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Journal of Ginseng Research logoLink to Journal of Ginseng Research
. 2018 Mar 8;43(3):402–407. doi: 10.1016/j.jgr.2018.03.001

Effect of Korean Red Ginseng in individuals exposed to high stress levels: a 6-week, double-blind, randomized, placebo-controlled trial

Ji Hyun Baek 1, Jung-Yoon Heo 1, Maurizio Fava 2, David Mischoulon 2, Kwan Woo Choi 1, Eun Jin Na 1, Hana Cho 3, Hong Jin Jeon 1,4,
PMCID: PMC6606819  PMID: 31308812

Abstract

Background

To investigate the neurobiological evidence supporting the adaptogenic effects of Korean Red Ginseng in reducing the harmful consequences of stress using a double-blind, placebo-controlled trial.

Method

Sixty-three subjects with high stress levels were randomized to receive an orally administered, double-blind, 6-week treatment with Korean Red Ginseng (n = 32) or placebo (n = 31). All participants underwent a comprehensive psychological evaluation using Beck Depression Inventory and Stress Response Inventory, cognitive evaluation using the continuous performance test, biological evaluation by measuring blood levels of lipids, catecholamines, inflammation markers, and heart rate variability at baseline and after 6 weeks.

Results

At baseline, both groups showed no significant differences in age, sex, years of education, Beck Depression Inventory, and Stress Response Inventory. After 6 weeks, triglyceride levels were significantly increased within the normal limit in theKorean Red Ginseng group (F = 4.11, p = 0.048), and the epinephrine level was decreased in this group (F = 4,35, p = 0.043). The triglyceride increase was significantly associated with epinephrine decrease (B = −0.087, p = 0.041), suggesting that Korean Red Ginseng may stabilize the sympathetic nervous system. In addition, we detected a significant group by time effect in the visually controlled continuous performance test, suggesting positive effects of Korean Red Ginseng on cognition.

Conclusion

Korean Red Ginseng might help to stabilize the sympathetic nervous system and improve cognition in individuals with high stress.

Keywords: Adaptogenic effect, Epinephrine, Korean Red Ginseng, Stress management, Triglyceride

1. Introduction

Korean Red Ginseng (KRG; heat-processed Panax ginseng) has long been recognized as a traditional natural medicine for the goodness of physical and mental health in Far East Asia. Traditionally, it is believed to possess equilibrating, tonic, antistress, and adaptogenic actions. It remains one of the best-selling herbal products. Animal and preclinical studies have confirmed the neuromodulatory [1], neuroprotective [2], [3], [4], and antiinflammatory effects [5], [6], [7], which may be associated with antistress activity. However, there is little biological evidence underlying the adaptogenic effects, with no published double-blind randomized controlled trials (RCTs).

This is the first double-blind RCT to explore the biological evidence supporting the adaptogenic effects of KRG. We compared the perceived stress levels, cognitive functions, and biological markers associated with stress in individuals with serious psychological distress (i.e., high-risk group). The high-risk group was randomized to 6 weeks of treatment with KRG or placebo. We investigated if administration of KRG improved the aforementioned variables.

2. Methods

2.1. Participants

We recruited nurses and fire fighters, members of two high-stress occupations, who aged 20–60 years. They responded to an advertisement concerning stress management with KRG. After explaining the purpose and procedures, participants who provided informed consent were included. Women of childbearing potential or those who were pregnant who had serious or unstable medical illness, past history of psychiatric illnesses, premenstrual syndrome, and clinically significant depression defined as Beck Depression Inventory (BDI) score ≥30 were excluded from the study. This study was approved by the Institutional Review Board of the Samsung Medical Center.

After the screening interview, the stress response inventory (SRI) and the BDI were administered to select the high-stress group. The SRI is a widely used and valid measure of psychological, physical, cognitive, and behavioral stress responses in clinical practice [8]. It comprises 26 questions with responses measured on a 5-point Likert scale. The cutoff score to define high-stress individuals is ≥81 points. The BDI [9] is a popular measure to evaluate the severity and patterns of depressive symptoms based on 21 questions. Each question is used to measure the symptom severity on a 4-point Likert scale. We used the standardized Korean translated version [10], which has high sensitivity and reliability. The cutoff score to define high-stress individuals was ≥10 points, which indicates mild depression. Sixty-three of 100 screened participants (57.1% female; mean ± SD age = 40.4 ± 1.5 years) met the criteria for the high-stress group.

