1.Expert consensus on ethical requirements for artificial intelligence (AI) processing medical data.
Cong LI ; Xiao-Yan ZHANG ; Yun-Hong WU ; Xiao-Lei YANG ; Hua-Rong YU ; Hong-Bo JIN ; Ying-Bo LI ; Zhao-Hui ZHU ; Rui LIU ; Na LIU ; Yi XIE ; Lin-Li LYU ; Xin-Hong ZHU ; Hong TANG ; Hong-Fang LI ; Hong-Li LI ; Xiang-Jun ZENG ; Zai-Xing CHEN ; Xiao-Fang FAN ; Yan WANG ; Zhi-Juan WU ; Zun-Qiu WU ; Ya-Qun GUAN ; Ming-Ming XUE ; Bin LUO ; Ai-Mei WANG ; Xin-Wang YANG ; Ying YING ; Xiu-Hong YANG ; Xin-Zhong HUANG ; Ming-Fei LANG ; Shi-Min CHEN ; Huan-Huan ZHANG ; Zhong ZHANG ; Wu HUANG ; Guo-Biao XU ; Jia-Qi LIU ; Tao SONG ; Jing XIAO ; Yun-Long XIA ; You-Fei GUAN ; Liang ZHU
Acta Physiologica Sinica 2024;76(6):937-942
As artificial intelligence technology rapidly advances, its deployment within the medical sector presents substantial ethical challenges. Consequently, it becomes crucial to create a standardized, transparent, and secure framework for processing medical data. This includes setting the ethical boundaries for medical artificial intelligence and safeguarding both patient rights and data integrity. This consensus governs every facet of medical data handling through artificial intelligence, encompassing data gathering, processing, storage, transmission, utilization, and sharing. Its purpose is to ensure the management of medical data adheres to ethical standards and legal requirements, while safeguarding patient privacy and data security. Concurrently, the principles of compliance with the law, patient privacy respect, patient interest protection, and safety and reliability are underscored. Key issues such as informed consent, data usage, intellectual property protection, conflict of interest, and benefit sharing are examined in depth. The enactment of this expert consensus is intended to foster the profound integration and sustainable advancement of artificial intelligence within the medical domain, while simultaneously ensuring that artificial intelligence adheres strictly to the relevant ethical norms and legal frameworks during the processing of medical data.
Artificial Intelligence/legislation & jurisprudence*
;
Humans
;
Consensus
;
Computer Security/standards*
;
Confidentiality/ethics*
;
Informed Consent/ethics*
2.Genomic information mining reveals Rehmannia glutinosa growth-promoting mechanism of endophytic bacterium Kocuria rosea.
Lin-Lin WANG ; Gui-Xiao LA ; Xiu-Hong SU ; Lin-Lin YANG ; Lei-Xia CHU ; Jun-Qi GUO ; Cong-Long LIAN ; Bao ZHANG ; Cheng-Ming DONG ; Sui-Qing CHEN ; Chun-Yan WANG
China Journal of Chinese Materia Medica 2024;49(22):6119-6128
This study explored the growth-promoting effect and mechanism of the endophytic bacterium Kocuria rosea on Rehmannia glutinosa, aiming to provide a scientific basis for the development of green bacterial fertilizer. R. glutinosa 'Jinjiu' was treated with K. rosea, and the shoot parameters including leaf length, leaf width, plant width, and stem diameter were measured every 15 days. After 120 days, the shoots and roots were harvested. The root indicators(root number, root length, root diameter, root fresh weight, root dry weight, root volume, and root vitality) and secondary metabolites(catalpol, rehmannioside A, rehmannioside D, verbascoside, and leonuride) were determined. The R. glutinosa growth-promoting mechanism of K. rosea was discussed from the effect of K. rosea on the nutrient element content in R. glutinosa and rhizosphere soil and the genome information of this plant. After application of K. rosea, the maximum increases in leaf length, leaf width, plant width, and stem diameter were 35.67%(60 d), 25.39%(45 d), 40.17%(60 d), and 113.85%(45 d), respectively. The root number, root length, root diameter, root volume, root fresh weight, root dry weight, and