables, red meat, family disease history of heart attack, stroke, cancer

Li et al., 2019 [34]

Sweden

17–20

<60

T 42953

W 23029

M 19924

All-cause 12,222

CVD 3270

Cancer 3302

Respiratory illness 1051

FI:0.1

Death registry

attained age as time scale, BMI, years of education, tobacco use status, history of CVD, respiratory diseases, cancer

Grabovac et al., 2019 [28]

Europe

1–12

64.2

T 24634

W 11435

M 13199

All-cause 2557

CVD 905

Cancer 770

Respiratory illness 146

Infection 140

FI: men: Frail (> 3.005)

Prefrail (1.211–3.005)

Robust (< 1.211)

FI: women: Frail (> 2.130)

Prefrail (0.315–2.130)

Robust (< 0.315)

Interview with a proxy (family or household member)

sex, age, education, BMI, smoking, alcohol consumption, numbers of comorbidities

Yuki et al., 2018 [47]

Japan

M:7.7

W:7.9

>70

T 841

W 434

M 407

All-cause 113

CVD 30

Cancer 45

FP: Frail

Prefrail

Non-frail

Death registry

age, sex, percentage body fat, education, total physical activity, total caloric intake, alcohol intake, current smoking status, household income, Epidemiologic Studies Depression Scale score, MMSE score, number of comorbidities

Higueras-Fresnillo et al., 2018 [48]

Spain

14

>70

T 3896

All-cause 1801

CVD 672

FS: Frail

Prefrail

Non-frail

National Death Index

age, sex, educational level, smoking status, alcohol consumption, BMI, waist circumference, MMSE score

Crow et al., 2018 [49]

U. S.

7.98

71.1

T 4984

W 2531

M 2453

All-cause 1901

CVD 521

FP: Frail

Prefrail

Non-frail

National Death Index

age, sex, race, education, smoking, diabetes, heart failure, cancer, coronary artery disease, arthritis

Adabag et al., 2018 [38]

U. S.

9.2

76.4

M 3135

All-cause 1275

CVD 445

FP: Frail

Intermediate stage

Robust

Death certificates/ medical records

site, age, race, smoking and comorbid medical conditions (stroke, diabetes mellitus, hypertension, coronary heart disease, peripheral vascular disease, valvular heart disease, CHF, COPD)

Jiang et al., 2017 [50]

Sweden

30

63.2

T 1477

W 854

M 623

All-cause 975

CVD 347

Cancer 232

Dementia 78

FI: Frail (> 0.21)

Least fit (0.1–0.21)

Less fit (0.03–0.1)

Relatively fit (≤0.03)

Death registry

age, smoking status

Hou et al.,2022 [32]

U.K.

11.23

56.28

T 449971

W 250354

M 199617

All-cause 23,163

FS: Frail

Prefrail

Non-frail

Death registry

age, TDI, income, ethnicity, education level, employment status, smoking, alcohol consumption, healthy diet score, BMI, cholesterol, CRP, HDL, LDL, triglycerides, HbA1c

Baek et al.,2022 [51]

Korea

12

61.7

T 10254

W 5791

M 4463

All-cause 2196

FI: Frail (≥0.25)

Pre-frail (0.1–0.25)

Robust (≤0.1)

Interview with participants

age, marital status, education level, labor status, household income, cigarette smoking, alcohol drinking

Zhang et al.,2021 [15, 52]

China

13

74.74

T 1459

W 750

M 709

All-cause 938

FI: Frail

Non-frail

Interview with a proxy (family or neighborhood)

age, sex, chronic diseases (hypertension, diabetes, heart disease, COPD)

Wang et al.,2021 [53]

China

4.58

85.8

T 13859

W 7607

M 6252

All-cause NA

FP: Frail

Prefrail

Robust

Structured interview

education, household income, smoke status, comorbidity count at baseline

Shi et al.,2021 [54]

China

11

72.05

T 1246

W 727

M 519

All-cause 476

FI:0.01

Standard forms

age, gender, years of education, marital status, employment status

Barker et al.,2021 [55]

South Africa

1.42

61.3

T 3989

W 2175

M 1814

All-cause 135

FI:0.01

Interview with family

age, sex

Lee et al.,2021 [44]

Korea

3

74.6

T 1292

W 717

M 575

All-cause NA

FS: Frail

Prefrail

Non-frail

Structured interview

age, gender

Castellana et al.,2021 [45]

Italy

4.64

73.55

T 1929

W 955

M 974

All-cause NA

FP: Frail

Prefrail

Robust

Death registry

age, sex, education, multimorbidity

Wuorela et al.,2020 [56]

Finland

27

70

T 962

W NA

M NA

All-cause NA

FI: Frail (≥0.25)

Pre-frail (0.9–0.24)

Robust (≤0.08)

Death registry

gender

Salminen et al.,2020 [57]

Finland

18

72.7

T 1152

W 657

M 495

All-cause 776

FS: Frail

Prefrail

Non-frail

Death registry

age, gender

Dallmeier et al.,2020 [33]

Germany

6

74

T 1204

W 692

M 512

All-cause 196

FI:0.1

Death registry

age, years of school education, smoking, alcohol intake

Wang et al.,2019 [58]