3. Study process

3.1. Preparation of Korean Red Ginseng

Korean Red Ginseng (KRG) powder was manufactured by Korea Ginseng Corporation, Seoul, Korea, from roots of a 6-year-old red ginseng, Panax ginseng Meyer, harvested in the Republic of Korea. KRG was prepared by steaming fresh ginseng at 90–100°C for 3 h and drying at 50–80°C. KRG powder was prepared from ground red ginseng. In our study, we used the KRG capsule (LAX-101), which contains 500 mg of KRG powder per capsule. KRG used in our study was analyzed by high-performance liquid chromatography. KRG extract contained major ginsenosides as follows: Rb1, 6.44 mg/g; Rb2, 2.25 mg/g; Rc, 2.68 mg/g; Rd, 0.50 mg/g; Re, 2.08 mg/g; Rf, 0.89 mg/g; Rg1, 3.21 mg/g; Rg2, 0.29 mg/g; Rg3, 0.18 mg/g; and other minor ginsenosides.

3.1.1. Baseline evaluation

All participants underwent comprehensive psychological, cognitive, and biological evaluations. For the psychological evaluation, the Perceived Stress Scale (PSS) [11] was used to measure the degree of individually perceived stress. The PSS contains 10 questions with responses measured using a 5-point Likert scale. We used the Korean version of PSS [12], which has excellent reliability and validity. The Profile of Mood States [13] was used to evaluate the mood status during the preceding week. The Profile of Mood States is a self-reported questionnaire comprising 65 questions that evaluate six dimensions, including tension or anxiety, anger or hostility, vigor or activity, fatigue or inertia, depression or dejection, and confusion or bewilderment, using a 5-point scale. The Sheehan Disability Scale [14] was used to evaluate the degree of functional impairment. The Sheehan Disability Scale comprises three questions with responses measured using an 11-point Likert scale. The tool explores functional levels at work/school, social, and family life.

The cognitive evaluation involved the visual and auditory controlled continuous performance test (CPT), which was administered to evaluate attention and memory. The test takes 10 min to complete. In addition, the subjective cognitive impairment was assessed using the following question that was validated in a previous study [15]: “Do you have complaints about your memory?” Answers were coded in four categories (no; sometimes, but it is no problem; yes, it is a problem; yes, it is a serious problem).

The biological evaluation involved determination of height and weight; vital signs, including blood pressure and heart rate; catecholamines, including norepinephrine and epinephrine; inflammatory factors, including interleukin (IL)-1β, IL-2, IL-4, IL-6, IL-10, IL-12, interferon-gamma, tumor necrosis factor-alpha, and C-reactive protein; lipid levels, including high-density lipoprotein, low-density lipoprotein, triglycerides, and total cholesterol; and fasting blood sugar and HbA1c levels. Blood samples were drawn after 30 min of rest.

3.1.2. Randomization and evaluations (Fig. 1)

Fig. 1.

Fig. 1

Study flow diagram.

Sixty-three participants (57.1% female; mean ± SD age 40.4 ± 1.5 years) were randomly assigned after being considered eligible by a study clinician at the screening visit. Randomization was performed using the Excel program. A research coordinator conducted the randomization process. All study clinicians and participants remained blinded to the assignment for the duration of the study. Participants received treatment (four capsules per day taken twice daily) of either 2 g/day of KRG (LAX-101) or placebo for 6 weeks. We selected the dosage of 2 g/day based on the previous study [16]. Packaging, storing, and handling conditions were identical for both LAX-101 and placebo. The normal control group received neither KRG nor placebo. The aforementioned evaluations were performed at baseline and after 6 weeks.

3.2. Statistical analyses

Descriptive statistics were obtained for the ginseng and placebo groups. The two groups were compared using Student t test for continuous variables (age and education level) and by Chi-square test for categorical variables. Mixed model analyses were conducted to assess improvement in measures after 6 weeks of treatment to determine the group effect and group by time effect. For all analyses, two-sided significance was set at p < 0.05. Statistical analyses were performed using SPSS version 24 software (IBM SPSS Statistics, United States).

4. Results

The two groups showed no significant baseline differences in age, sex, education levels, body mass index (BMI), systolic and diastolic blood pressure, heart rate, alcohol intake and smoking status, BDI, or SRI (Table 1).

