1.Development and validation of PhenoRAG: A visualization tool for automated human phenotype ontology term annotation based on large language models and retrieval-augmented generation technology.
Wei ZHONG ; Yousheng YAN ; Kai YANG ; Yan LIU ; Xinyu FU ; Zhengyang YAO ; Chenghong YIN
Chinese Journal of Medical Genetics 2026;43(1):36-43
OBJECTIVE:
To develop a user-friendly visualization application for the automatic annotation of Human Phenotype Ontology (HPO) terms based on large language models and retrieval-augmented generation (RAG) technology, and to validate its performance in an authoritative case dataset.
METHODS:
By integrating the domestic open-source large language model DeepSeek-V3 with RAG technology, an interactive web application was deployed on the Streamlit cloud platform. Using only the latest official HPO dataset as the data source, the lightweight sentence-embedding model BAAI/bge-small-en-v1.5 was employed to construct a FAISS vector index. During the online phase, a four-step closed-loop process is automatically completed: multilingual translation, phenotype phrase extraction, RAG candidate retrieval, term mapping, and official database validation. 121 English case reports publicly released by BMJ Case Reports and Oxford Medical Case Reports (with a gold-standard HPO set of 1 794 terms) were selected for application validation. Precision, recall, and F1 score were calculated and compared horizontally with traditional dictionary tools, standalone large language models, and the similar application "RAG-HPO". Finally, replace the model with the more advanced ChatGPT-5 and evaluate its performance on the newly extracted dataset.
RESULTS:
An HPO term automatic annotation visualization application named PhenoRAG, based on large language models and RAG technology, was successfully developed. Users can access it directly via a web link. Across the 112 cases, a total of 2 150 HPO terms were generated; 2,064 (96.0%) were fully validated by the official database, with a hallucination rate of 1.3% and an HPO ID-name mismatch rate of 2.7%. After deduplication, 1,906 terms remained for testing. The overall precision was 63.65%, recall was 67.34%, and F1 was 65.44%, significantly outperforming traditional annotation tools (F1: 0.45-0.49, P < 0.001). Although PhenoRAG's F1 was lower than that of RAG-HPO (F1 = 0.78, P < 0.001), which relies on a manually constructed synonym database of 54 000 entries plus the HPO dataset, it requires no additional dictionary maintenance and can be used without any background in computer programming. Moreover, after switching to the GPT-5 model, PhenoRAG exhibited no hallucination rate on the new dataset, and its F1 score significantly increased (P = 0.038).
CONCLUSION
Without constructing a synonym database, the PhenoRAG achieved high-accuracy automatic mapping from clinical text to standard HPO terms. It features a low usage threshold, free access, and a Chinese-language interface, and can directly serve rare disease diagnosis, genetic counseling, and research scenarios in China and worldwide, warranting further clinical promotion and multicenter validation.
Humans
;
Phenotype
;
Biological Ontologies
;
Language
;
Software
;
Large Language Models
2.Construction and verification of a prognostic model combining anoikis and immune prognostic signatures for primary liver cancer.
Ying WANG ; Jing LI ; Yidi WANG ; Mingyu HUA ; Weibin HU ; Xiaozhi ZHANG
Journal of Southern Medical University 2025;45(9):1967-1979
OBJECTIVES:
To establish a prognostic model for primary liver cancer (PLC) using bioinformatics methods.
METHODS:
Based on the data from 404 patients in the Cancer Genome Atlas (TCGA) database, we constructed a prognostic model integrating the differentially expressed genes, anoikis, and immune-related genes (DAIs) using univariate Cox regression and the LASSO-Cox approach. The predictive ability of the model was evaluated using Kaplan-Meier method and receiver-operating characteristic curves, and a nomogram was developed to facilitate its clinical applications. Gene set enrichment analysis (GSEA) was performed to explore the associated pathways and relationship between the DAIs and the tumor immune microenvironment, and the half-maximal inhibitory concentration (IC50) of liver cancer drugs was calculated using the "pRRophetic" R package. We also detected the expression of SEMA7A in paired tumor and adjacent tissues from liver cancer patients.
