| Literature DB >> 26418576 |
Martina Rudgalvyte1, Juhani Peltonen1, Merja Lakso1, Richard Nass2, Garry Wong3,4.
Abstract
Manganese (Mn) is an essential nutrient; nonetheless, excessive amounts can accumulate in brain tissues causing manganism, a severe neurological condition. Previous studies have suggested oxidative stress, mitochondria dysfunction, and impaired metabolism pathways as routes for Mn toxicity. Here, we used the nematode Caenorhabditis elegans to analyze gene expression changes after acute Mn exposure using RNA-Seq. L1 stage animals were exposed to 50 mM MnCl2 for 30 min and analyzed at L4. We identified 746 up- and 1828 downregulated genes (FDR corrected p < 0.05; two-fold change) that included endoplasmic reticulum related abu and fkb family genes, as well as six of seven lipocalin-related (lpr) family members. These were also verified by qRT-PCR. RNA interference of lpr-5 showed a dramatic increase in whole body vulnerability to Mn exposure. Our studies demonstrate that Mn exposure alters gene transcriptional levels in different cell stress pathways that may ultimately contribute to its toxic effects.Entities:
Keywords: Heavy Metal; Model Organism; Next-Generation Sequencing; RNAi; Transcriptomics
Mesh:
Substances:
Year: 2015 PMID: 26418576 PMCID: PMC5054866 DOI: 10.1002/jbt.21768
Source DB: PubMed Journal: J Biochem Mol Toxicol ISSN: 1095-6670 Impact factor: 3.642
Forty (40) Most Regulated Genes in MnCl2‐Treated Compared to Potassium Gluconate‐Treated Osmotic Control C. elegans Revealed by RNA‐Seq
| UPregulated | Downregulated | ||||||
|---|---|---|---|---|---|---|---|
| Transcript ID | WormBase Locus ID (If Available) | Fold Change FPKMMnCl2/FPKMcontrol | FDR‐Corrected | Transcript ID | WormBase Locus ID (If Available) | Fold Change FPKMMnCl2/FPKMcontrol | FDR‐Corrected |
| ZK897.1 |
| 7.57 | 5 × 10−5 | F38A3.1 |
| –9.68 | 5 × 10−5 |
| T10B10.1 |
| 5.84 | 2 × 10 −4 | F41F3.4 |
| –9.47 | 5 × 10−5 |
| ZK899.4 |
| 5.04 | 2.9 × 10 −3 | Y62H9A.6 | na | –9.14 | 2.6 × 10−3 |
| F33D11.3 |
| 4.99 | 5 × 10−5 | F55B11.2 | na | –9.04 | 1.05 × 10−3 |
| M01E10.2 |
| 4.14 | 5 × 10−5 | Y62H9A.5 | na | –8.99 | 1.9 × 10−3 |
| F41D3.3 |
| 3.40 | 2.7 × 10−3 | D1054.10 | na | –8.94 | 5 × 10−5 |
| W02B8.3 |
| 3.34 | 2 × 10 −4 | Y45F10C.4 | na | –8.83 | 8.4 × 10−3 |
| ZC84.1 | na | 3.27 | 7.9 × 10−3 | D1054.11 | na | –8.72 | 5 × 10−5 |
| C14C6.4 |
| 3.17 | 4.5 × 10−4 | M18.1 |
| –8.69 | 5 × 10−5 |
| M28.1 |
| 3.17 | 2.5 × 10−4 | ZK813.1 | na | –8.55 | 3.7 × 10−3 |
| C29E4.1 |
| 3.16 | 5 × 10−5 | C34F6.2 |
| –8.50 | 5 × 10−5 |
| K02D7.6 |
| 3.12 | 1.8 × 10−3 | C24F3.6 |
| –8.43 | 5 × 10−5 |
| ZC373.7 |
| 3.12 | 5 × 10−5 | ZK1193.1 |
| –8.30 | 5 × 10−5 |
| K02E7.1 | na | 3.11 | 1.8 × 10−3 | F11G11.11 |
| –8.22 | 5 × 10−5 |
| F14D7.7 | na | 3.06 | 1.9 × 10−3 | C53B4.5 |
| –8.11 | 5 × 10−5 |
| F56G4.1 |
| 3.04 | 1.7 × 10−3 | F11H8.3 |
| –8.11 | 5 × 10−5 |
| F41E6.14 |
| 3.04 | 5 × 10−5 | C04F6.1 |
| –8.10 | 5 × 10−5 |
| Y48E1B.8 | na | 3.02 | 5 × 10−5 | F26F12.1 |
| –8.03 | 5 × 10−5 |
| T23F1.5 | na | 3.02 | 5 × 10−5 | D1086.11 | na | –7.95 | 5 × 10−5 |
| K06A4.1 |
| 2.95 | 1.5 × 10−3 | W03G11.1 |
| –7.85 | 5 × 10−5 |
Twenty (20) most upregulated and twenty (20) most downregulated transcripts are shown in each column.