root viability increased by 41.71%, 45.10%, 48.61%, 94.34%, 101.55%, 147.61%, and 42.08%, respectively. In addition, the content of rehmannioside A and verbascoside in the root of R. glutinosa increased by 76.67% and 69.54%, respectively. K. rosea promoted the transformation of nitrogen(N), phosphorus(P), and potassium(K) in the rhizosphere soil into the available state. Compared with that in the control, the content of available N(54.60 mg·kg~(-1)), available P(1.83 μmol·g~(-1)), and available K(83.75 mg·kg~(-1)) in the treatment with K. rosea increased by 138.78%, 44.89%, and 14.34%, respectively. The content of N, P, and K in the treatment group increased by 293.22%, 202.63%, and 23.80% in the roots and by 23.60%, 107.23%, and 134.53% in the leaves of R. glutinosa, respectively. K. rosea carried the genes related to colonization(rbsB, efp, bcsA, and gmhC), N, P, and K metabolism(narG, narH, narI, nasA, nasB, GDH2, pyk, aceB, ackA, CS, ppa, ppk, ppk2, pstS, pstA, pstB, and pstC), and indole-3-acetic acid and zeatin synthesis(iaaH and miaA). Further studies showed that K. rosea could colonize the roots of R. glutinosa and secrete indole-3-acetic acid(3.85 μg·mL~(-1)) and zeatin(0.10 μg·mL~(-1)). In summary, K. rosea promotes the growth of R.ehmannia glutinosa by enhancing the nutrient uptake, which provides a theoretical basis for the development of plant growth-promoting microbial products.
Rehmannia/metabolism*
;
Endophytes/metabolism*
;
Plant Roots/growth & development*
;
Micrococcaceae/genetics*
;
Data Mining
;
Plant Leaves/metabolism*
;
Genomics
;
Rhizosphere
3.Study on the application of model transfer technology in the extraction process of Xiao'er Xiaoji Zhike oral liquid
Xiu-hua XU ; Lei NIE ; Xiao-bo MA ; Xiao-qi ZHUANG ; Jin ZHANG ; Hai-ling DONG ; Wen-yan LIANG ; Hao-chen DU ; Xiao-mei YUAN ; Yong-xia GUAN ; Lian LI ; Hui ZHANG ; Xue-ping GUO ; Heng-chang ZANG
Acta Pharmaceutica Sinica 2023;58(10):2900-2908
The modernization and development of traditional Chinese medicine has led to higher standards for the quality of traditional Chinese medicine products. The extraction process is a crucial component of traditional Chinese medicine production, and it directly impacts the final quality of the product. However, the currently relied upon methods for quality assurance of the extraction process, such as simple wet chemical analysis, have several limitations, including time consumption and labor intensity, and do not offer precise control of the extraction process. As a result, there is significant value in incorporating near-infrared spectroscopy (NIRS) in the production process of traditional Chinese medicine to improve the quality control of the final products. In this study, we focused on the extraction process of Xiao'er Xiaoji Zhike oral liquid (XXZOL), using near-infrared spectra collected by both a Fourier transform near-infrared spectrometer and a portable near-infrared spectrometer. We used the concentration of synephrine, a quality control index component specified by the pharmacopoeia, to achieve rapid and accurate detection in the extraction process. Moreover, we developed a model transfer method to facilitate the transfer of models between the two types of near-infrared spectrometers (analytical grade and portable), thus resolving the low resolution, poor performance, and insufficient prediction accuracy issues of portable instruments. Our findings enable the rapid screening and quality analysis of XXZOL onsite, which is significant for quality monitoring during the traditional Chinese medicine production process.
4.Factors influencing bilirubin elevation and its correlation with UGT1A1 gene polymorphism in the early postoperative period of transjugular intrahepatic portosystemic shunt.