Taiwan

6.62

74

T 921

W 443

M 478

All-cause 161

FP: Frail

Prefrail

Robust

National Death Database

age, sex, education, marital status, BMI, smoking, alcohol drinking, physical activity, exercising program, hypertension, diabetes mellitus, heart disease, hyperlipidemia, gout, hyperuricemia, arthritis, osteoporosis, stroke, cataract, fall history, sleep impairment, cognitive function

Shi et al.,2019 [59]

China

3

75.4

T 1788

W 958

M 830

All-cause 149

FP: Frail

Prefrail

Robust

FI: Frail (>0.21)

Pre-frail (0.1–0.21)

Robust (≤0.1)

Death registry

age, gender, marital status, education level, smoking status, drinking status, BMI, hypertension, diabetes, mild cognitive impairment

Keeble et al.,2019 [60]

U.K.

7

85

T 726

W NA

M NA

All-cause NA

FI: Frail ≥0.25 Non-frail<0.25

Death registry

gender

Jacobsen et al.,2019 [61]

Denmark

1.13

NA

T 7327

W 3829

M 3498

All-cause 49

FP: Frail

Prefrail

Robust

Death registry

age, sex

Zucchelli et al.,2018 [62]

Sweden

13.2

67.1

T 1115

W 642

M 473

All-cause 263

FP: Frail

Prefrail

Non-frail

Death registry

age, sex, education, cardio-metabolic-, neuro-psychiatric-, musculo-skeletal diseases, cognitive deficit, high CRP, malnutrition

Lee et al.,2018 [63]

Korea

3

72.9

T 11266

W 6726

M 4540

All-cause 738

FP: Frail

Prefrail

Non-frail

Interview with the surviving spouse

age, gender, marital status, education, household income, smoking, alcohol drinking, self-rated health, comorbidity, depressive symptoms

Langholz et al.,2018 [64]

Norway

10.1

77.4

T 712

W 367

M 345

All-cause 501

FP: Frail

Prefrail

Non-frail

Death registry

age, comorbidity, disability, smoking, education

Schoufour et al.,2017 [65]

Netherlands

9.5

65.7

T 11539

W 6677

M 4862

All-cause 3902

FI:0.01

Death registry

age, gender, cohort

Pereira et al.,2017 [66]

Brazil

5

72.1

T 689

W 474

M 215

All-cause 56

FI: Frail (≥ 0.25)

Pre-frail (0.1–0.25)

Robust (≤0.1)

Mortality Information System

age, gender

Papachristou et al.,2017 [39]

U.K.

2.96

77.95

M 1198

All-cause 83

FP: Frail

Prefrail

Non-frail

Death certificates

age

Hoogendijk et al.,2017 [67]

Netherlands

19

NA

T 2218

W NA

M NA

All-cause 1520

FI:0.01

Death registry

age, sex

Turusheva et al.,2016 [68]

Russia

5

79

T 306

W 233

M 73

All-cause 120

FP: Frail

Prefrail

Robust

Official reports

age, sex, number of comorbidities at the individual level

Lin et al.,2016 [69]

Taiwan

4.3

66

T 1245

W 566

M 679

All-cause 139

FI: Frail ≥0.2 Non-frail<0.2 FI:0.01

Death registry

age, sex

Hyde et al.,2016 [70]

Australia

6.8

60.7

T 363

W 198

M 165

All-cause NA

FI: Frail ≥0.2 Non-frail<0.2

Death Database

age, sex, education, alcohol use, smoking, chewing tobacco

Díaz de León González et al.,2016 [71]

Mexico

2.4

66.9

T 4729

W 2527

M 2202

All-cause 212

FS: Frail

Prefrail

Robust

NA

age, sex, number of depressive symptoms, cognitive score and help in at least one ADL

Bartley et al.,2016 [36]

U.S.

6.5

78.5

T 2356

W 1174

M 1182

All-cause 500

FI: Frailest (> 0.30)

Frail (0.21–0.30)

At risk (0.11–0.20)

Fit (≤0.10)

NA

age, education, sex

Jotheeswaran et al.,2015 [72]

Seven LMICsa

3.9

74.1

T 13924

W 7703

M 6221

All-cause 2306

FP: Frail

Prefrail

Non-frail

Verbal autopsy interview

age, sex, education, disability, health conditions (dementia, depression, number of physical impairments, stroke)

Kulmala et al.,2014 [73]

Finland

4

82.1

T 654

W 455

M 199

All-cause 173

FP: Frail

Prefrail

Robust

Death registry

age, group (intervention vs control), education, smoking, Functional Comorbidity Index, functional capacity (Barthel Index), number of medicines

Ravindrarajah et al.,2013 [40]

Europe

4.3

59.9

M 2929

All-cause 193

FP/FS: Frail

Prefrail

Robust

FI: Frail (>0.21)

Pre-frail (0.13–0.21)

Robust(<0.13)

Interview with the relatives

age, center, smoking status, partner status

Garre-Olmo et al.,2013 [74]

Spain

3.6

81.7

T 875

W 509

M 366

All-cause 52

FI: Frail ≥0.5 Non-frail<0.5

Interview

age, sex, civil status, the physical, mental, and social frailty phenotype

Abizanda et al.,2013 [75]

Spain

1.46

79.4

T 993

W 601

M 392

All-cause 105

FP: Frail

Prefrail

Non-frail

Telephone interview and Death registry

age, sex, Barthel Index, Charlson Index

Rockwood et al.,2011 [76, 77]

Canada

12

44

T 14713

W 7974

M 6739

All-cause 2020

FI: Frail (> 0.21)

Least fit (0.10–0.21)

Less fit (0.03–0.10)

Relatively fit (≤ 0.03) FI:0.01

Death certificate

age, sex, education level

Graham et al.,2009 [78]

U.S.

