Integrated ‘omics analysis for the gut microbiota response to moxibustion in a rat model of chronic fatigue syndrome

Abstract:

Objective: To observe the efficacy of moxibustion in the treatment of chronic fatigue syndrome (CFS) and explore the effects on gut microbiota and metabolic profiles.

Methods: Forty-eight male Sprague-Dawley rats were randomly assigned to control group (Con), CFS model group (Mod, established by multiple chronic stress for 35 d), MoxA group (CFS model with moxibustion Shenque (CV8) and Guanyuan (CV4), 10 min/d, 28 d) and MoxB group (CFS model with moxibustion Zusanli (ST36), 10 min/d, 28 d).

Open-field test (OFT) and Morris-water-maze test (MWMT) were determined for assessment the CFS model and the therapeutic effects of moxibustion.16S rRNA gene sequencing analysis based gut microbiota integrated untargeted liquid chromatograph-mass spectrometer (LC-MS) based fecal metabolomics were executed, as well as Spearman correlation analysis, was utilized to uncover the functional relevance between the potential metabolites and gut microbiota.

Results: The results of our behavioral tests showed that moxibustion improved the performance of CFS rats in the OFT and the MWMT. Microbiome profiling analysis revealed that the gut microbiomes of CFS rats were less diverse with altered composition, including increases in pro-inflammatory species (such as Proteobacteria) and decreases in anti-inflammatory species (such as Bacteroides, Lactobacillus, Ruminococcus, and Prevotella). Moxibustion partially normalized these changes in the gut microbiota.

Furthermore, CFS was associated with metabolic disorders, which were effectively ameliorated by moxibustion. This was demonstrated by the normalization of 33 microbiota-related metabolites, including mannose (P = 0.001), aspartic acid (P = 0.009), alanine (P = 0.007), serine (P = 0.000), threonine (P = 0.027), methionine (P = 0.023), 5-hydroxytryptamine (P = 0.008), alpha-linolenic acid (P = 0.003), eicosapentaenoic acid (P = 0.006), hypoxanthine (P = 0.000), vitamin B6 (P = 0.000), cholic acid (P = 0.013), and taurocholate (P = 0.002).

Correlation analysis showed a significant association between the perturbed fecal microbiota and metabolite levels, with a notable negative relationship between LCA and Bacteroides.

Conclusions: In this study, we demonstrated that moxibustion has an antifatigue-like effect. The results from the 16S rRNA gene sequencing and metabolomics analysis suggest that the therapeutic effects of moxibustion on CFS are related to the regulation of gut microorganisms and their metabolites. The increase in Bacteroides and decrease in LCA may be key targets for the moxibustion treatment of CFS.

Source: Chaoran LI, Yan Y, Chuwen F, Heng LI, Yuanyuan QU, Yulin W, Delong W, Qingyong W, Jing G, Tianyu S, Xiaowei S, Xue W, Yunlong H, Zhongren S, Tiansong Y. Integrated ‘omics analysis for the gut microbiota response to moxibustion in a rat model of chronic fatigue syndrome. J Tradit Chin Med. 2023 Oct;43(6):1176-1189. doi: 10.19852/j.cnki.jtcm.20231018.004. PMID: 37946480; PMCID: PMC10623263. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10623263/ (Full text)

Bamboo-based medicinal moxibustion for chronic fatigue syndrome: a randomized controlled trial

Abstract:

Objective: To observe the clinical efficacy of bamboo-based medicinal moxibustion for chronic fatigue syndrome (CFS), and to preliminarily explore its action mechanism.

Methods: Sixty-four patients with CFS were randomly divided into a moxibustion group (32 cases, 1 case dropped off, 1 case excluded) and an acupuncture group (32 cases, 2 cases dropped off). The patients in the moxibustion group were treated with bamboo-based medicinal moxibustion, while the patients in the acupuncture group were treated with routine acupuncture. Both groups were treated once a day, 6 days as a course of treatment with 1 day interval, for a total of 2 courses of treatment. Before treatment, 1 and 2 courses into treatment and in the follow-up of 14 days after treatment, the fatigue scale-14 (FS-14) and somatic and psychological health report (SPHERE) scores were observed in the two groups. Before and after treatment, the contents of CD+3, CD+4, CD+8 of peripheral blood T lymphocyte subsets were measured and CD+4/CD+8 ratio was calculated; the clinical efficacy of the two groups was compared.