Bi Feng ZHANG ; Jian FANG ; Zhi Qiang ZHANG ; Xiu Lan AO ; Lei XIA ; Hai Cong WU ; Shi An ZHANG ; Zhi Xian WU ; Dong Liang LI
Chinese Journal of Hepatology 2023;31(5):524-531
Objective: To investigate the factors influencing total bilirubin elevation and its correlation with UGT1A1 gene polymorphism in the early postoperative period of transjugular intrahepatic portosystemic shunt (TIPS). Methods: 104 cases with portal hypertension and esophageal variceal hemorrhage (EVB) treated with elective TIPS treatment were selected as the study subjects and were divided into a bilirubin-elevated group and a normal bilirubin group according to the total bilirubin elevation level during the early postoperative period. Univariate analysis and logistic regression were used to analyze the factors influencing total bilirubin elevation in the early postoperative period. PCR amplification and first-generation sequencing technology were used to detect the polymorphic loci of the UGT1A1 gene promoter TATA box, enhancer c.-3279 T > G, c.211G > A, and c.686C > A. Logistic regression was used to analyze the correlation of four locus alleles and genotypes with elevated total bilirubin in the early postoperative period. Results: Among the 104 cases, 47 patients were in the bilirubin elevated group, including 35 males (74.5%) and 12 females (25.5%), aged (50.72 ± 12.56) years. There were 57 cases in the normal bilirubin group, including 42 males (73.7%) and 15 females (26.3%), aged (51.63 ± 11.10) years. There was no statistically significant difference in age (t = -0.391, P = 0.697) and gender (χ(2) = 0.008, P = 0.928) between the two groups of patients. Univariate analysis revealed that preoperative alanine transaminase (ALT) level (χ(2) = 5.954, P = 0.015), total bilirubin level (χ(2) = 16.638, P < 0.001), MELD score (χ(2) = 10.054, P = 0.018), Child-Pugh score (χ(2) = 6.844, P = 0.022), and postoperative portal vein branch development (χ(2) = 6.738, P = 0.034) were statistically significantly different between the two groups. Logistic regression analysis showed that preoperative ALT level, total bilirubin level, and portal vein branch development after TIPS were correlated with the elevated total bilirubin in the early postoperative period. The polymorphism of the c.211G > A locus of the UGT1A1 gene correlation had elevated total bilirubin in the early postoperative period of TIPS. The risk of elevated total bilirubin was increased in the population carrying allele A (P = 0.001, OR = 4.049) in the early postoperative period. Allelic polymorphisms in the TATA box promoter region and enhancer c.-3279 T > G and c.686C > A had no statistically significant difference between the bilirubin-elevated group and the normal bilirubin group. Conclusion: The preoperative ALT level, total bilirubin level, and portal vein branch development are correlated with the elevated total bilirubin in early postoperative patients. The polymorphisms of the UGT1A1 gene and enhancer c.211G > A are correlated with the occurrence of elevated total bilirubin in the early postoperative period of TIPS. Allele A carrier may have a higher risk of elevated total bilirubin in the early postoperative period.
Female
;
Humans
;
Male
;
Bilirubin
;
Esophageal and Gastric Varices
;
Gastrointestinal Hemorrhage/surgery*
;
Portasystemic Shunt, Transjugular Intrahepatic
;
Postoperative Period
;
Retrospective Studies
;
Treatment Outcome
;
Adult
;
Middle Aged
;
Glucuronosyltransferase/genetics*
5. The Application of the Mosoteach-based Mobile Interactive Teaching Modein Literature Reading and Discussion of the Molecular Biology Course
Fu-Rong GAO ; Xiu-Juan SHI ; Wen-Xia JIANG ; Jiao LI ; Jie XU ; Song JIA ; Lei XU ; Si-Guang LI ; Li-Xia LYU ; Guo-Tong XU
Chinese Journal of Biochemistry and Molecular Biology 2022;38(2):204-210
Graduate education emphasizes the development of students’ scientific research andinnovation abilities. Literature reading and discussion (LRD) plays an active role in the development ofinnovative thinking and critical thinking for graduate students. However, in traditional, large molecularbiology classes, the effective implementation of large-scale, collective LRD presents a great challenge. Mosoteach is a cloud-based free app designed specifically for education with powerful human-computerinteraction and human-human interaction functions. In the present study, LRD was introduced into amolecular biology course for graduate students and was conducted via the Mosoteach app. The onlinediscussion board in the Mosoteach cloud class was restricted to enrolled students and was designated theprivate online discussion board (PODB). The PODB built a sense of community for students and was aneffective approach for organizing and facilitating discussion in large classes. Small-group learning in LRDwas helpful to understand the literature and foster collaboration and discussion. Overall, we demonstratedthat Mosoteach-based LRD was helpful in improving student learning outcomes. The relationship betweenstudent learning style and engagement, satisfaction and academic performance in cloud classes meritsfurther investigation.
6.Analysis of clinical phenotype and genotype of Chinese children with disorders of sex development.
