Participant selection and General characteristics
Initially, the information of 29400 participants was extracted from the NHANES database 2013-2018. After excluding subjects without HGB data (n=5211), without BMD data (n=10942), under 18 years of age (n=4133) and excluding subjects with cancer, malignancy (n=988), a total of 8126 subjects was included in this study (Figure.1).
The weighted socio-demographic and medical characteristics of the participants are described in Table 1.A total of 8126 participants were included in the original data set. The mean age of these participants was 39.3±11.4years, of which 50.8% were male and 49.2% were female, with Non-Hispanic White being the most numerous. There were significant differences in gender, age, race, annual household income, education level, BMD, SBP, DBP, weight, standing height, BMI, red blood cell count, albumin, ALP, ALT, AST, blood urea nitrogen, total calcium, iron, CPK, GGT, glucose, LDH, phosphorus, total bilirubin, total protein, albumin creatinine ratio, triglyceride, LDL-C, HDL-C, cholesterol, alcohol status, smoking status and diabetes prevalence across the different HGB groups (quartiles, Q1 to Q4).
Table 1 Weighted characteristics of the study population
Hemoglobin(g/dl)
|
All
|
Q1
|
Q2
|
Q3
|
Q4
|
P-value
|
Demographic and clinical characteristics
|
Age
|
39.3±11.4
|
39.6±10.7
|
39.2±11.6
|
39.8±11.9
|
38.3±11.5
|
0.0001
|
gender(%)
|
|
<0.0001
|
Male
|
50.8
|
6.6
|
26.7
|
65.8
|
94.3
|
|
Female
|
49.2
|
93.4
|
73.3
|
34.2
|
5.7
|
|
Weight(Kg)
|
82.6±22.1
|
78.7±23.0
|
79.4±22.5
|
83.5±21.1
|
89.2±20.5
|
<0.0001
|
Standing Height (cm)
|
167.9±10.0
|
162.0±7.6
|
165.6±9.3
|
170.7±9.8
|
174.3±8.0
|
<0.0001
|
Race(%)
|
|
<0.0001
|
Mexican American
|
16.1
|
10.4
|
9.9
|
10.8
|
12.2
|
|
Other Hispanic
|
10.1
|
7.2
|
7.0
|
7.1
|
6.5
|
|
Non-Hispanic White
|
35.2
|
56.2
|
61.1
|
61.9
|
62.7
|
|
Non-Hispanic Black
|
20.9
|
15.4
|
11.8
|
10.8
|
8.7
|
|
Non-Hispanic Asian
|
12.1
|
6.2
|
6.0
|
4.6
|
6.3
|
|
Other Race and Not recorded
|
5.5
|
4.7
|
4.2
|
4.9
|
3.6
|
|
Education Level(%)
|
|
<0.0001
|
Less than 9th grade
|
6.7
|
6.0
|
5.6
|
5.4
|
6.1
|
|
9-11th grade (Includes 12th grade with no diploma)
|
12.0
|
11.4
|
9.6
|
9.9
|
13.4
|
|
High school graduate/GED or equivalent
|
22.4
|
17.8
|
22.2
|
23.7
|
22.6
|
|
Some college or AA degree
|
32.3
|
34.1
|
32.0
|
33.0
|
31.0
|
|
College graduate or above
|
26.6
|
30.7
|
30.6
|
28.0
|
26.8
|
|
Annual Household Income
|
|
|
|
|
|
0.0093
|
$ 0 to $ 4,999
|
2.3
|
3.1
|
1.5
|
1.9
|
1.7
|
|
$ 5,000 to $ 9,999
|
2.8
|
3.1
|
2.8
|
3.2
|