Results: Compared before treatment, the FS-14 and SPHERE scores in the two groups were decreased 1 and 2 courses into treatment and in the follow-up (P<0.01), and the FS-14 and SPHERE scores in the moxibustion group were lower than those in the acupuncture group (P<0.01, P<0.05). Compared before treatment, the contents of CD+3, CD+4 and CD+4/CD+8 ratio in the moxibustion group were increased after treatment (P<0.01). There was no significant difference of CD+3, CD+4, CD+8 and CD+4/CD+8 ratio between before and after treatment in the acupuncture group (P>0.05). After treatment, the contents of CD+3 and CD+4 in the moxibustion group were higher than those in the acupuncture group (P<0.05). The total effective rate was 93.3% (28/30) in the moxibustion group, which was higher than 73.3% (22/30) in the acupuncture group (P<0.05).

Conclusion: Bamboo-based medicinal moxibustion could improve the physical and mental fatigue symptoms and psychological status in patients with CFS. Its effect may be related to regulating the contents of CD+3, CD+4 of peripheral blood T lymphocyte subsets and CD+4/CD+8 ratio.

Source: Xue KY, Quan F, Tang JX, Xiao CH, Lu CX, Cui J. [Bamboo-based medicinal moxibustion for chronic fatigue syndrome: a randomized controlled trial]. Zhongguo Zhen Jiu. 2023 May 12;43(5):493-8. Chinese. PMID: 37161800. https://pubmed.ncbi.nlm.nih.gov/37161800/

Effect of herbal cake-separated moxibustion on behavioral stress reactions and blood lactic acid level and muscular AMPK/PGC-1α signaling in rats with chronic fatigue syndrome

Abstract:

Objective: To observe the effect of herbal cake-separated moxibustion (HCSM) on serum lactic acid (BLA) level and AMPK/PGC-1α signaling pathway in the quadriceps femoris in chronic fatigue syndrome (CFS) rats, so as to explore its mechanisms underlying improvement of CFS.

Methods: According to the random number table, 50 SD rats were divided into blank control, model, HCSM, sham HCSM and medication (herbal medicine gavage) groups, with 10 rats in each group. The CFS model was established by using chronic restraint and exhaustive swimming, alternately, once daily for 21 days. The herbal cake was made of Xiaoyao Powder (Mental Ease Powder, composed of [Danggui (Radix Angelicae Sinensis), Baishao (Radix Paeoniae Alba), Chaihu (Radix Bupleuri), Fuling (Poria), Baizhu (Rhizoma Atractylodis, Macrocephalae), etc.]. The HCSM was applied to “Shenque” (CV8), “Guanyuan “(CV4), bilateral “Zusanli” (ST36) and “Qimen” (LR14), 5 moxa-cones for each acupoint, once daily for 10 days. For sham HCSM, the excipient was instead of herbal cake, and the same 5 moxa-cones was given as the HCSM group. Rats of the medication group received gavage of Xiaoyao Powder suspension (60 mg·kg-1), once daily for 10 days. The open field test and tail suspension test were conducted for determining the animals’ locomotor activity. The blood sample was taken from the abdominal aorta under anesthesia for assaying the levels of serum BLA, chemokine ligand CXCL9 and β-endorphin (EP) by ELISA. Bilateral quadriceps femoris were sampled for observing histopathological changes after staining with conventional H.E. technique, and for detecting the expression levels of phosphorylated AMP-activated protein kinase (p-AMPK) and peroxisome proliferator-activated receptor γ coactivator-1α (PGC-1α) by using immunohistochemistry.