Hu LIN ; Hao YANG ; Jun Fen FU ; Jin Na YUAN ; Ke HUANG ; Wei WU ; Guan Ping DONG ; Hong Juan TIAN ; De Hua WU ; Da Xing TANG ; Ding Wen WU ; Li Ying SUN ; Ya Lei PI ; Li Jun LIU ; Li Ping SHI ; Wei GU ; Lu Gang HUANG ; Yi Hua WANG ; Lin Qi CHEN ; Hong Ying LI ; Yang YU ; Hai Yan WEI ; Xin Ran CHENG ; Xiao Ou SHAN ; Yu LIU ; Xu XU ; Shu LIU ; Xiao Ping LUO ; Yan Feng XIAO ; Yu YANG ; Gui Mei LI ; Mei FENG ; Xiu Qi MA ; Dao Xiang PAN ; Jia Yan TANG ; Rui Min CHEN ; Mireguli MAIMAITI ; De Yun LIU ; Xin Hai CUI ; Zhe SU ; Zhi Qiao DONG ; Li ZOU ; Yan Ling LIU ; Jin WU ; Kun Xia LI ; Yuan LI
Chinese Journal of Pediatrics 2022;60(5):435-441
Objective: To explore the heterogeneity and correlation of clinical phenotypes and genotypes in children with disorders of sex development (DSD). Methods: A retrospective study of 1 235 patients with clinically proposed DSD in 36 pediatric medical institutions across the country from January 2017 to May 2021. After capturing 277 DSD-related candidate genes, second-generation sequencing was performed to analyzed the heterogeneity and correlation combined with clinical phenotypes. Results: Among 1 235 children with clinically proposed DSD, 980 were males and 255 were females of social gender at the time of initial diagnosis with the age ranged from 1 day of age to 17.92 years. A total of 443 children with pathogenic variants were detected through molecular genetic studies, with a positive detection rate of 35.9%. The most common clinical phenotypes were micropenis (455 cases), hypospadias (321 cases), and cryptorchidism (172 cases) and common mutations detected were in SRD5A2 gene (80 cases), AR gene (53 cases) and CYP21A2 gene (44 cases). Among them, the SRD5A2 mutation is the most common in children with simple micropenis and simple hypospadias, while the AMH mutation is the most common in children with simple cryptorchidism. Conclusions: The SRD5A2 mutation is the most common genetic variant in Chinese children with DSD, and micropenis, cryptorchidism, and hypospadias are the most common clinical phenotypes. Molecular diagnosis can provide clues about the biological basis of DSD, and can also guide clinicians to perform specific clinical examinations. Target sequence capture probes and next-generation sequencing technology can provide effective and economical genetic diagnosis for children with DSD.
3-Oxo-5-alpha-Steroid 4-Dehydrogenase/genetics*
;
Child
;
China/epidemiology*
;
Cryptorchidism/genetics*
;
Disorders of Sex Development/genetics*
;
Female
;
Genital Diseases, Male
;
Genotype
;
Humans
;
Hypospadias/genetics*
;
Male
;
Membrane Proteins/genetics*
;
Penis/abnormalities*
;
Phenotype
;
Retrospective Studies
;
Steroid 21-Hydroxylase/genetics*
7.Clinical observation on filiform-fire needling of "Biaoben acupoint combination" for 33 cases of sequelae of coronavirus disease 2019 during recovery period.
Zhi-Hui LUO ; Kun-Xiu WANG ; Yan-Lin ZHANG ; Zi-Qin CHEN ; Bei CHEN ; Jia CHEN ; Ting ZHOU ; Xiao-Lei GU ; Chong-Li LI ; Peng YAN ; Ling-Ling TIAN ; Chi-Cheng XU ; Bo-Lin CHEN ; Song CHEN ; Feng-Xia LIANG ; Song WU
Chinese Acupuncture & Moxibustion 2022;42(7):760-764
OBJECTIVE:
To observe the clinical therapeutic effect of filiform-fire needling of "Biaoben acupoint combination" on the sequelae of patients with coronavirus disease 2019 (COVID-19) during the recovery period.