2.0
|
|
$10,000 to $14,999
|
3.9
|
3.8
|
3.4
|
2.9
|
3.5
|
|
$15,000 to $19,999
|
4.9
|
4.8
|
4.2
|
3.9
|
3.5
|
|
$20,000 to $24,999
|
6.0
|
5.2
|
5.3
|
5.4
|
5.3
|
|
$25,000 to $34,999
|
9.8
|
9.4
|
9.1
|
9.1
|
8.9
|
|
$35,000 to $44,999
|
15.3
|
16.1
|
13.5
|
14.6
|
16.7
|
|
$45,000 to $54,999
|
8.2
|
8.6
|
9.0
|
7.1
|
8.7
|
|
$55,000 to $64,999
|
6.5
|
6.0
|
6.3
|
6.1
|
7.1
|
|
$65,000 to $74,999
|
5.0
|
5.1
|
5.5
|
5.4
|
5.3
|
|
$20,000 and Over
|
3.7
|
2.9
|
3.5
|
3.1
|
3.8
|
|
Under $20,000
|
1.0
|
1.3
|
0.9
|
0.8
|
0.8
|
|
$75,000 to $99,999
|
10.4
|
9.4
|
11.1
|
11.0
|
10.9
|
|
$100,000 and Over
|
20.2
|
21.3
|
23.8
|
25.4
|
21.7
|
|
Alcohol Status(%)
|
|
<0.0001
|
<12 oz
|
69.8
|
64.7
|
69.5
|
74.2
|
76.3
|
|
≥12 oz
|
0.7
|
0.2
|
0.3
|
0.5
|
0.9
|
|
Not recorded
|
29.6
|
35.1
|
30.1
|
25.2
|
22.8
|
|
Smoking Status(%)
|
|
<0.0001
|
Every day
|
16.7
|
10.3
|
13.9
|
18.9
|
22.8
|
|
Some days
|
4.9
|
3.5
|
3.8
|
4.1
|
6.8
|
|
Not at all
|
16.6
|
11.2
|
15.9
|
19.0
|
18.7
|
|
Not recorded
|
61.8
|
75.0
|
66.3
|
58.1
|
51.7
|
|
Diabetes(%)
|
|
0.0243
|
Yes
|
7.4
|
7.2
|
6.1
|
6.6
|
5.9
|
|
No
|
90.6
|
90.1
|
91.9
|
91.5
|
92.1
|
|
Borderline
|
2.0
|
2.7
|
1.8
|
1.9
|
2.0
|
|
Not recorded
|
0.1
|
0.0
|
0.2
|
0
|
0.0
|
|
Laboratory measurements
|
BMI (Kg/m2)
|
29.2±7.0
|
29.9±8.1
|
28.8±7.5
|
28.6±6.5
|
29.3±6.2
|
<0.0001
|
SBP (mmHg)
|
119.8±14.8
|
117.8±14.8
|
117.4±14.2
|
119.9±14.4
|
122.2±14.4
|
<0.0001
|
DBP (mmHg)
|
71.9±10.9
|
70.0±10.5
|
70.5±10.2
|
72.1±10.8
|
73.9±10.7
|
<0.0001
|
Thoracic Spine BMD
|
0.8±0.1
|
0.8±0.1
|
0.8±0.1
|
0.8±0.1
|
0.8±0.1
|
<0.0001
|
Lumbar Spine BMD
|
1.0±0.2
|
1.1±0.1
|
1.0±0.2
|
1.0±0.2
|
1.0±0.1
|
<0.0001
|
Albumin (g/L)
|
42.8±3.4
|
41.1±3.2
|
42.5±3.1
|
43.5±3.1
|
44.4±3.1
|
<0.0001
|
ALP (IU/L)
|
68.9±23.8
|
66.4±23.4
|
66.3±22.4
|
67.4±22.5
|
70.9±23.8
|
<0.0001
|
AST (IU/L)
|
24.9±19.4
|
23.1±28.9
|
23.4±12.2
|
25.5±19.9
|
28.3±19.4
|
<0.0001
|
ALT (IU/L)
|
26.2±20.5
|
20.3±18.4
|
22.6±15.5
|
27.0±18.1
|
34.1±26.5
|
<0.0001
|
Blood Urea Nitrogen (mmol/L)
|
4.6±1.6
|
4.4±1.9
|
4.5±1.3
|
4.7±1.5
|
4.7±1.5
|
<0.0001
|
Total Calcium
(mmol/L)
|
2.3±0.9
|
2.3±0.1
|
2.3±0.1
|
2.4±0.1
|
2.4±0.1
|
<0.0001
|
CPK (IU/L)
|
173.9±268.8
|
132.9±143.5
|
155.5±240.3
|
192.2±268.9
|
188.8±290.7
|
<0.0001
|
GGT (IU/L)
|
29.9±46.4
|
23.6±40.7
|
25.4±41.2
|
30.3±43.6
|
37.1±50.1
|
<0.0001
|
LDH (IU/L)
|
132.3±31.2
|
128.2±30.7
|
130.1±30.5
|
130.8±29.2
|
133.4±33.1
|
<0.0001
|
Phosphorus (mmol/L)
|
1.2±0.2
|
1.2±0.2
|
1.2±0.2
|
1.2±0.2
|
1.2±0.2
|
<0.0001
|
Total Bilirubin
(umol/L)
|
9.6±5.1
|
7.8±4.1
|