Results: Compared with the blank control group, the number of rearing and horizontal grid-crossing times, struggling times of tail suspension test were significantly decreased (P<0.05), and the immobility time was obviously prolonged (P<0.05) in the model group. Compared with the model group, both HCSM and medication groups had a significant increase of rearing, horizontal grid-crossing times and struggling times (P<0.05), and the immobility time had a significant decrease (P<0.05). But there were no significant differences in the total movement distance among the 5 groups (P>0.05), and in the 5 indexes of behavioral measurements between the HCSM and medication groups (P>0.05). The sham HCSM could also evidently increase the struggling times and reduce the immobility time (P<0.05). The contents of serum BLA, CXCL9 and β-EP were obviously higher in the model group than in the blank control group (P<0.05), as well as remarkably lower in the HCSM and medication groups than in the model group (P<0.05). Whereas the expression levels of muscular p-AMPK and PGC-1α were considerably lower in the model group than in the blank control group (P<0.05), and significantly increased in both HCSM and medication groups relevant to the model group (P<0.05). Compared with the sham HCSM group, the contents of BLA, CXCL9 and β-EP in serum of the HCSM group and contents of CXCL9, β-EP in medication group were significantly decreased (P<0.05), and the protein expressions of p-AMPK and PGC-1α in quadriceps femoris in both HCSM and medication groups were significantly increased (P<0.05). H.E. staining showed smaller intercellular space, uneven cytoplasmic staining in some muscle fibers, nucleus pyknosis and condensation, and inflammatory cell infiltration in the model group, which was milder in both HCSM and medication groups.

Conclusion: HCSM can mitigate the stress behavioral state in CFS rats, which may be related with its functions in lowering the levels of serum BLA, CXCL9 and β-EP, and activating AMPK/PGC-1α signaling pathway (balancing energy metabolism) in the quadriceps femoris.

Source: Xu XS, Ma W, Xiong LJ, Zhai CT, Li W, Tian YF. [Effect of herbal cake-separated moxibustion on behavioral stress reactions and blood lactic acid level and muscular AMPK/PGC-1α signaling in rats with chronic fatigue syndrome]. Zhen Ci Yan Jiu. 2022 Oct 25;47(10):878-84. Chinese. doi: 10.13702/j.1000-0607.20220017. PMID: 36301164. https://pubmed.ncbi.nlm.nih.gov/36301164/

Mechanism of acupuncture and moxibustion in treatment of chronic fatigue syndrome from perspective of intestinal flora

Abstract:

Intestinal flora dysbiosis may play an important role in the occurrence and development of chronic fatigue syndrome (CFS), which may induce the inflammatory response and metabolic disturbance of patients with CFS. Acupuncture and moxibustion may achieve anti-fatigue effect by affecting the diversity and quantity of intestinal flora, improving intestinal barrier function, and regulating brain-gut peptides.

Source: Li CR, Sun ZR, Wang YL, Yang Y, Sun WB, Qu YY, Wang QY, Yang TS. [Mechanism of acupuncture and moxibustion in treatment of chronic fatigue syndrome from perspective of intestinal flora]. Zhongguo Zhen Jiu. 2022 Aug 12;42(8):956-60. Chinese. doi: 10.13703/j.0255-2930.20210829-k0003. PMID: 35938342. https://pubmed.ncbi.nlm.nih.gov/35938342/ [Article in Chinese]

Ginger-indirect moxibustion plus acupuncture versus acupuncture alone for chronic fatigue syndrome: a randomized controlled trial

Abstract:

Objective: To assess the efficacy and safety of ginger-indirect moxibustion for chronic fatigue syndrome (CFS).

Methods: In this central randomized, controlled trial, 290 CFS participants were recruited and randomly allocated to group A (ginger-indirect moxibustion plus acupuncture) or group B (acupuncture alone). The study consisted of a treatment period of 8 weeks with a total of 24 treatments (3 sessions per week, every other day), and a follow-up period of 12 weeks. The outcome was measured by Fatigue Severity Scale (FSS), Psychological Health Report (SPHERE), the Self-rating depression scale (SDS) and the Hamilton anxiety scale (HAMA) at baseline, 2, 4, 6, 8, 12 and 20 weeks.

Results: With the treatment undergoing, the changes of FSS, SPHERE, SDS and HAMA scores in both groups increased gradually, and the effect maintained at the 12th week. Between groups, significantly higher score changes were seen in group A in FSS after 4 weeks treatment (11.94 9.12, 95%: 0.94, 4.7) and in SPHERE after 2 weeks treatment (3.7 2.27, 95%: 0.56, 2.31). But for SDS and HAMA, the improvement did not differ significantly between groups. No severe adverse events were reported.

Conclusion: Ginger-indirect moxibustion is a safe and effective intervention to relieve fatigue and accompanying physical symptoms of CFS.