METHODS:
A total of 33 patients with COVID-19 during the recovery period were treated with filiform-fire needling at the acupoints of Mingmen (GV 4), Shenzhu (GV 12), Gaohuang (BL 43), Zusanli (ST 36) and Shangjuxu (ST 37), etc., once every other day, 3 times a week, and 3 times was one course of treatment and totally 2 courses of treatment were required. The TCM symptom, Hamilton anxiety scale (HAMA) and Hamilton depression scale (HAMD) scores, pulmonary function indexes (forced vital capacity [FVC], forced expiratory volume in one second [FEV1], peak expiratory flow [PEF]) and chest CT imaging change were observed before and after treatment, and the therapeutic effect was evaluated.
RESULTS:
After treatment, the scores of TCM symptom, HAMA and HAMD were decreased compared with those before treatment (P<0.05), and the levels of FVC, FEV1 and PEF were increased compared with those before treatment (P<0.05), and the recovery rate of 22 patients with pulmonary ventilation dysfunction was 86.4% (19/22). After treatment, the lung shadow area was smaller than that before treatment (P<0.05). The effective rate of 25 patients with lung CT abnormalities was 84.0% (21/25). After treatment, 23 cases were cured, 5 cases were markedly effective, 4 cases were effective, 1 case was ineffective, the cured and markedly effective rate was 84.8%.
CONCLUSION
The filiform-fire needling of "Biaoben acupoint combination" could significantly reduce the sequelae of cough, fatigue, chest tightness, etc. and mental symptoms such as anxiety and depression in patients with COVID-19 during the recovery period, and promote inflammatory exudation absorption of pulmonary lesion and improve lung ventilation function.
Acupuncture Points
;
Acupuncture Therapy
;
COVID-19/therapy*
;
Humans
;
Lung
;
Vascular Surgical Procedures
8.Kang-Ai Injection Inhibits Gastric Cancer Cells Proliferation through IL-6/STAT3 Pathway.
Chun-Lei ZHENG ; Ke-Zuo HOU ; An-Qi WANG ; Wan-Xia FANG ; Shi-Tong YU ; Jin-E LIANG ; Hai-Yan QI ; Xiu-Juan QU ; Yun-Peng LIU ; Xiao-Fang CHE
Chinese journal of integrative medicine 2022;28(6):524-530
OBJECTIVE:
To explore the mechanisms underlying the proliferative inhibition of Chinese herbal medicine Kang-Ai injection (KAI) in gastric cancer cells.
METHODS:
Gastric cancer cell lines MGC803 and BGC823 were treated by 0, 0.3%, 1%, 3% and 10% KAI for 24, 48 and 72 h, respectively. The cell proliferation was evaluated by 3-(4,5-dimethyl-2-thiazolyl)-2,5-diphenyl-2-H-tetrazolium bromide (MTT) assay. The apoptosis and cell cycle were evaluated by flow cytometry. Interleukin (IL)-6 mRNA and protein expression levels were detected by quantitative real-time polymerase chain reaction (qRT-PCR) and enzyme-linked immune sorbent assay (ELISA), respectively. The protein expression levels of cyclin A, cyclin E, cyclin B1, cyclin D1, p21, retinoblastoma (RB), protein kinase B (AKT), extracellular regulated protein kinases (ERK), signal transducer and activator of transcription (STAT) 1 and STAT3 were detected by Western blot.
RESULTS:
KAI inhibited the proliferation of MGC803 and BGC823 gastric cancer cells in dose- and time-dependent manner. After treated with KAI for 48 h, the proportion of G1 phase was increased, expression level of cyclin D1 and phosphorylation-RB were down-regulated, whereas the expression of p21 was up-regulated (all P<0.01). Furthermore, 48-h treatment with KAI decreased the phosphorylation level of STAT3, inhibited the mRNA and protein expressions of IL-6 (all P<0.01). IL-6 at dose of 10 ng/mL significantly attenuated the proliferative effect of both 3% and 10% KAI, and recovered KAI-inhibited STAT3 phosphorylation and cyclin D1 expression level (all P<0.01).
CONCLUSION
KAI exerted an anti-proliferative function by inhibiting IL-6/STAT3 signaling pathway followed by the induction of G1 phase arrest in gastric cancer cells.
Apoptosis
;
Cell Line, Tumor
;
Cell Proliferation
;
Cyclin D1/pharmacology*
;
Humans
;
Interleukin-6/metabolism*
;
RNA, Messenger/metabolism*
;
STAT3 Transcription Factor/metabolism*
;
Stomach Neoplasms/genetics*
9.Efficacy and Safety Evaluation of Taohong Siwu Decoction () for Patients with Angina Pectoris: A Meta-Analysis of Randomized Controlled Trials.