FPKM values are fragments per kilobase of exon per million fragments mapped.
na: not available.
Figure 1qRT‐PCR and RNA‐Seq analysis of specific genes. Transcriptional changes in LPR family genes (A) and endoplasmic reticulum‐related genes (B) observed using RNA‐Seq and qRT‐PCR were performed as described in Methods. Filled black bars represent qRT‐PCR results as the average from four independent samples ± SD. Filled gray bars represent RNA‐Seq fold changes for the indicated genes comparing osmotic control (potassium gluconate, 75 mM for 30 min) to MnCl2‐treated animals (acute treatment 50 mM for 30 min). Fold changes were calculated using the ΔΔCT method. Negative fold changes were calculated based on –1 treated/control. p < 0.05.
Enriched GO Biological Process, Molecular Function, and Cellular Compartment Terms among Differentially Expressed Genes in Response to MnCl2 Treatment
| Term | Number of Genes | Per Cent |
|
|---|---|---|---|
| Enriched biological process for upregulated genes | |||
| Positive regulation of multicellular organism growth | 31 | 4.2 | 8.4 × 10−5 |
| Neuron development | 11 | 1.5 | 3.1 × 10−4 |
| Neurogenesis | 13 | 1.8 | 4.2 × 10−4 |
| Collagen and cuticulin‐based cuticle development | 13 | 1.8 | 5.2 × 10−4 |
| Neuron projection development | 8 | 1.1 | 4.9 × 10−3 |
| Cell morphogenesis involved in neuron differentiation | 7 | 0.9 | 8.9 × 10−3 |
| Axonogenesis | 7 | 0.9 | 8.9 × 10−3 |
| Proteolysis | 35 | 4.7 | 1.4 × 10−2 |
| Enriched biological process for downregulated genes | |||
| Protein modification process | 155 | 8.8 | 1.6 × 10−33 |
| Meiosis | 56 | 3.2 | 6.0 × 10−22 |
| Mitosis | 24 | 1.4 | 3.8 × 10−10 |
| Regulation of cell cycle process | 15 | 0.8 | 7.8 × 10−7 |
| DNA repair | 20 | 1.1 | 2.0 × 10−6 |
| DNA damage response, signal transduction | 7 | 0.4 | 4.6 × 10−5 |
| Regulation of translation | 10 | 0.6 | 9.5 × 10−5 |
| Enriched cellular component for upregulated genes | |||
| Endoplasmic reticulum | 12 | 1.6 | 1.3 × 10−2 |
| Intrinsic to membrane | 276 | 37.2 | 1.4 × 10−2 |
| Cell–cell junction | 5 | 0.7 | 2.2 × 10−2 |
| Integral to membrane | 274 | 36.9 | 2.3 × 10−2 |
| Enriched cellular component for downregulated genes | |||
| Chromosome | 28 | 1.6 | 2.4 × 10−9 |
| Intracellular non‐membrane‐bounded organelle | 73 | 4.1 | 2.9 × 10−9 |
| Cytoskeleton | 38 | 2.1 | 5.9 × 10‐7 |
| Chromatin | 12 | 0.7 | 7.9 × 10−4 |
| Nucleosome | 8 | 0.5 | 2.8 × 10−3 |
| Chromosome, centromeric region | 5 | 0.3 | 1.4 × 10−2 |
| Nuclear chromosome | 4 | 0.2 | 4.0 × 10−2 |
| Enriched molecular function for upregulated genes | |||
| Calcium ion binding | 28 | 3.8 | 1.9 × 10−7 |
| Metallopeptidase activity | 18 | 2.4 | 1.1 × 10−3 |
| Enriched molecular function for downregulated genes | |||
| Phosphatase activity | 84 | 4.7 | 3.5 × 10−31 |
| Protein kinase activity | 95 | 5.4 | 2.9 × 10−15 |
| Adenyl ribonucleotide binding | 148 | 8.4 | 5.2 × 10−12 |
| Endonuclease activity | 9 | 0.5 | 1.6 × 10−2 |
| Double‐stranded DNA binding | 4 | 0.2 | 2.1 × 10−2 |
Genes and percent correspond to the number and percentage of the regulated genes that have the GO term annotation indicated.