RESULTS:
We constructed and validated a prognostic model based on 7 DAIs (NR4A3, SEMA7A, IL11, AR, BIRC5, EGF, and SPP1), and obtained consistent results in both the TCGA training cohort and GEO validation cohort (GSE14520), where the patients in the low-risk group were characterized by more favorable clinical outcomes and immune status. By integrating this prognostic signature with clinical information, a composite nomogram was generated. Somatic mutation analysis showed that TTN, TP53, and CTNNB1 mutations accounted for the largest proportion of total mutations, and the patients in the low-risk-low-TMB group had higher survival rate. Drug sensitivity analysis revealed differences in sensitivity to chemotherapeutic agents between high- and low-risk groups and between TP53 mutations and non-mutations. In clinical tissue specimens, SEMA7A expression was significantly higher in liver cancer tissues than in the adjacent tissues.
CONCLUSIONS
We established a new prognostic model based on DAIs for predicting clinical outcomes and therapeutic response of patients with primary liver cancer.
Humans
;
Liver Neoplasms/diagnosis*
;
Prognosis
;
Anoikis
;
Nomograms
;
Computational Biology
;
Tumor Microenvironment
;
Semaphorins/metabolism*
3.Flos Sophorae improves psoriasis in mice by inhibiting the PI3K/AKT pathway.
Lu RAO ; Jiahe DING ; Jiangping WEI ; Yong YANG ; Xiaomei ZHANG ; Jirui WANG
Journal of Southern Medical University 2025;45(9):1989-1996
OBJECTIVES:
To explore the therapeutic mechanism of Flos Sophorae (FS) for treatment of psoriasis.
METHODS:
The active ingredients, targets and psoriasis-related disease targets of FS were obtained from TCMSP, GeneCards, OMIM, DisGeNET and String databases, and Cytoscape 3.8.0 software was used to construct the "FS -active ingredient-key target-signaling pathway-psoriasis" network. GO and KEGG enrichment analyses of the key targets were conducted, and molecular docking was performed using Discovery Studio 2019. In a BALB/c mouse model of imiquimod-induced psoriasis, the effects of vaseline, FS at high, medium and low doses (3.00, 1.50 and 0.75 g/kg, respectively) and a positive drug, given 1 week before and during modeling, were evaluated on body weight changes, spleen coefficient, psoriasis area and severity index (PASI) score and skin pathological changes. Phosphorylation levels of PI3K and AKT proteins were detected using immunohistochemistry and Western blotting.
RESULTS:
A total of 10 active components and 110 key targets were screened. GO and KEGG pathway enrichment analysis suggested that FS improved psoriasis primarily through the PI3K/AKT, TNF, and IL-17 signaling pathways. Molecular docking showed that both quercetin and kaempferol could spontaneously bind to AKT1, TNF and other sites. In the mouse model of psoriasis, treatment with low-dose FS significantly improved epidermal thickening, increased body weight, lowered PASI score, and reduced phosphorylation levels of PI3K and AKT proteins.
CONCLUSIONS
The therapeutic mechanism of FS for psoriasis involves multiple components, targets, and pathways that mediate the inhibition of the phosphorylation levels of PI3K and AKT proteins to suppress the activation of the PI3K/AKT signaling pathway.
Animals
;
Psoriasis/metabolism*
;
Proto-Oncogene Proteins c-akt/metabolism*
;
Mice
;
Signal Transduction/drug effects*
;
Mice, Inbred BALB C
;
Phosphatidylinositol 3-Kinases/metabolism*
;
Molecular Docking Simulation
;
Disease Models, Animal
;
Drugs, Chinese Herbal/therapeutic use*
;
Imiquimod
;
Phosphorylation
4.Aucubin alleviates knee osteoarthritis in mice by suppressing the NF‑κB signaling pathway.
Yongxin MAI ; Shuting ZHOU ; Ruijia WEN ; Jinfang ZHANG ; Dongxiang ZHAN
Journal of Southern Medical University 2025;45(10):2104-2110
OBJECTIVES:
To assess the therapeutic effect of aucubin in mice with knee osteoarthritis (KOA) and investigate the underlying mechanism.