Table 1.

Comparisons of basic characteristics between Korean Red Ginseng and placebo groups

Variables Korean Red Ginseng group (n = 32)
Placebo group (n = 31)
Statistics t or χ2 p
Mean SD Mean SD
Age 39.59 12.36 41.29 11.73 0.56 0.58
Sex (M) 52.8% 47.2% 0.13 0.72
Education level (years) 3.56 0.84 3.61 0.76 0.25 0.80
BMI 22.89 3.66 22.58 2.95 0.37 0.71
SBP 127.16 14.23 123.10 13.64 1.16 0.25
DBP 79.28 9.19 75.74 9.01 1.54 0.13
Heart rate 77.42 12.68 74.39 7.93 1.13 0.26
Alcohol consumption, g/wk 50.03 92.85 59.97 99.03 0.41 0.68
Smoking, pack-year 6.09 19.41 5.66 15.17 0.10 0.92
BDI 20.44 8.90 19.87 9.32 0.25 0.81
SRI 56.88 25.26 54.61 31.76 0.31 0.76

BDI, Beck Depression Inventory; BMI, body mass index; DBP, diastolic blood pressure; HR, heart rate; SBP, systolic blood pressure; SD, standard deviation; SRI, Stress Response Inventory.

Fifty-five of the randomized participants (87.3%; 28 in the treatment group, 27 in the placebo group) completed the full 6 weeks of treatment. There was no significant difference in dropout rates between the groups (p > 0.05).

No significant differences were observed regarding psychological measures (Table 2). In the cognitive function test (Table 3), an interaction effect of group by time was detected between the two groups for correct response time although it did not reach statistical significance (F = 3.84, p = 0.056). The KRG group showed a shorter correct response time after 6 weeks in visually controlled CPT, whereas the placebo group had longer correct response time at study endpoint.

Table 2.

Comparison of psychological distress between Korean Red Ginseng and placebo groups after 6 weeks of treatment

Variables Korean Red Ginseng group (n = 32)
Placebo group (n = 31)
Group effect
Group by time effect
Baseline 6 weeks Baseline 6 weeks F p F p
Profile of Mood States score (K-POMS) [mean (SD)]
 Total score 98.59 (37.33) 87.55 (36.77) 71.71 (30.18) 66.35 (32.39) 1.17 0.287 0.11 0.737
 Depression 18.59 (9.43) 15.65 (10.45) 9.00 (7.19) 10.00 (8.65) 0.21 0.653 0.89 0.352
 Vigor 24.65 (2.38) 27.06 (2.98) 24.25 (2.20) 23.20 (2.75) 0.76 0.389 0.40 0.531
 Anxiety 14.71 (2.10) 7.59 (1.86) 11.95 (1.93) 8.15 (1.72) 0.41 0.525 0.64 0.431
 Anger 14.12 (9.57) 9.47 (9.81) 12.70 (8.30) 7.95 (8.39) 0.45 0.507 0.01 0.980
 Fatigue 18.35 (7.39) 13.00 (7.52) 15.90 (7.31) 11.70 (7.59) 1.18 0.286 0.11 0.743
 Confusion 8.18 (4.89) 5.59 (3.18) 7.10 (4.71) 5.35 (4.84) 0.39 0.539 0.16 0.688
Perceived Stress Scale (PSS) [mean (SD)]
 Total score 17.52 (4.14) 14.00 (6.26) 18.26 (4.21) 15.81 (6.33) 1.51 0.224 0.28 0.600
 Positive 9.04 (2.72) 8.44 (3.90) 9.11 (2.64) 8.59 (4.25) 0.02 0.881 0.004 0.949
 Negative 8.48 (2.82) 5.56 (4.04) 9.15 (3.61) 7.22 (3.97) 2.25 0.140 0.66 0.420
Sheehan Disability Scale (SDS) [mean (SD)]
 Total score 10.38 (7.72) 6.54 (5.18) 11.96 (6.90) 9.70 (7.56) 2.41 0.127 0.49 0.487
 Occupational 3.33 (2.58) 2.63 (1.97) 3.60 (2.84) 3.64 (2.66) 1.22 0.275 0.74 0.395
 Family 3.17 (2.75) 2.75 (2.03) 3.76 (2.40) 3.32 (2.32) 0.93 0.339 <0.01 0.971
 Interpersonal 2.62 (2.48) 1.96 (1.69) 4.25 (2.36) 4.00 (2.34) 1.96 0.007 0.69 0.411

SD, standard deviation.