p Value is a measure of enrichment (Fisher exact test) of the GO term among the genes.
Figure 2Effect of lpr‐5 RNAi on animal lethality caused by Mn. (A) RNAi‐sensitive strain NL2099 was grown on plates with the lpr‐5 gene fragment or empty vector (WT control) containing bacteria for 48 h. L4 animals were transferred on MnCl2‐containing plates (10 mM) and exposed for 24 h. The number of dead worms was then counted. Results are presented as average ± SD of three independent replicates. *, p < 0.05 compared to WT control. (B) WT control worms remained alive and healthy on minimal agar plates. (C) Mn‐exposed animals were slightly smaller in size. (D) lpr‐5 (RNAi) knockdown animals developed poorly and were sick. (E) Mn‐exposed lpr‐5 (RNAi) knockdown animals were dead.
| CATCCCAGTTGGTGACGATA; |
| TGGTACACAGTTGTTGATTC; |
|
| GTATGGAGTTTGAAGTACCA; |
| TCTTATCGGACTTCTATCTA; |
|
| TGGAGAGGGCATCGCTCACT; |
| CTCCAATTCTGCTGATGCCG; |
|
| TCGTATTGCTTGTACTCATT; |
| ATGTATTTGCAAGAGATACT; |
|
| TCATTGACAACTGGTTCGTA; |
| CAAAGTTGGACCAGGACAAT; |
|
| GGTCCAGCTCCGATAATGTA; |
| ATATGCAGGATGATCCGTGT; |
|
| ATACTGGTTGTGTTGCTTAT; |
| GCCAGTCCTCATGTGTCCAG; |
|
| TTCTGGTTGGTGTTGGTATT; |
| TTCATCACACTCGCTGTATT; |
|
| TGAACCTGTTGGCAAGAGCA; |
| CATAAAGGAGGAGGCGGATG; |
|
| GACTCCTCGGTGACCTCTAC; | lad‐2‐5'‐ | GACTCGTTGGCGAACTTTAC; |
|
| TCATCAGGCACATCTTCTCC, |
| ACTTCTTTGGGTGACTTGGG; |
|
| CGTCTGCCGAACCATTTCAA; |
| ATGACTGGAGGAGGAGATTC; |
|
| CCTCTGTAGAGTCCGATTGG; |
| ATGTCTGGAGGTGGAGATTC; |
|
| AGAAACCTCTGTAGAGTCCG; |
| AATGACCGTTCATGGACCAC; |
|
| GTTGCTTCCAATCACCTTAC; |
| AGAGCTGGAAGGAAGATGAC; |
|
| AGTCGAGTCTTTCGCAAATC; |
| GAAGCCATACACCTTCACCC; |
|
| CCATTCCCTTGATGACTTCATT; |
| CCATTACAAGGTGTTCACAG; |
|
| ATTCCTTTCAGACCCTTATC. |