METHODS:
Sixty C57BL/6J mice were randomized equally into sham operation group, KOA model group, glucosamine (positive control) treatment group, and low-, medium-, and high-dose aucubin treatment groups (2, 4, and 8 mg/kg, respectively). KOA mouse models were established by transection of the anterior cruciate ligament (ACL), and the treatment was initiated on day 1 postoperatively and administered weekly for 8 weeks. Safranin O-fast green staining, immunohistochemistry, and microCT were used to evaluate the changes in cartilage pathology, inflammatory protein expression, and subchondral bone volume fraction (BV/TV). The expression levesl of COL2, SOX9, p-P65, IL-1β and MMP13 proteins in the cartilage tissues were detected using Western blotting. In a chondrocyte model with IL-1β treatment for mimicking KOA, the effect of aucubin on chondrogenic differentiation was observed with Alcian blue and Safranin O staining, and cellular COL2, SOX9 and TNF‑α mRNA expressions were detected with RT-qPCR.
RESULTS:
Compared with those in the model group, the mouse models receiving aucubin treatment showed significantly upregulated COL2 and SOX9 protein levels and downregulated p-P65, IL-1β and MMP13 expressions in the cartilage tissues. In the IL-1β-induced chondrocyte model, aucubin treatment significantly upregulated the mRNA expressions of SOX9 and COL2 but lowered the mRNA expression of TNF-α. Alcian blue and Safranin O staining confirmed that aucubin promoted the synthesis of cartilage extracellular matrix and enhanced chondrogenic differentiation of the cells.
CONCLUSIONS
Aucubin can effectively alleviate KOA in mice by inhibiting NF‑κB-mediated cartilage inflammation, promoting cartilage matrix synthesis, and improving subchondral bone microstructure.
Animals
;
Mice, Inbred C57BL
;
Mice
;
Osteoarthritis, Knee/drug therapy*
;
Signal Transduction/drug effects*
;
NF-kappa B/metabolism*
;
Iridoid Glucosides/therapeutic use*
;
SOX9 Transcription Factor/metabolism*
;
Chondrocytes/drug effects*
;
Male
;
Interleukin-1beta/metabolism*
;
Matrix Metalloproteinase 13/metabolism*
;
Collagen Type II/metabolism*
;
Disease Models, Animal
5.C1q-neutralizing antibodies improves postpartum depressive-like behaviors in mice by regulating the C1q/C3 pathway.
Yiming SUN ; Xinran XU ; Xuerui ZHUO ; Hui CAI ; Yan WANG
Journal of Southern Medical University 2025;45(10):2111-2117
OBJECTIVES:
To explore the role of C1q, the promoter of the classical pathway of the complement system, in regulating postpartum depressive-like behaviors in mice and the therapeutic mechanism of C1q-neutralizing antibodies.
METHODS:
Female C57BL/6 mouse models of postpartum depression established by hormone-simulated pregnancy (HSP) were evaluated for depression-like behaviors, and peripheral blood levels and hippocampal expressions of C1q were detected using ELISA and Western blotting. Immunofluorescence staining was used for detecting co-labeling of C1q and microglia, and the differentially expressed mRNAs in the hippocampus of HSP mice were analyzed using RNA sequencing. The Edinburgh Postnatal Depression Scale was used to screen patients with postpartum depression, from whom peripheral blood mononuclear cells were extracted for detecting C1q expression levels with Western blotting. The HSP mice were subjected to stereotactic injection of C1q-neutralizing antibody or a control IgG in the hippocampus, and the changes in depressive-like behaviors and hippocampal expression of C3 were examined.
RESULTS:
The HSP mice exhibited obvious depressive behaviors, demonstrated by significantly decreased preference for sugar water and increased forced swimming and tail suspension time. The mouse models showed significantly increased peripheral blood C1q level and hippocampal expression level of C1q, accompanied by an increase in Iba1 and C1q co-labeling in the hippocampus. The expression level of C1q in peripheral monocytes was also significantly increased in patients with postpartum depression. In HSP mice, stereotactic injection of C1q-neutralizing antibody, but not the control IgG, obviously alleviated depressive-like behaviors, shown by significantly increased preference for sugar water and decreased forced swimming and tail suspension time, resulting also in decreased expression of C3 in the hippocampus and lowered serum levels of IL-6 and TNF-α.
CONCLUSIONS
C1q-neutralizing antibodies improve postpartum depressive-like behaviors in mice possibly by regulating the C1q/C3 signaling pathway.
