| Literature DB >> 36104709 |
Zhenwei Zhou1, Tiancheng Wang1, Yuyan Jia2, Tingting Wang1, Enjing Luo1, Jinghong Zhong1, Jingcheng Zhang1, Jianyu Wang2, Yuchi Wei2, Daqing Zhao3, Baojin Yao4.
Abstract
BACKGROUND: It is recorded in the Chinese Pharmacopoeia that deer antlers can be used to tonify the kidney and strengthen bone. Although numerous studies have demonstrated that deer antler has protective effects on the kidney and bone, its molecular mechanisms remain to be elucidated. The aim of this study was to explore the molecular mechanism underlying its effects on the bone and kidney.Entities:
Keywords: Chronic kidney disease; Deer antlers; Kidney governing bone; Osteoporosis; Pharmaceutical mechanism
Mesh:
Year: 2022 PMID: 36104709 PMCID: PMC9476563 DOI: 10.1186/s13018-022-03308-w
Source DB: PubMed Journal: J Orthop Surg Res ISSN: 1749-799X Impact factor: 2.677
Statistics for the sequencing and assembly results
| Statistics | Kidney | Bone | ||
|---|---|---|---|---|
| Blank | DAE | Blank | DAE | |
| Clean reads | 56,703,256 | 52,841,234 | 47,030,076 | 44,033,792 |
| Q30 percentage | 91.71 | 91.49 | 92.76 | 92.92 |
| GC percentage | 51.12 | 49.97 | 51.82 | 50.87 |
| Total mapped reads | 52,937,746 | 49,154,050 | 43,821,554 | 41,234,712 |
| Total transcripts | 15,767 | 15,638 | 15,648 | 15,427 |
| Known transcripts | 13,051 | 12,929 | 12,806 | 12,666 |
Statistical analysis of differentially expressed genes in kidney and bone (DAE vs. Blank)
| Statistics | Number |
|---|---|
| Differentially expressed mRNAs | 1665 |
| Upregulated mRNAs | 680 |
| Downregulated mRNAs | 985 |
| Differentially expressed mRNAs | 607 |
| Upregulated mRNAs | 131 |
| Downregulated mRNAs | 476 |
Fig. 1GO enrichment analysis of differentially expressed genes in bone and kidney under DAE treatment. A Bone. B Kidney. The x-axis indicates the number of genes in a category. The y-axis indicates the significantly (p < 0.05) enriched GO terms in the categories of biological process, molecular function, and cellular component
Fig. 2KEGG enrichment analysis of differentially expressed genes in bone and kidney under DAE treatment. A Bone. B Kidney. The x-axis represents rich factor, which is the ratio of the number of target genes divided by the number of all the genes in each pathway, and the y-axis represents the enriched pathway. The size and color of the dots represent the gene number and the range of Q values, respectively
The expression levels of genes related to kidney function (DAE vs. Blank)
| Gene name | Blank (FPKM) | DAE (FPKM) | log2 fold change (DAE/Blank) | |
|---|---|---|---|---|
| Solute carrier organic anion transporter family member 1A6 (Slco1a6) | 88.44 | 188.27 | 1.09 | 6.00E−241 |