Table 3.

Comparison of cognitive measures between Korean Red Ginseng and placebo groups after 6 weeks of treatment

Variables Korean Red Ginseng group (n = 32)
Placebo group (n = 31)
Group effect
Group by time effect
Baseline 6 weeks Baseline 6 weeks F p F p
Visually controlled continuous performance test (CPT) [mean (SD)]
 Number of correct response 59.68 (8.16) 61.72 (3.97) 60.96 (5.97) 61.75 (1.82) 0.29 0.594 0.39 0.538
 Omission error 3.24 (8.19) 1.08 (3.00) 2.04 (5.97) 1.25 (1.82) 0.20 0.660 0.46 0.500
 Commission error 1 0.56 (1.81) 0.60 (2.06) 2.96 (8.35) 1.46 (4.64) 1.72 0.197 1.36 0.249
 Commission error 2 2.52 (10.95) 0.36 (0.64) 2.17 (9.36) 0.54 (0.88) <0.01 0.953 0.03 0.857
 Correct response time 0.455 (0.10) 0.439 (0.09) 0.461 (0.10) 0.475 (0.10) 0.75 0.393 3.84 0.056
Auditory controlled CPT [mean (SD)]
 Number of correct response 60.48 (2.49) 59.56 (3.87) 59.38 (4.34) 58.46 (4.63) 1.47 0.232 <0.01 0.998
 Omission error 2.52 (2.49) 3.24 (3.64) 3.63 (4.34) 4.54 (4.63) 1.82 0.184 0.02 0.879
 Commission error 1 1.88 (1.81) 1.92 (2.00) 3.88 (7.01) 3.75 (5.48) 2.42 0.127 0.03 0.860
 Commission error 2 0.16 (0.37) 0.12 (0.33) 1.67 (6.30) 0.21 (0.51) 1.58 0.215 1.26 0.268
 Correct response time 0.659 (0.09) 0.649 (0.09) 0.674 (0.09) 0.647 (0.08) 0.61 0.437 1.15 0.290

SD, standard deviation.

In the blood measures (Table 4), a significant interaction effect of group by time was observed for triglyceride levels (F = 4.11, p = 0.048). The KRG group had greater triglyceride levels at study endpoint. However, the increased triglyceride level remained within the normal range, suggesting no harmful cardiovascular side effects. The number of participants whose triglyceride level exceeded normal limit (>200 mg/dL) was not significantly different between two groups (χ2 = 0.25, p = 0.61). Furthermore, a significant group effect and the interaction effect of group by time with a trend toward significance were detected in epinephrine levels: The KRG group showed a trend to decreasing epinephrine after treatment, whereas the placebo group showed increased epinephrine. No significant differences were observed in the other blood measures.

Table 4.

Comparison of blood parameters between Korean Red Ginseng and placebo groups after 6 weeks of treatment