10

74.5

T 1996

W 1168

M 828

All-cause 892

FP: Frail

Prefrail

Non-frail

National Death Index

age, gender, marital status, BMI, smoking status, heart attack, stroke, hypertension, cancer, hip fracture, diabetes, ADL and IADL limitations, cognitive function, depressive symptoms, self-rated health

Avila-Funes et al.,2008 [85]

France

4

74.1

T 6078

W 3724

M 2354

All-cause 316

FP: Frail

Prefrail

Non-frail

Interviews with family/Medical records

sex, education level, income, smoking status, alcohol use, number of chronic diseases, self-reported health, Epidemiologic Studies-Depression scale score, MMSE, baseline disability (mobility, IADL, ADL)

Ensrud et al.,2007 [41]

U.S.

9.2

76.7

W 6724

All-cause 2520

FP: Frail

Prefrail

Robust

Death certificate

age, health status, smoking, estrogen use, education, history of fracture, selected medical conditions (stroke, diabetes, hypertension, parkinsonism, dementia, coronary heart disease, COPD, nonskin cancer, fall history, depressive symptoms), cognitive function, functional status, BMI, femoral neck bone mineral density

Woods et al.,2005 [42]

U.S.

5.9

NA

W 40657

All-cause 2497

FP: Frail

Prefrail

Non-frail

Medical records

age, income, education, ethnicity, health risk variables (BMI, smoking, alcohol consumption, history of hormone use, self-reported health, current healthcare provider), disability, comorbid conditions (diabetes mellitus, hypertension, depressed mood, history of hip fracture, falling, arthritis, cancer, COPD, coronary heart disease, CHF, stroke)

Fried et al.,2001 [4]

U.S.

7

NA

T 5317

W 3077

M 2240

All-cause NA

FP: Frail

Prefrail

Robust

Interview

age, gender, indicator for minority cohort, income, smoking status, blood pressure, fasting glucose, albumin, creatinine, carotid stenosis, history of CHF, cognitive function, major ECG abnormality, use of diuretics, problem with IADLs, self-report health measure, depression measure

Susanto et al.,2018 [43]

Australia

15

NA

W 8933

All-cause 483

FS: Frail

Robust

National Death Index

age, BMI, educational status, ability to manage on income, physical activity

Hao et al.,2016 [79]

China

4

93.7

T 767

W 520

M 247

All-cause 395

FI: Severely frail (≥ 0.45)

Frail (0.22–0.45)

Non-frail (< 0.22) FI:0.01

Local government records, relatives or neighbors

age, sex, education

Theou et al.,2012 [80]

Canada

5

84.6

T 2305

W 1431

M 874

All-cause 1003

FI:0.1

NA

age, sex

Jacobs et al.,2011 [81]

Israel

5

85

T 840

W 440

M 400

All-cause 194

FP: Frail

Prefrail

Non-frail

Death certificate

MMSE, sex, educational status, ischemic heart disease, diabetes, hypertension, smoking status, self-rated health, ADL

Lucicesare et al.,2010 [82]

Italy

4

74.7

T 1016

W 453

M 563

All-cause 147

FI: Frail ≥0.25 Non-frail<0.25

Official death records

age, sex

Searle et al.,2008 [83]

U.S.

9

NA

T 754

W 487

M 267

All-cause NA

FI:0.01

Death certificate

age, sex

Srinonprasert et al.,2018 [84]

Thailand

7

69.2

T 8195

W 4163

M 4032

All-cause 1284

FI: Frail>0.25 Non-frail ≤0.25

Death Database

NA

  1. ADL Activities of Daily Living, BMI Body Mass Index, CHF Congestive Heart Failure, COPD Chronic Obstructive Lung Disease, COVID-19 Coronavirus Disease 2019, CRP C-reactive Protein, CVD Cardiovascular Disease, ECG Electrocardiograph, FI Frailty Index, FP Frailty Phenotype, FS FRAIL scale, HbA1c Glycated Hemoglobin, HDL High Density Lipoprotein, IADL Instrumental Activity of Daily Living, LDL Low Density Lipoprotein, M Men, MMSE Mini-Mental State Examination, T Total, TDI Townsend Deprivation Index, U.K. United Kingdom, U.S. United States, W Women
  2. aSeven low- and middle-income countries (LMICs) including Cuba, Dominican Republic, Venezuela, Mexico, Peru, India, and China