9.2±4.5
|
10.3±5.1
|
11.8±5.8
|
<0.0001
|
Total Protein(g/L)
|
71.9±4.3
|
71.2±4.4
|
71.4±4.2
|
71.9±4.3
|
72.3±4.2
|
<0.0001
|
Albumin Creatinine Ratio (mg/g)
|
33.7±321.3
|
58.2±511.7
|
27.4±278.6
|
13.3±74.6
|
20.6±99.1
|
<0.0001
|
Red Blood Cell Count(UL)
|
4.8±0.5
|
4.4±0.4
|
4.6±0.3
|
4.9±0.3
|
5.2±0.3
|
<0.0001
|
HDL-C (mmol/L)
|
1.4±0.4
|
1.5±0.4
|
1.5±0.4
|
1.3±0.4
|
1.2±0.3
|
<0.0001
|
Total Cholesterol (mmol/L)
|
4.9±1.0
|
4.8±0.9
|
4.9±1.0
|
5.0±1.0
|
5.0±1.1
|
<0.0001
|
Glucose (mmol/L)
|
5.5±2.1
|
5.3±1.6
|
5.4±1.9
|
5.5±2.0
|
5.7±2.3
|
<0.0001
|
Iron (umol/L)
|
15.3±6.6
|
11.9±6.3
|
14.8±5.7
|
16.4±5.9
|
18.0±6.5
|
<0.0001
|
Triglyceride (mmol/L) (%)
|
|
|
|
|
|
<0.0001
|
0 to 0.677
|
11.9
|
14.6
|
13.7
|
11.2
|
7.2
|
|
0.678 to 1.016
|
11.1
|
10.0
|
11.9
|
11.4
|
10.7
|
|
1.017 to 1.569
|
11.6
|
9.8
|
10.6
|
11.8
|
13.3
|
|
>1.569
|
11.4
|
7.0
|
7.9
|
11.2
|
17.7
|
|
Not recorded
|
54.1
|
58.6
|
55.8
|
54.4
|
51.1
|
|
LDL-C (mmol/L) (%)
|
|
|
|
|
|
<0.0001
|
0 to 2.302
|
11.4
|
12.5
|
11.4
|
11.2
|
9.9
|
|
2.301 to 2.870
|
11.8
|
11.0
|
12.8
|
10.7
|
12.0
|
|
2.871 to 3.491
|
11.0
|
10.0
|
10.5
|
11.3
|
11.3
|
|
>3.491
|
11.3
|
7.8
|
9.3
|
11.9
|
14.9
|
|
Not recorded
|
54.6
|
58.7
|
56.0
|
54.9
|
51.8
|
|
Mean ± SD for continuous variables: P-value was calculated by weighted linear regression model.
% for categorical variables: P-value was calculated by weighted chi-square test.
Relationship between HGB and BMD
In exploring the relationship between HGB and BMD, we constructed three weighted univariate and multivariate linear regression models: model 1, unadjusted; model 2, adjusted for gender, age, and race; and in model 3, adjusted for the covariates in Table 1.
In Model 1, HGB levels displayed a negative association with lumbar spine BMD (β=-0.0082, P<0.000001), in contrast, HGB levels were positively correlated (β=0.0061, P<0.000001) with thoracic spine BMD. After fully adjusting for confounding factors, HGB showed a negative correlation with both thoracic spine BMD (β=-0.0031, P=0.021831) and lumbar spine BMD (β=-0.0086, P=0.000003) (Table 2, Figure 2 and 3).
TABLE 2 Relationship between HGB and BMD
|
Non-adjusted
|
Adjust I
|
Adjust II
|
Thoracic Spine BMD
|
0.0061 (0.0044, 0.0078) <0.000001
|
-0.0068 (-0.0090, -0.0046) <0.000001
|
-0.0031 (-0.0058, -0.0005) 0.021831
|
Lumbar Spine BMD
|
-0.0082 (-0.0104, -0.0059) <0.000001
|
-0.0136 (-0.0164, -0.0107) <0.000001
|
-0.0086 (-0.0122, -0.0050) 0.000003
|
Expose variable HGB (g/dl), ending variable lumbar spine BMD, the results in the table are expressed as β (95%CI).