Source: Tingting MA, Jie WU, Lijie Y, Fen F, Huilin Y, Jinhua Z, Yanjin Z, Qing N, Lirong H, Youbing L, Jue Y, Guiquan C, Tianshu H, Li W, Yuanfang R, Jing T. Ginger-indirect moxibustion plus acupuncture versus acupuncture alone for chronic fatigue syndrome: a randomized controlled trial. J Tradit Chin Med. 2022 Apr;42(2):242-249. doi: 10.19852/j.cnki.jtcm.20211214.003. PMID: 35473345. https://pubmed.ncbi.nlm.nih.gov/35473345/

Efficacy and safety of Ma’s Bamboo-based medicinal moxibustion therapy for chronic fatigue syndrome

Abstract:

Background: Chronic fatigue syndrome (CFS) is a recurrent functional disease with an unknown pathogenesis. Modern treatment mainly focuses on symptomatic and supportive care, but no specific treatment has emerged. Ma’s Bamboo-based Medicinal Moxibustion therapy is a folk traditional Chinese medicine developed in Jinsha County, Guizhou Province. Over a long period of practice in the primary health care setting, it has been confirmed in folk medicine that the therapy can significantly improve the symptoms of patients with CFS, but there is no sufficient and scientific clinical evidence. Therefore, this randomised controlled pilot study was designed to preliminarily evaluate the efficacy and safety of Ma’s Bamboo-based Medicinal Moxibustion therapy.

Methods/design: This is a parallel, randomized, controlled, and exploratory study. Sixty patients with CFS admitted to the First Affiliated Hospital of Guizhou University of Traditional Chinese Medicine will be randomly assigned to the experimental or control group. The experimental group will receive Ma’s Bamboo-based Medicinal Moxibustion therapy, whereas the control group will undergo conventional acupuncture. Both groups will be treated once daily for 6 consecutive days as a course of treatment, and two courses separated by 1 day will be completed (12 total treatments). All patients will undergo follow-up after the end of treatment. The baseline period is 2 days. The Fatigue Assessment Instrument score as the primary efficacy measure and secondary efficacy measures, including the Clinical Symptom Score and Fatigue Scale-14, will be evaluated at baseline, after one and two courses of treatment, and during follow-up. Serum T lymphocyte subset counts (CD3+, CD4+, CD8+, CD4+/CD8+) and safety measures ((blood routine test, liver and kidney function and electrocardiogram) will be evaluated at baseline and after two courses of treatment. All adverse events occurring between baseline and the end of follow-up will be summarised at the end of the follow-up.

Discussion: The results of this trial will clarify whether Ma’s Bamboo-based Medicinal Moxibustion therapy can improve the symptoms of patients with CFS and provide preliminary evidence for the effectiveness and safety of Ma’s Bamboo-based Medicinal Moxibustion therapy for this indication.

Ethics approval: This study has been approved by the Ethics Review Committee of the First Affiliated Hospital of Guizhou University of Traditional Chinese Medicine (No.K2020–038).

Trial Registration:  Chinese Clinical Trial Registry, ChiCTR2000038860. Registered on 7 October 2020.

Source: Xue, Kaiyang MMa,b; Wang, Xianzhu MMa,b; Quan, Fei MMa,b; Tang, Jiaxuan MMa,b; Wang, Xin MMa; Lan, Lan MMa; Fu, Jing PhDa; Cui, Jin PhDa,∗ Efficacy and safety of Ma’s Bamboo-based medicinal moxibustion therapy for chronic fatigue syndrome, Medicine Case Reports and Study Protocols: January 2022 – Volume 3 – Issue 1 – p e0193
doi: 10.1097/MD9.0000000000000193 https://journals.lww.com/md-cases/Fulltext/2022/01000/Efficacy_and_safety_of_Ma_s_Bamboo_based_medicinal.6.aspx (Full text)

Moxibustion for Chronic Fatigue Syndrome: A Systematic Review and Meta-Analysis

Abstract:

Objective: This review aimed at systematically evaluating the efficacy and safety of moxibustion for chronic fatigue syndrome (CFS).

Methods: Relevant trials were searched in seven digital databases up to January 2021. After literature screening, data extraction, and literature quality evaluation, the included studies were meta-analyzed using RevMan 5.4 software. The evidence level was assessed using the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE).