| Regulated endocrine-specific protein 18 (Resp18) | 56.53 | 114.99 | 1.02 | 2.39E−33 |
| Transmembrane and immunoglobulin domain-containing protein 1 (Tmigd1) | 56.81 | 114.03 | 1.00 | 7.68E−66 |
| RNA-binding protein 3 (Rbm3) | 32.23 | 66.77 | 1.05 | 2.39E−36 |
| Zinc-alpha-2-glycoprotein (Azgp1) | 19.98 | 65.02 | 1.70 | 3.70E−74 |
| Lipoprotein lipase (Lpl) | 18.8 | 60.49 | 1.68 | 1.51E−182 |
| Extracellular calcium-sensing receptor (Casr) | 11.78 | 24.42 | 1.05 | 3.92E−83 |
| Solute carrier organic anion transporter family member 4C1 (Slco4c1) | 7.23 | 21.74 | 1.58 | 2.14E−43 |
| Bone morphogenetic protein receptor type-1B (Bmpr1b) | 3.63 | 9.93 | 1.45 | 1.35E−21 |
The expression levels of genes related to bone (DAE vs. Blank)
| Gene name | Blank (FPKM) | DAE (FPKM) | log2 fold change (DAE/Blank) | |
|---|---|---|---|---|
| Protein S100-A8 (S100a8) | 33925.75 | 70037.03 | 1.04 | 0 |
| Protein S100-A9 (S100a9) | 19210.75 | 47459.88 | 1.30 | 0 |
| Neutrophil gelatinase-associated lipocalin (Lcn2) | 707.36 | 2701.88 | 1.93 | 0 |
| Annexin A1 (Anxa1) | 667.48 | 2700.59 | 2.01 | 0 |
| Serotransferrin (Tf) | 884.09 | 2481.53 | 1.49 | 0 |
| Leukocyte elastase inhibitor A (Serpinb1a) | 404.32 | 1621.5 | 2.00 | 0 |
| Haptoglobin (Hp) | 338.34 | 873.43 | 1.37 | 0 |
| Myeloperoxidase (Mpo) | 275.14 | 807.06 | 1.55 | 0 |
| Peptidoglycan recognition protein 1 (Pglyrp1) | 292.96 | 772.88 | 1.40 | 6.76E−234 |
| Plastin-2 (Lcp1) | 250.04 | 553.22 | 1.14 | 0 |
Significantly upregulated genes in both kidney and bone (DAE vs. Blank)
| Gene name | Kidney | Bone | ||||||
|---|---|---|---|---|---|---|---|---|
| Blank (FPKM) | DAE (FPKM) | log2 fold change (DAE/Blank) | p value | Blank (FPKM) | DAE (FPKM) | log2 fold change (DAE/Blank) | ||
| Heterogeneous nuclear ribonucleoproteins C1/C2 (Hnrnpc) | 9.13 | 25.89 | 1.50 | 7.99E−38 | 11.12 | 39.01 | 1.81 | 4.55E−60 |
| Fetuin-B (Fetub) | 2.71 | 18.61 | 2.78 | 5.39E−54 | 1.57 | 12.47 | 2.99 | 8.71E−32 |
| Type II inositol 1,4,5-trisphosphate 5-phosphatase (Inpp5b) | 4.41 | 12.2 | 1.47 | 2.88E−25 | 8.49 | 18.34 | 1.11 | 5.18E−22 |
| Probable peptide chain release factor C12orf65 homolog, mitochondrial (RGD1563482) | 1.75 | 8.75 | 2.32 | 6.44E−16 | 4.43 | 10.65 | 1.26 | 4.86E−10 |
| Leucine-rich repeat and coiled-coil domain-containing protein 1 (Lrrcc1) | 1.36 | 3.68 | 1.44 | 2.73E−28 | 1.11 | 5.1 | 2.20 | 4.88E−22 |
| Mitochondrial 2-oxodicarboxylate carrier (Slc25a21) | 1.71 | 3.44 | 1.00 | 4.11E−05 | 1.99 | 4.76 | 1.26 | 2.15E−07 |
| R-spondin-1 (Rspo1) | 0.51 | 2.02 | 1.98 | 1.86E−06 | 8.67 | 19.01 | 1.13 | 2.11E−13 |
| Transcription factor Sp4 (Sp4) | 0.67 | 1.92 | 1.52 | 3.41E−07 | 2.09 | 4.87 | 1.22 | 4.36E−19 |