Animals
;
Female
;
Depression, Postpartum
;
Complement C1q/metabolism*
;
Antibodies, Neutralizing/pharmacology*
;
Mice, Inbred C57BL
;
Mice
;
Hippocampus/metabolism*
;
Pregnancy
;
Disease Models, Animal
6.Modified Chaihu Guizhi Decoction alleviates anxiety- and depression-like behaviors in mice with chronic unpredictable mild stress by inhibiting the JAK2/STAT3 signaling pathway.
Xiaotao LIANG ; Xiaoshan LIANG ; Yifan XIONG ; Shiru XIE ; Xiaoyu ZHU ; Wei XIE
Journal of Southern Medical University 2025;45(10):2146-2159
OBJECTIVES:
To investigate the mechanisms of Modified Chaihu Guizhi Decoction (MCGD) for ameliorating anxiety- and depression-like behaviors in a mouse model of chronic unpredictable mild stress (CUMS).
METHODS:
The main chemical constituents of MCGD were identified through literature review, and network pharmacology analysis was performed to predict the potential pharmacological mechanisms of MCGD. For in vivo validation, male C57BL/6J mice were randomized into control group, CUMS model group, fluoxetine (FLX) treatment group, and low- and high-dose MCGD treatment groups (n=15), and in all but the control group, CUMS models were established by daily exposure to two randomized stressors for 28 consecutive days. Starting from 3 days prior to modeling, MCGD and fluoxetine treatments were administered daily via gavage and intraperitoneal injection, respectively. Depression- and anxiety-like behaviors of the mice were assessed using sucrose preference test, forced swim test, open field test and elevated plus maze test. The changes in mRNA expressions of the clock genes and inflammatory markers and expressions of the JAK2/STAT3 signaling proteins were detected using RT-qPCR and Western blotting, and immunofluorescence staining was used to detect microglia activation in the mice.
RESULTS:
The key active compounds in MCGD identified by network pharmacology analysis included quercetin, acacetin, formononetin, nobiletin, and baicalein. GO analysis identified 607 enriched pathways, and KEGG pathway enrichment revealed significant involvement of the JAK2/STAT3 and NF-κB signaling pathways. In the mouse models of CUMS, treatment with both fluoxetine and MCGD significantly alleviated anxiety- and depression-like behaviors. MCGD treatment significantly reduced Iba1 expression, improved the inflammatory markers, reversed the decrease in clock gene circadian rhythm amplitude, and obviously downregulated the expressions of JAK2, p-STAT3, p-NF-κB, IL-1β, and IL-6 proteins.
CONCLUSIONS
MCGD effectively alleviates anxiety- and depression-like behaviors in CUMS mice by modulating the inflammatory pathways and inhibiting the JAK2/STAT3 signaling pathway.
Animals
;
Janus Kinase 2/metabolism*
;
STAT3 Transcription Factor/metabolism*
;
Signal Transduction/drug effects*
;
Depression/metabolism*
;
Drugs, Chinese Herbal/pharmacology*
;
Mice
;
Male
;
Mice, Inbred C57BL
;
Anxiety/drug therapy*
;
Stress, Psychological
;
Disease Models, Animal
7.LuoFuShan Rheumatism Plaster ameliorates neuropathic pain in mice by suppressing TLR4/TNF-α signaling.
Yufang FU ; Weiling TAN ; Xiaocui LI ; Rongtian LIN ; Shuwen LIU ; Ling YE
Journal of Southern Medical University 2025;45(11):2285-2296
OBJECTIVES:
To explore the therapeutic effect of LuoFuShan Rheumatism Plaster (LFS) on neuropathic pain (NP) and its molecular mechanism.
METHODS:
Mouse models of sciatic nerve chronic constriction injury (CCI) were treated with low, medium, and high doses (2.2, 4.4, and 8.8 cm2, respectively) of LFS by topical application for 14 consecutive days. The therapeutic effects were assessed by evaluating the mechanical withdrawal threshold (MWT), paw withdrawal latency (PWL), plasma IL-6 and TNF-α levels, and histopathology of the sciatic nerve. Network pharmacology and molecular docking were used to identify the key targets and signaling pathways. The key targets were verified by RT-qPCR and immunohistochemistry. The biosafety of LFS was evaluated by measuring the organ indices and damage indicators of the heart, liver, and kidneys.