Results: Fifteen studies involving 1030 CFS participants were included. Meta-analyses showed a favorable effect of moxibustion on the total effective rate compared with acupuncture (OR = 4.58, 95%CI = [2.85, 7.35], P < 0.00001) and drugs (OR = 6.36, 95%CI = [3.48, 11.59], P < 0.00001). Moxibustion also appeared to significantly reduce fatigue severity measured by fatigue scale-14 (FS-14) (WMD = -2.20, 95% CI = [-3.16, -1.24], P < 0.00001) and fatigue assessment instrument (FAI) (WMD = -16.36, 95% CI = [-26.58, -6.14], P=0.002) compared with the control group. In addition, among the 15 included studies, only two studies reported adverse events related to moxibustion, and the symptoms were relatively mild. The quality of evidence based on the 15 included trials was assessed as moderate to very low.

Conclusions: Based on limited evidence, moxibustion might be an effective and safe complementary therapy for CFS, which can be recommended to manage CFS. Because of the limited level of evidence in this review, further high-quality trials are still needed to confirm these findings.

Source: You J, Ye J, Li H, Ye W, Hong E. Moxibustion for Chronic Fatigue Syndrome: A Systematic Review and Meta-Analysis. Evid Based Complement Alternat Med. 2021 Nov 11;2021:6418217. doi: 10.1155/2021/6418217. PMID: 34804182; PMCID: PMC8601810. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8601810/ (Full text)

The efficacy and safety of moxibustion for chronic fatigue syndrome: A protocol for systematic review and meta-analysis

Abstract:

Background: The pathogenesis of chronic fatigue syndrome (CFS) is not clear. The main purpose of treatment is to improve autoimmune function and relieve fatigue symptoms. Moxibustion is often used to treat diseases caused by low autoimmunity, especially in relieving fatigue symptoms. It is a superior therapy for CFS in traditional Chinese medicine. At present, there is a lack of the high level clinical evidence to support the moxibustion in the treatment of CFS, so this study will systematically review and analyze the currently available randomized controlled trials to evaluate the efficacy and safety of moxibustion in the treatment of CFS.

Methods: We will systematically search PubMed, EMBASE, Cochrane library, Sinomed, CNKI, VIP, and Wanfang Database, ClinicalTrials.gov and Chinese Clinical Trial Registry will also be searched. The time range for the search will be from database activation to March 31, 2021. The randomized controlled trials (RCTs) associated with moxibustion for CFS will be included, regardless of language.We will use the standard proposed in Cochrane Handbook 5.1.0 to assess the bias risk of a single RCT. The main outcome index of the study is Fatigue Assessment Instrument (FAI), secondary outcome indexes will include Fatigue Scale -14 (FS-14), Fatigue Severity Scale (FSS), Pittsburgh sleep quality index (PSQI), natural killer (NK) cells, interleukin- 2 (IL-2), T lymphocyte subsets (CD4+, CD8+), cure rate, total efficiency and adverse reactions. The random effect model meta was used to analyze the effect data of a single RCT. Heterogeneity will be measured by Cochran Q test and I-squared statistics. We will use 2 subgroup analyses to explore the source of heterogeneity. RCTs with high bias risk was excluded and adjustment effect model was used for sensitivity analysis to test the robustness of the meta-analysis results. The publication bias included in RCTs will be assessed by funnel plot and Egger test.

Results: This study will objectively and comprehensively evaluate the efficacy and safety of randomized controlled trials of moxibustion in the treatment of chronic fatigue syndrome, and the results will be submitted to peer-reviewed journals for publication.

Conclusion: This systematic review will provide clinicians with the latest high-quality evidence for the use of moxibustion in the treatment of chronic fatigue syndrome.

Source: Xue K, Wang Y, Wang X, Chen P, Xiao C, Fu J, Cui J. The efficacy and safety of moxibustion for chronic fatigue syndrome: A protocol for systematic review and meta-analysis. Medicine (Baltimore). 2021 May 7;100(18):e25742. doi: 10.1097/MD.0000000000025742. PMID: 33950958. https://pubmed.ncbi.nlm.nih.gov/33950958/ 

Ginger-separated moxibustion for chronic fatigue syndrome and its effect on intestinal flora

Abstract:

Objective: To observe the effect of ginger-separated moxibustion on fatigue state and intestinal flora in patients with chronic fatigue syndrome (CFS).