Model 1, no covariates were adjusted.
Model 2, age, sex, race were adjusted.
Model 3, gender, age, race, annual household income, education level, SBP, DBP, weight, standing height, BMI, red blood cell count, albumin, ALP, ALT, AST, blood urea nitrogen, total calcium, iron, CPK, GGT, glucose, LDH, phosphorus, total bilirubin, total protein, albumin creatinine ratio, triglyceride, LDL-C, HDL-C, cholesterol, alcohol status, smoking status and diabetes were adjusted.
In fully adjusted subgroup analyses stratified by gender, the negative association between HGB and thoracic spine BMD was only significant in female subjects [-0.0040 (-0.0075, -0.0004)]. While the negative correlation between HGB and lumbar spine BMD was significantly present in both male [-0.0097 (-0.0154, -0.0039)] and female subjects [-0.0083 (-0.0129, -0.0037)] (Table 3). Table 4 shows the subgroup analyses performed after grouping for race. We discovered that the negative association between HGB and thoracic spine BMD was only significant in Mexican-Americans [-0.0097 (-0.0155, -0.0039)]. And HGB levels exhibited a negative association with lumbar spine BMD in Mexican-American [-0.0201 (-0.0282, -0.0119)] and Non-Hispanic White [-0.0065 (-0.0128, -0.0002)]. In addition, fully adjusted smoothed plots showed a non-linear relationship between HGB and BMD in the lumbar and thoracic spine after stratification by gender or race (Figure 4 and 5). Among participants in other races and those whose race was not reported, BMD in the thoracic spine increased with HGB until the turning point (turning point: HGB 11.9 g/dL) (Table 5, Figure 4). Similarly, there was an identical turning point between HGB and BMD in the lumbar spine (turning point: HGB 11.9 g/dL) (Table 5, Figure 4). Overall, the relationship between HGB and BMD in the lumbar spine and with BMD in the thoracic spine for other races and not recorded showed an inverted U-shaped curve.
Table 3 Association between HGB and BMD stratified by gender
|
Non-adjusted
|
Adjust I
|
Adjust II
|
Thoracic Spine BMD
|
Male
|
-0.0056(-0.0089,-0.0024) 0.000759
|
-0.0026(-0.0059,0.0006) 0.113653
|
-0.0019(-0.0060, 0.0022) 0.354982
|
Female
|
-0.0097(-0.0127,-0.0068) <0.000001
|
-0.0088 (-0.0117,-0.0058) <0.000001
|
-0.0040 (-0.0075, -0.0004) 0.028075
|
Lumbar Spine BMD
|
Male
|
-0.0157(-0.0201,-0.0113) <0.000001
|
-0.0148(-0.0192, -0.0103) <0.000001
|
-0.0097 (-0.0154, -0.0039) 0.001023
|
Female
|
-0.0129 (-0.0166,-0.0091) <0.000001
|
-0.0129 (-0.0166,-0.0091) <0.000001
|
-0.0083 (-0.0129, -0.0037) 0.000397
|
Expose variable HGB (g/dl), ending variable lumbar spine BMD, the results in the table are expressed as β (95%CI).
Model 1, no covariates were adjusted.
Model 2, age, sex, race were adjusted.
Model 3, gender, age, race, annual household income, education level, SBP, DBP, weight, standing height, BMI, red blood cell count, albumin, ALP, ALT, AST, blood urea nitrogen, total calcium, iron, CPK, GGT, glucose, LDH, phosphorus, total bilirubin, total protein, albumin creatinine ratio, triglyceride, LDL-C, HDL-C, cholesterol, alcohol status, smoking status and diabetes were adjusted.
In the subgroup analysis stratified by gender, the model is not adjusted for the stratification variable itself.