RESULTS:
Compared with the CCI group, LFS dose-dependently increased MWT and PWL, reduced plasma IL-6 and TNF-α levels, and alleviated sciatic nerve inflammation in the mouse models. Network pharmacology identified 378 bioactive compounds targeting 279 NP-associated genes enriched in TLR and TNF signaling. Molecular docking showed that quercetin and ursolic acid in LFS could stably bind to TLR4 and TNF‑α. In the mouse models of sciatic nerve CCI, LFS significantly downregulated the mRNA expression levels of Tlr4 and Tnf-α in the spinal cord in a dose-dependent manner and lowered the protein expressions of TLR4 and TNF-α in the sciatic nerve. LFS treatment did not cause significant changes in the organ indices or damage indicators of the heart, liver and kidneys as compared with those in the CCI model group and sham-operated group.
CONCLUSIONS
LFS alleviates NP in mice by suppression of TLR4/TNF-α-mediated neuroinflammation with a good safety profile.
Animals
;
Toll-Like Receptor 4/metabolism*
;
Neuralgia/metabolism*
;
Mice
;
Signal Transduction/drug effects*
;
Tumor Necrosis Factor-alpha/metabolism*
;
Drugs, Chinese Herbal/pharmacology*
;
Sciatic Nerve/injuries*
;
Male
;
Molecular Docking Simulation
;
Disease Models, Animal
;
Interleukin-6
8.Effect of needle-knife release on the median nerve and transverse carpal ligament in rabbits with carpal tunnel syndrome.
Yunnan LI ; Qiaoyin ZHOU ; Shen LUO ; Weilin LIN ; Xinyao HUANG ; Ying CAO
Journal of Southern Medical University 2025;45(11):2358-2364
OBJECTIVES:
To investigate the effect of needle knife release on median nerve (MN) and transverse carpal ligament (TCL) morphology and function and expression levels of inflammatory factors in rabbit models of carpal tunnel syndrome (CTS). Methods Thirty adult New Zealand rabbits were randomized equally into control group, CTS model group, ultrasound-guided needle knife release group, needle knife release group without ultrasound guidance, and sham treatment groups. In all but the control group, the rabbits were subjected to CTS modeling by 10% glucose solution injection into the carpal tunnel once a week for 4 consecutive weeks, followed by interventions with a single treatment session. At 3 days and 30 days after the interventions, 3 rabbits from each group were selected for ultrasound measurement of TCL and MN thickness, electrophysiological testing, ultrasound elastography, and inflammatory cytokine level assessment.
RESULTS:
In the rabbit models of CTS, ultrasound-guided needle knife release significantly reduced the thickness of TCL and MN and improved sensory nerve conduction velocity at both 3 and 30 days after the intervention. Elastography of the TCL showed markedly softened intra-carpal tissues after ultrasound-guided needle knife release and achieved superior outcomes over those in the other groups. The treatment also significantly reduced IL-17 levels and lowered IL-6 and PGE2 expression at 30 days after the intervention.
CONCLUSIONS
Needle knife release of the TCL reduces thickness of the MN and TCL, enhances median nerve function, alleviates intrascatic tissue stiffness, and downregulates inflammatory factors in the carpal tunnel in rabbit models of CTS, and ultrasound guidance further enhances its therapeutic efficacy.
Animals
;
Rabbits
;
Carpal Tunnel Syndrome/surgery*
;
Median Nerve/physiopathology*
;
Disease Models, Animal
9.Electroacupuncture improves post-traumatic stress disorder in rats by alleviating hippocampal mitochondrial injury via regulating Bcl-2/Bax/caspase-3 signaling.
Dandan MA ; Jie CHENG ; Hong ZHANG ; Guang LIU ; Kai SONG
Journal of Southern Medical University 2025;45(11):2375-2384
OBJECTIVES:
To investigate the mechanism underlying the therapeutic effect of electroacupuncture (EA) on post-traumatic stress disorder (PTSD) in rats.
METHODS:
Forty male SD rats were randomized equally into blank control group, PTSD model group, sham-acupuncture group, paroxetine group, and EA group. In the latter 3 groups, the rat models of PTSD, induced by continuous single-prolonged stress and plantar electrical stimulation, were treated with EA at GV20, GV24, BL18 and BL23 acupoints for 15 min (5 times a week for 3 weeks), sham-acupuncture without electrical stimulation, or gavage with paroxetine suspension on the same schedule. Behavioral changes of the rats were evaluated using open field test (OFT) and elevated plus maze (EPM) test. Hippocampal pathologies and neuronal changes were examined with HE and Nissl staining, and mitochondrial ultrastructure was examined using electron microscopy. The mRNA and protein expression levels of Bcl-2, Bax, and caspase-3 were detected by RT-qPCR and immunofluorescence staining.