Methods: A total of 62 patients with CFS were randomly divided into an observation group (31 cases, 3 cases dropped off) and a control group (31 cases, 2 cases dropped off). The patients in the control group were treated with normal diet and moderate exercise; on the basis of the control group, the patients in the observation group were treated with ginger-separated moxibustion at Zhongwan (CV 12), Shenque (CV 8) and Guanyuan (CV 4), 30 min each time, once every other day, three times a week. Both groups were intervened for 4 weeks. Before and after treatment, the fatigue scale-14 (FS-14) was used to observe the improvement of fatigue state, and 16S rRNA detection technology was used to detect the distribution of intestinal flora.

Results: Compared before treatment, the FS-14 score was reduced after treatment in the observation group (P<0.01), and the reduction in the observation group was larger than that in the control group (P<0.01). The relative abundance of intestinal flora was similar between the observation group and control group at the phylum and genus level before treatment. After treatment, there was no significant change of intestinal flora in the control group. However, the enterobacteriaceae, corynebacterium, erysipelothrix, actinomycetes were increased in the observation group (P<0.05), and actinomycetes, ruminococcus, lactarius had obvious flora advantages compared with the control group (P<0.05).

Conclusion: The ginger-separated moxibustion could significantly improve the fatigue state in CFS patients, which may be related to the regulation of intestinal flora structure and the repair of intestinal barrier.

Source: Lin YF, Jin XQ, Zhu JF, Chen YD, Sheng JL, He JJ, Jin YY. [Ginger-separated moxibustion for chronic fatigue syndrome and its effect on intestinal flora]. Zhongguo Zhen Jiu. 2021 Mar 12;41(3):269-74. Chinese. doi: 10.13703/j.0255-2930.20200210-k0001. PMID: 33798308. https://pubmed.ncbi.nlm.nih.gov/33798308/

Effect of ginger-separated moxibustion on fatigue, sleep quality and depression in patients with chronic fatigue syndrome: a randomized controlled trial

Abstract:

Objective: To observe the effect of ginger-separated moxibustion on fatigue, sleep quality and depression in the patients with chronic fatigue syndrome.

Methods: A total of 62 patients with chronic fatigue syndrome were randomized into an observation group (31 cases, 3 cases dropped off) and a control group (31 cases, 2 cases dropped off). In the control group, the patients had normal diet and proper physical exercise. In the observation group, on the basis of the control group, the ginger-separated moxibustion was added at Zhongwan (CV 12), Shenque (CV 8) and Guanyuan (CV 4), 30 min each time, once every two days, 3 times weekly. Separately, before treatment and after 4 weeks of treatment, the MOS item short form health survey (SF-36), the Pittsburgh sleep quality index (PSQI) scale and the self-rating depression scale (SDS) were adopted to evaluate the degrees of fatigue, sleep quality and depression in the patients of the two groups.

Results: In the observation group, the score of each item of SF-36, the score of each item of PSQI and SDS score after treatment were all improved significantly as compared with those before treatment respectively (P<0.05, P<0.01). In the control group, the scores of overall health, vitality and mental health in SF-36 and the score of sleep time of PSQI after treatment were improved as compared with those before treatment respectively (P<0.05). After treatment, the score of each item of SF-36, the scores of sleep quality, sleep time, sleep efficiency and sleep disorders of PSQI, as well as SDS score in the observation group were all better than those in the control group respectively (P<0.01, P<0.05). The score of SF-36 was relevant to the scores of PSQI and SDS in the patients of chronic fatigue syndrome (r =0.331, P<0.05; r =-0.706, P<0.01). The improvement value of SF-36 score was closely related to the improvement value of SDS score in the observation group (r =-0.657, P<0.01).

Conclusion: The ginger-separated moxibustion effectively relieves fatigue and depression condition and improves sleep quality in the patients with chronic fatigue syndrome. The fatigue condition is relevant with sleep quality and depression condition to a certain extent in the patients.

Source: Lin YF, Zhu JF, Chen YD, et al. Zhongguo Zhen Jiu. 2020;40(8):816-820. doi:10.13703/j.0255-2930.20190722-k0001 https://pubmed.ncbi.nlm.nih.gov/32869588/