Variables Korean Red Ginseng group (n = 32)
Placebo group (n = 31)
Group effect
Group by time effect
Baseline 6 weeks Baseline 6 weeks F p F p
Lipid battery [mean (SD)]
 HDL (mg/dL) 62.66 (17.23) 60.65 (17.78) 63.58 (15.47) 65.63 (17.22) 0.67 0.42 1.87 0.18
 LDL (mg/dL) 103.59 (28.44) 110.92 (26.62) 111.45 (31.61) 105.75 (25.71) 0.23 0.63 2.53 0.12
 Triglyceride (mg/dL) 117.97 (67.51) 149.65 (81.68) 124.07 (68.83) 111.21 (54.26) 0.38 0.54 4.11 0.048*
 Total cholesterol (mg/dL) 176.03 (30.73) 185.73 (26.78) 187.26 (31.43) 179.50 (24.44) 0.59 0.45 3.65 0.06
Catecholamine [mean (SD)]
 Norepinephrine (pg/dL) 296.48 (139.40) 307.21 (177.87) 289.83 (119.15) 314.24 (119.45) 0.002 0.97 0.21 0.65
 Epinephrine (pg/dL) 29.17 (1.72) 27.87 (1.91) 30.60 (1.80) 35.00 (2.02) 4.35 0.043* 2.96 0.093
Interleukin (IL) [mean (SD)]
 IL-1β 0.64 (0.52) 0.50 (0.53) 1.38 (0.51) 0.96 (0.53) 0.68 0.41 0.88 0.36
 IL-2 0.87 (0.87) 1.36 (0.88) 1.78 (0.85) 1.34 (0.90) 0.14 0.71 1.43 0.24
 IL-4 0.47 (0.38) 0.79 (0.40) 0.73 (0.36) 1.20 (0.43) 0.56 0.46 0.05 0.82
 IL-6 0.71 (0.48) 1.38 (0.50) 0.82 (0.50) 0.59 (0.55) 0.41 0.53 0.94 0.34
 IL-10 1.07 (1.79) 1.09 (2.08) 3.59 (1.79) 0.96 (2.28) 0.35 0.56 0.46 0.50
 IL-12 1.73 (1.24) 4.56 (1.29) 0.51 (1.21) 0.48 (1.41) 3.71 0.059 1.43 0.24
 IFN-α 3.18 (1.57) 6.08 (1.75) 0.78 (1.55) 1.27 (1.90) 3.52 0.065 0.70 0.41
 TNF-α 8.98 (1.70) 11.08 (1.95) 10.65 (1.70) 9.04 (2.14) 0.08 0.93 1.24 0.27
C-reactive protein (mg/dL) (mean (SD) 0.14 (0.25) 0.10 (0.15) 0.07 (0.09) 0.07 (0.08) 1.68 0.20 0.84 0.36
Fasting blood sugar (mg/dL) (mean (SD) 114.19 (47.87) 123.65 (52.42) 104.73 (14.36) 107.42 (34.19) 1.29 0.26 0.56 0.81
HbA1c (mean (SD) 5.38 (0 .31) 5.33 (0.35) 5.47 (0.38) 5.31 (0.34) 2.68 0.11 0.95 0.34

HbA1c, hemoglobin A1C; HDL-C, high-density lipoprotein-cholesterol; IFN, interferon; IL, interleukin; LDL-C, low-density lipoprotein-cholesterol; SD, standard deviation; TNF-α, tumor necrosis factor-alpha.

Linear mixed model analysis *p < 0.05, Generalized estimating equation.

Because epinephrine is involved in triglyceride hydrolysis, we additionally evaluated the correlation between epinephrine and triglyceride levels after adjusting for age and BMI (Table 5). The epinephrine level was significantly associated with triglyceride levels (β = −0.087, p = 0.041). In the KRG group, the mean change of blood epinephrine level was consistently decreased depending on the mean changes of blood triglyceride level, whereas inconsistent patterns of change were observed in the placebo group (Fig. 2).

Table 5.

Variation of plasma epinephrine level with age, BMI, and triglycerides: a multiple linear regression analysis

Variables B coefficient SE p
1)Triglyceride, mg/dL −0.087 0.040 0.041*
BMI −0.479 0.516 0.361
Age, yr 0.110 0.156 0.486

BMI, body mass index; SE, standard error.

1)

Mean changes of triglyceride levels from baseline to 6 months after Korean Red Ginseng treatment.

Fig. 2.

Fig. 2

Mean change of blood epinephrine level after 6 weeks’ treatment depending on the triglyceride level changes.

5. Discussion

This is the first double-blind RCT to explore the biological evidence for an adaptogenic effect of KRG in individuals at high risk for stress. The results provide neurobiological evidence supporting an adaptogenic effect of KRG.

The treatment group tolerated KRG very well, with a dropout rate similar to the placebo group. No significant improvement was detected with regard to subjective measures, including perceived stress level, mood status, and cognitive complaints, possibly because of the characteristics of the study participants. They all had highly stressful jobs, which were directly associated with greater psychological distress and high risk of mental illness. The 6-week treatment period might not have been long enough to produce an effect. In addition, a few studies suggest that high placebo effect was frequently observed in clinical trials of nutraceuticals [17] although evidence for this effect is mixed [18]. Expectations of a trial outcome [19] and treatment received [20] are likely to have a significant effect on the degree of placebo response.

Blood parameters, however, suggested potential mechanisms associated with adaptogenic effect of KRG. The treatment group showed a significant increase in triglyceride levels (although still within the normal limit) and a trend toward decreased levels of epinephrine. Lower lipid levels have been associated with depression [21], impulsivity [22], [23], and suicidal attempts [24], [25] probably due to the impact of lipids on the structure and function of neuronal membranes [26]. In addition, epinephrine stimulates the sympathetic nervous system, which mediates the stress response.