RESULTS:
The rat models of PTSD showed significantly reduced total distance traveled in OFT and distance and time spent in the open arms of the EPM, with decreased hippocampal neurons, obvious neuronal and mitochondrial pathologies, decreased hippocampal expression of Bcl-2, and increased Bax and caspase-3 expressions. Treatments with paroxetine and EA both significantly improved behavioral changes of the rat models, increased the number of Nissl-stained neurons, obviously alleviated pathologies in the hippocampal neurons and mitochondrial ultrastructure, increased hippocampal Bcl-2 expression, and lowered caspase-3 expressions. Paroxetine showed significantly better effect than EA for improving performance of the rats in EPM test, whereas sham-acupuncture did not produce any significant improvement.
CONCLUSIONS
EA alleviates PTSD in rats possibly by upregulating Bcl-2 and downregulating Bax and caspase-3, thereby ameliorating hippocampal mitochondrial damage.
Animals
;
Electroacupuncture
;
Stress Disorders, Post-Traumatic/metabolism*
;
Hippocampus/pathology*
;
Rats, Sprague-Dawley
;
Male
;
Rats
;
Mitochondria/pathology*
;
Signal Transduction
;
bcl-2-Associated X Protein/metabolism*
;
Caspase 3/metabolism*
;
Proto-Oncogene Proteins c-bcl-2/metabolism*
;
Disease Models, Animal
10.Reduced intestinal abundance of Gordonibacter increases risk of kidney stones: a Mendelian randomization study and evidence from rat models.
Xingxu PAN ; Bingqi ZHANG ; Zhihua ZHANG ; Qiushi CAO
Journal of Southern Medical University 2025;45(11):2405-2415
OBJECTIVES:
To investigate the causal relationship between gut microbiota and kidney stones.
METHODS:
Mendelian randomization analysis was conducted based on data from the MiBioGen consortium gut microbiota GWAS (exposure factors) and the IEU Open GWAS kidney stone dataset ukb-b-8297 (outcome variables) using the inverse variance weighted, MR-Egger regression, weighted median, weighted mode, and simple mode methods. Heterogeneity, pleiotropy, and leave-one-out sensitivity analyses were also performed. In the animal experiment, 12 male SD rats were randomized into control group with saline treatment and kidney stone model group treated with 1% ethylene glycol and 2% ammonium chloride for 28 consecutive days. Urine, blood, and intestinal samples of the rats were collected for testing the changes in renal function and intestinal barrier-related indicators, and kidney and colon pathologies were examined with histological staining and immunohistochemistry. The changes in diversity and abundance of gut microbiota were analyzed using 16S rRNA gene sequencing.
RESULTS:
Mendelian randomization analysis showed that decreased abundances of Lachnospiraceae NK4A136 group (OR=0.9974, 95% CI: 0.9948-0.9999, P=0.0393) and Gordonibacter (OR=0.9987, 95% CI: 0.9974-0.9999, P=0.0403) were associated with an increased risk of kidney stones without significant heterogeneity or horizontal pleiotropy, and sensitivity analyses suggested robustness of the results. The rat models of kidney stones exhibited significant renal function impairment and calcium oxalate crystal deposition, accompanied by decreased expressions of intestinal barrier-related proteins with lowered intestinal α- and β-diversity indices. Intestinal Gordonibacter abundance was significantly reduced in the rat models while the Lachnospiraceae NK4A136 group did not differ significantly between the control and model groups.
CONCLUSIONS
Decreased Gordonibacter abundance in gut microbiota is associated with an increased risk of kidney stones. The protective role of the Lachnospiraceae NK4A136 group against kidney stones as suggested by Mendelian randomization analysis fails to be supported by the experimental evidence and awaits further investigation.
Animals
;
Kidney Calculi/microbiology*
;
Gastrointestinal Microbiome
;
Mendelian Randomization Analysis
;
Rats, Sprague-Dawley
;
Rats
;
Male
;
Disease Models, Animal
;
Intestines/microbiology*
;
RNA, Ribosomal, 16S/genetics*

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