Table 4 Association between HGB and BMD stratified by race
|
Non-adjusted
|
Adjust I
|
Adjust II
|
Thoracic Spine BMD
|
Mexican American
|
0.0065 (0.0028, 0.0102) 0.000575
|
-0.0069 (-0.0117,-0.0021) 0.005205
|
-0.0097 (-0.0155, -0.0039) 0.001060
|
Other Hispanic
|
0.0106 (0.0049, 0.0163) 0.000280
|
-0.0048 (-0.0122, 0.0025) 0.198142
|
-0.0047 (-0.0138, 0.0044) 0.310054
|
Non-Hispanic White
|
0.0070 (0.0040, 0.0100) 0.000004
|
-0.0057 (-0.0095,-0.0018) 0.003646
|
-0.0004 (-0.0051, 0.0043) 0.867754
|
Non-Hispanic Black
|
0.0054 (0.0017, 0.0092) 0.004840
|
-0.0122 (-0.0169,-0.0075) <0.000001
|
-0.0040 (-0.0098, 0.0018) 0.172235
|
Non-Hispanic Asian
|
0.0061 (0.0011, 0.0111) 0.016835
|
-0.0075 (-0.0139,-0.0010) 0.023639
|
-0.0040(-0.0115,0.0036) 0.304728
|
Other Race and Not recorded
|
0.0030 (-0.0041, 0.0100) 0.410772
|
-0.0093 (-0.0184,-0.0003) 0.044208
|
-0.0081 (-0.0192, 0.0030) 0.154452
|
Lumbar Spine BMD
|
Mexican American
|
-0.0070 (-0.0120,-0.0019) 0.007095
|
-0.0147 (-0.0214,-0.0080) 0.000019
|
-0.0201 (-0.0282, -0.0119)
|
Other Hispanic
|
-0.0031 (-0.0106, 0.0045) 0.427725
|
-0.0118 (-0.0217,-0.0019) 0.019337
|
-0.0073 (-0.0195, 0.0048)
|
Non-Hispanic White
|
-0.0079 (-0.0117,-0.0041) 0.000043
|
-0.0124 (-0.0173,-0.0076) <0.000001
|
-0.0065 (-0.0128, -0.0002) 0.044215
|
Non-Hispanic Black
|
-0.0080 (-0.0130,-0.0031) 0.001528
|
-0.0195 (-0.0258,-0.0131) <0.000001
|
-0.0060 (-0.0139, 0.0018) 0.133322
|
Non-Hispanic Asian
|
-0.0055 (-0.0117, 0.0007) 0.084751
|
-0.0107 (-0.0189,-0.0024) 0.011710
|
-0.0089 (-0.0188, 0.0010)
|
Other Race and Not recorded
|
-0.0124 (-0.0214, -0.0034) 0.007041
|
-0.0175 (-0.0292,-0.0057) 0.003764
|
-0.0154 (-0.0304, -0.0004)
|
Expose variable HGB (g/dl), ending variable lumbar spine BMD, the results in the table are expressed as β (95%CI).
Model 1, no covariates were adjusted.
Model 2, age, sex, race were adjusted.
Model 3, gender, age, race, annual household income, education level, SBP, DBP, weight, standing height, BMI, red blood cell count, albumin, ALP, ALT, AST, blood urea nitrogen, total calcium, iron, CPK, GGT, glucose, LDH, phosphorus, total bilirubin, total protein, albumin creatinine ratio, triglyceride, LDL-C, HDL-C, cholesterol, alcohol status, smoking status and diabetes were adjusted.
In the subgroup analysis stratified by race, the model is not adjusted for the stratification variable itself.
Table 5 Threshold effect analysis of HGB on Thoracic Spine BMD and Lumbar Spine BMD using two-piecewise linear regression in the Other Race and Not recorded group
|
Hemoglobin(g/dl)
|
Adjusted β (95%CI),p-value
|
Thoracic Spine BMD
|
<11.9(g/dl)
|
0.0215 (-0.0059, 0.0488) 0.1246
|
>11.9(g/dl)
|
-0.0176 (-0.0313, -0.0040) 0.0119
|
Lumbar Spine BMD
|
<11.9(g/dl)
|
0.0196 (-0.0175, 0.0567) 0.3005
|
>11.9(g/dl)
|
-0.0268 (-0.0453, -0.0082) 0.0049
|
Gender, age, annual household income, education level, SBP, DBP, weight, standing height, BMI, red blood cell count, albumin, ALP, ALT, AST, blood urea nitrogen, total calcium, iron, CPK, GGT, glucose, LDH, phosphorus, total bilirubin, total protein, albumin creatinine ratio, triglyceride, LDL-C, HDL-C, cholesterol, alcohol status, smoking status and diabetes were adjusted.