| Muscleblind-like protein 3 (Mbnl3) | 0.72 | 1.75 | 1.28 | 6.11E−09 | 2.63 | 10.19 | 1.95 | 1.57E−70 |
| XK-related protein 8 (Xkr8) | 0.01 | 1.53 | 7.25 | 6.33E−15 | 0.01 | 0.46 | 5.52 | 0.0003057 |
| Protein piccolo (Pclo) | 0.19 | 0.4 | 1.07 | 0.0001632 | 0.11 | 0.32 | 1.54 | 0.0001021 |
Significantly downregulated genes in both kidney and bone (DAE vs. Blank)
| Gene name | Kidney | Bone | ||||||
|---|---|---|---|---|---|---|---|---|
| Blank (FPKM) | DAE (FPKM) | log2 fold change (DAE/Blank) | p value | Blank (FPKM) | DAE (FPKM) | log2 fold change (DAE/Blank) | ||
| H-2 class II histocompatibility antigen gamma chain (Cd74) | 1028.42 | 469.35 | − 1.13 | 0 | 471.62 | 222.24 | − 1.08 | 8.15E−222 |
| Hemoglobin subunit beta-2 (Hbb-b1) | 315.47 | 150.66 | − 1.07 | 3.10E−83 | 15850.76 | 6579.9 | − 1.27 | 0 |
| Creatine kinase B-type (Ckb) | 281.88 | 108.66 | − 1.38 | 1.35E−281 | 288.78 | 95.38 | − 1.59 | 7.78E−297 |
| Interferon alpha-inducible protein 27-like protein 2B (Ifi27) | 216.8 | 97.44 | − 1.15 | 2.51E−100 | 383.36 | 44.83 | − 3.09616 | 0 |
| Lymphocyte antigen 6E (Ly6e) | 178.88 | 79.78 | − 1.16 | 9.02E−120 | 128.48 | 27.52 | − 2.22 | 1.08E−177 |
| Bone marrow stromal antigen 2 (Bst2) | 181.81 | 72.31 | − 1.33 | 4.73E−88 | 253.63 | 62.72 | − 2.02 | 3.31E−185 |
| Rano class II histocompatibility antigen, B alpha chain (RT1-Ba) | 149.69 | 69.71 | − 1.10 | 1.90E−81 | 84.44 | 41.24 | − 1.03 | 8.49E−36 |
| Plasmalemma vesicle-associated protein (Plvap) | 153.31 | 48.83 | − 1.65 | 8.91E−278 | 29.52 | 8.59 | − 1.78 | 4.84E−50 |
| C-X-C motif chemokine 16 (Cxcl16) | 60.51 | 28.52 | − 1.08 | 1.30E−51 | 9.02 | 4.21 | − 1.10 | 9.45E−08 |
| Galectin-1 (Lgals1) | 96.93 | 27.58 | − 1.81 | 2.14E−42 | 1.13 | 0.12 | − 3.24 | 1.24E−06 |
| Interferon alpha-inducible protein 27-like protein 2B (Ifi27l2b) | 63.39 | 27.41 | − 1.20 | 1.62E−13 | 345.69 | 62.49 | − 2.47 | 7.85E−157 |
| Receptor activity-modifying protein 3 (Ramp3) | 46.4 | 22.57 | − 1.03 | 3.65E−26 | 32.75 | 12.51 | − 1.39 | 2.30E−24 |
| H-2 class I histocompatibility antigen, D-37 alpha chain (RT1-S3) | 49.85 | 22.05 | − 1.18 | 1.15E−76 | 87.38 | 41.29 | − 1.08 | 2.78E−95 |
| Neuronal regeneration-related protein (Nrep) | 66.99 | 21.67 | − 1.62 | 3.00E−77 | 21.61 | 10.29 | − 1.07 | 3.07E−27 |
| Endoglin (Eng) | 43.95 | 21.03 | − 1.06 | 4.10E−63 | 26.06 | 10.3 | − 1.34 | 2.26E−44 |
| Allograft inflammatory factor 1 (Aif1) | 45.51 | 18.3 | − 1.31 | 6.47E−19 | 2.38 | 0.75 | − 1.67 | 4.69E−07 |
| Complement C1q subcomponent subunit C (C1qc) | 75.83 | 18.12 | − 2.06 | 9.64E−95 | 207.25 | 82.69 | − 1.32 | 6.67E−115 |
| Complement C1q subcomponent subunit A (C1qa) | 78.49 | 16.97 | − 2.20 | 1.28E−102 | 315.83 | 104.33 | − 1.60 | 4.19E−220 |