Tian-Qi TAO ; Hui-Min MAO ; Lei XIA ; Xiu-Hua LIU
Chinese journal of integrative medicine 2021;27(8):626-632
OBJECTIVE:
To assess the efficacy and safety of Taohong Siwu Decoction (, TSD), a Chinese herbal compound prescription, in patients with angina pectoris (AP).
METHODS:
Randomized clinical trials (RCTs) comparing TSD plus conventional treatment (CT) with CT plus placebo or CT only in the patients with AP were searched in PubMed, Cochrane Library, Excerpta Medica Database, Chinese National Knowledge Infrastructure, Chinese Biomedical Literature Database, Wanfang Database, Chinese Scientific Journal Database, Chinese Clinical Trial Registry and International Clinical Trial Registry from their inception to March 2017. The primary outcomes include a composite event of death, acute myocardial infarction (AMI), and target vessel revascularization. The secondary outcomes include angina symptom, electrocardiogram (ECG) improvement and serum high-sensitivity C-reactive protein (hs-CRP), endothelin-1 (ET-1), triglycerides (TG), total cholesterol (TC) and low-density lipoprotein cholesterol (LDL-C) levels. The methodological quality of included studies and extracted available data were assessed. RevMan 5.3 software was used to conduct statistical analysis. The relative risk (RR) and standardized mean difference (SMD) with 95% confidence interval (CI) was calculated. A funnel plot was used to evaluate the publication bias.
RESULTS:
Among 204 studies identified in the literature search, 12 trials including 959 patients with AP met the inclusion criteria. No studies reported the primary outcome including death, AMI and target vessel revascularization. TSD combined with CT showed significant improvement in relieving angina symptom [RR=3.70, 95% CI (2.42, 5.67)] and ECG [RR=3.20, 95% CI (2.20, 4.65)] compared with CT alone. TSD combined with CT reduced the serum hs-CRP, TG, TC and LDL-C levels compared with CT alone. No serious adverse events were reported in TSD combined with CT.
CONCLUSIONS
TSD combined with CT has a potential benefit on relieving AP without significant adverse events. However, the efficacy on the cardiovascular events needs to be assessed by more rigorously-designed, largescale, and multi-center RCTs in future.
10.Distribution of Microbiota in Fine Particulate Matter Particles in Guangzhou, China.
Shi Rui DONG ; Ya Jing HAN ; Jing WU ; Cheng Li ZENG ; Ke Hui ZHU ; Xiao Jing CHEN ; Yu Mei LIU ; Xiao Qian ZOU ; Shao Ling ZHENG ; Zi Hao WEN ; Dan Dan LIU ; Yao WANG ; Xiu Xia HUANG ; Xiu Ben DU ; Jian Lei HAO ; Huan Yu WANG ; Shu GUO ; Chun Xia JING ; Guang YANG
Biomedical and Environmental Sciences 2020;33(5):306-314
Objective:
High PM concentration is the main feature of increasing haze in developing states, but information on its microbial composition remains very limited. This study aimed to determine the composition of microbiota in PM in Guangzhou, a city located in the tropics in China.
Methods:
In Guangzhou, from March 5 to 10 , 2016, PM was collected in middle volume air samplers for 23 h daily. The 16S rDNA V4 region of the PM sample extracted DNA was investigated using high-throughput sequence.
Results:
Among the Guangzhou samples, , , , , and were the dominant microbiota accounting for more than 90% of the total microbiota, and was the dominant gram-negative bacteria, accounting for 21.30%-23.57%. We examined the difference in bacterial distribution of PM between Beijing and Guangzhou at the genus level; was found in both studies, but was only detected in Guangzhou.
Conclusion
In conclusion, the diversity and specificity of microbial components in Guangzhou PM were studied, which may provide a basis for future pathogenicity research in the tropics.
Air Microbiology
;
Air Pollutants
;
analysis
;
Bacteria
;
classification
;
isolation & purification
;
China
;
Cities
;
Environmental Monitoring
;
Microbiota
;
Particle Size
;
Particulate Matter
;
analysis
;
RNA, Bacterial
;
analysis
;
RNA, Ribosomal, 16S
;
analysis

Result Analysis
Print
Save
E-mail