Interestingly, epinephrine levels in the KRG group showed a negative correlation with triglyceride levels (β = −0.087, p = 0.041); increased triglyceride levels were associated with decrease in epinephrine after adjusting for age and BMI. Epinephrine stimulated triglyceride hydrolysis in adipocytes [27]. In line with this finding, an animal study showed that saponin, a compound abundant in KRG, inhibited catecholamine secretion stimulated by cholinergic stimulation [28].

Chronic stress increases cortisol levels by activating the hypothalamic–pituitary–adrenal axis via catecholamine hormones including epinephrine. Increased cortisol level exacerbates the risk of metabolic syndrome associated with decreased urinary epinephrine output (20), suggesting complex interactions between lipid metabolism and the sympathoadrenal systems. In another study, individuals at risk of metabolic syndrome showed lower plasma epinephrine levels, which were negatively correlated with triglyceride (21).

Taken together, the results suggest that KRG might stabilize the central nervous system, autonomic nervous system, and hypothalamic–pituitary–adrenal axis via complex effects on lipid metabolism and sympathoadrenal systems.

Although subjective cognitive complaints were not improved, the KRG group also showed improvement in correct response time of visually controlled CPT, probably due to improved cognitive function.

Ginsenosides, the triterpene glycosides (saponins), are the constituents found almost exclusively in ginseng. More than 100 ginsenosides have been isolated from P. ginseng, and protopanaxadiol and protopanaxatriol are the main structural components of the aglycone moiety of ginsenosides [29]. KRG is heat-processed P. ginseng. The processed red ginseng comprises unique constituents and is reported to exhibit antidiabetic, immune-modulating, anticancer, and antiinfection activities [30].

There are several caveats to be considered in the interpretation of the study findings. First, we evaluated limited numbers of biological markers. Therefore, it is premature to confirm the association between KRG and autonomic nervous system. Second, no significant difference was observed in subjective psychological distress between the KRG and placebo groups. As mentioned previously, strong placebo effects may occur in clinical trials of nutraceuticals, perhaps in part due to expectations on the part of study participants to receive nutraceutical therapy rather than placebo or other comparator [20]. Third, 6 weeks might not be enough to evaluate psychological changes induced by administration of Korean Red Ginseng. In particular, changes in other biological markers, particularly inflammatory cytokines, may also take as long as 8–12 weeks to manifest. Considering that most nutraceuticals are consumed for a long time, additional studies are needed to determine the long-term effect of KRG. Fourth, all study participants had very stressful professions, so their response to KRG may vary from that of individuals with less stressful jobs. Finally, cognitive function was not evaluated using a comprehensive test that evaluated a wide range of cognitive function.

Notwithstanding these limitations, this study provides biological evidence that may be associated with an adaptogenic effect of KRG. In this randomized, double-blind RCT, KRG decreased epinephrine levels, which was associated with increased, but still normal, triglyceride levels. Decreased catecholamines and increased triglycerides may contribute to stabilization of the autonomic nervous system and neural membranes. KRG additionally improved the cognitive process. The study result suggests that KRG might play a role in autonomic nervous system, which is associated with its adoptogenic effect. Further studies are warranted to determine the appropriate treatment dosage and duration of KRG.

Conflicts of interest

All authors reported no conflict of interest.

Acknowledgments

This work was supported by the 2013 grant from the Korean Society of Ginseng. This research was also supported by the Original Technology Research Program for Brain Science through the National Research Foundation of Korea (NRF) funded by the Ministry of Education, Science and Technology (No. NRF-2016M3C7A1947307; PI, Hong Jin Jeon) and by the Bio & Medical Technology Development Program of the NRF funded by the Korean government, MSIP (No. NRF-2017M3A9F1027323; PI, Hong Jin Jeon). This study was also supported by Samsung Medical Center grant (SMO1161491, PI Hong Jin Jeon).

Footnotes

Appendix A

Supplementary data related to this article can be found at https://doi.org/10.1016/j.jgr.2018.03.001.

Appendix A. Supplementary data

The following is the supplementary data related to this article:

mmc1
mmc1.xml (255B, xml)

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