| Transgelin (Tagln) | 50.25 | 16.33 | − 1.62 | 2.11E−49 | 24.15 | 11.6 | − 1.06 | 1.51E−11 |
| Fatty acid-binding protein, adipocyte (Fabp4) | 82.44 | 15.78 | − 2.38 | 1.02E−61 | 638.72 | 107.35 | − 2.57 | 0 |
| Interferon regulatory factor 7 (Irf7) | 51.97 | 15.46 | − 1.74 | 5.78E−108 | 333.62 | 22.01 | − 3.92 | 0 |
| Pleckstrin homology-like domain family A member 3 (Phlda3) | 23.43 | 9.9 | − 1.24 | 2.58E−22 | 23.62 | 4.58 | − 2.37 | 23.62 |
| SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily D member 3 (Smarcd3) | 19.34 | 9.5 | − 1.02 | 8.82E−17 | 3.31 | 1.15 | − 1.52 | 8.31E−06 |
| Complement C1q subcomponent subunit B (C1qb) | 40.68 | 8.16 | − 2.31 | 3.25E−64 | 120.82 | 49.9 | − 1.28 | 5.64E−69 |
| Ubiquitin-like protein ISG15 (Isg15) | 24.08 | 7.8 | − 1.62 | 1.37E−13 | 119.68 | 8.74 | − 3.78 | 2.60E−133 |
| Carbonic anhydrase 3 (Car3) | 31.72 | 6.61 | −2.26 | 1.65E-74 | 12.26 | 4.98 | −1.30 | |
| MARCKS-related protein (Marcksl1) | 15.45 | 6.51 | − 1.24 | 1.29E−15 | 37.21 | 17.85 | − 1.06 | 3.34E−23 |
| Low affinity immunoglobulin gamma Fc region receptor IV (Fcgr3a) | 12.21 | 5.67 | − 1.10 | 2.84E−08 | 24.25 | 5.73 | − 2.08 | 1.23E−29 |
| T-cell surface glycoprotein CD4 (Cd4) | 14.03 | 5.66 | − 1.30 | 2.06E−17 | 37.75 | 14.18 | − 1.41 | 8.04E−41 |
| H-2 class I histocompatibility antigen, D-D alpha chain (RT1-N3) | 17.65 | 5.24 | − 1.75 | 6.31E−34 | 26.14 | 11.41 | − 1.20 | 1.18E−23 |
| Lysyl oxidase homolog 1 (Loxl1) | 12.45 | 5.2 | − 1.25 | 6.80E−21 | 16.47 | 7.04 | − 1.23 | 1.29E−21 |
| RT1 class I histocompatibility antigen, AA alpha chain (RT1-CE12) | 10.25 | 5.03 | − 1.02 | 3.98E−06 | 13.75 | 5.37 | − 1.36 | 9.24E−10 |
| Thyroid hormone-inducible hepatic protein (Thrsp) | 26.19 | 4.86 | − 2.42 | 2.38E−51 | 79.26 | 6.03 | − 3.72 | 9.04E−189 |
| Reticulocalbin-3 (Rcn3) | 9.52 | 4.41 | − 1.11 | 3.87E−08 | 55.94 | 19.44 | − 1.52 | 3.49E−54 |
| Guanine nucleotide-binding protein G(I)/G(S)/G(O) subunit gamma-T2 (Gngt2) | 11.18 | 4.14 | − 1.43 | 2.25E−05 | 61.97 | 19.47 | − 1.67 | 8.62E−26 |
| Complement factor D (Cfd) | 21.54 | 4.12 | − 2.38 | 7.85E−26 | 13.39 | 5.08 | − 1.40 | 4.01E−05 |
Fig. 3Verification of RNA-seq data by qRT-PCR assay. The relative mRNA levels of the DEGs were quantified by qRT-PCR. A Upregulated genes. B Downregulated genes. Data were presented as the mean with standard deviation for technical triplicate in an experiment representative of several independent ones. The asterisk *, **indicate significant differences using the Student’s t-test with p value < 0.05, < 0.01
Fig. 4Micro-CT analysis of bone parameters. A Trabecular diagram of femur. B BMD and BV/TV analysis diagram. The asterisk *indicate significant differences using the Student’s t-test with p value < 0.05