DNA/RNA Sequence Analysis
Usage
1. MCP Server Definition
Use the same BiologyToolsClient class as defined in the protein-properties-calculation skill.
2. DNA/RNA Sequence Analysis Workflow
This workflow analyzes DNA and RNA sequences, calculating molecular weight, GC content, melting temperature, and generating reverse complements.
Workflow Steps:
- Calculate DNA Molecular Weight - Compute molecular weight for DNA sequences
- Calculate Oligonucleotide Properties - Compute GC content, Tm, extinction coefficient for RNA
- Generate Reverse Complement - Create reverse complement sequence
Implementation:
## Initialize client
HEADERS = {"SCP-HUB-API-KEY": "<your-api-key>"}
client = BiologyToolsClient(
"https://scp.intern-ai.org.cn/api/v1/mcp/29/SciToolAgent-Bio",
HEADERS
)
if not await client.connect():
print("connection failed")
exit()
print("=== DNA/RNA Sequence Analysis ===\n")
## Step 1: Calculate DNA molecular weight
print("Step 1: DNA Molecular Weight")
dna_sequence = "ATGATGTAACGTAGCTAG"
sequence_para = f"seq1:{dna_sequence}.strand=single,topology=linear"
result = await client.client.call_tool(
"DNAMolecularWeightCalculator",
arguments={"sequence_para": sequence_para}
)
result_data = client.parse_result(result)
print(f"DNA Sequence: {dna_sequence}")
print(f"Result:\n{result_data}\n")
## Step 2: Calculate oligonucleotide (RNA) properties
print("Step 2: Oligonucleotide (RNA) Properties")
rna_sequence = "AUGAUGUAACGUAGCUAG"
result = await client.client.call_tool(
"CalculatorOligonucleotide",
arguments={"sq": rna_sequence}
)
result_data = client.parse_result(result)
print(f"RNA Sequence: {rna_sequence}")
print(f"Result:\n{result_data}\n")
## Step 3: Generate reverse complement
print("Step 3: Reverse Complement")
test_sequence = "ATCGATCG"
result = await client.client.call_tool(
"GetReverseComplement",
arguments={"sequence": test_sequence}
)
result_data = client.parse_result(result)
print(f"Original Sequence: {test_sequence}")
print(f"Reverse Complement:\n{result_data}\n")
## Step 4: Calculate annealing temperature for primers
print("Step 4: PCR Primer Annealing Temperature")
primer_sequence = "GCTAGCTAGCTA"
result = await client.client.call_tool(
"ComputeAnnealingTemperature",
arguments={"sequence": primer_sequence}
)
result_data = client.parse_result(result)
print(f"Primer Sequence: {primer_sequence}")
print(f"Result:\n{result_data}\n")
await client.disconnect()
Tool Descriptions
SciToolAgent-Bio Server:
DNAMolecularWeightCalculator: Calculate DNA molecular weight
- Args:
sequence_para (str) - Formatted sequence with parameters
- Format:
"seqName:SEQUENCE.strand=single/double,topology=linear/circular"
- Returns: Molecular weight in Daltons
CalculatorOligonucleotide: Calculate oligonucleotide (RNA) properties
- Args:
sq (str) - RNA sequence
- Returns: GC content (%), Tm (°C), molecular weight, extinction coefficient
GetReverseComplement: Generate reverse complement sequence
- Args:
sequence (str) - DNA sequence
- Returns: Reverse complement sequence
ComputeAnnealingTemperature: Calculate primer annealing temperature
- Args:
sequence (str) - Primer sequence
- Returns: Annealing temperature for PCR
Input/Output
Input:
- DNA sequences: Use A, T, G, C nucleotides
- RNA sequences: Use A, U, G, C nucleotides
- Sequence parameters for DNA: strand type (single/double) and topology (linear/circular)
Output:
- DNA Molecular Weight: Mass in Daltons for DNA sequences
- GC Content: Percentage of G and C nucleotides
- Tm (Melting Temperature): Temperature at which 50% of DNA is denatured
- Extinction Coefficient: For nucleic acid quantification (M⁻¹cm⁻¹)
- Reverse Complement: Complementary antiparallel sequence
Use Cases
- Design PCR primers with appropriate annealing temperatures
- Calculate oligonucleotide concentrations spectrophotometrically
- Generate reverse complement for sequencing analysis
- Analyze GC content for primer design
- Plan molecular cloning experiments
- Estimate DNA/RNA molecular weights
- Design and analyze synthetic oligonucleotides
Sequence Format for DNA Molecular Weight
Format: "seqName:SEQUENCE.strand=X,topology=Y"
Parameters:
seqName: Identifier for the sequence
SEQUENCE: DNA nucleotide sequence (A, T, G, C)
strand: Either "single" or "double"
topology: Either "linear" or "circular"
Example: "plasmid1:ATGCATGC.strand=double,topology=circular"
GC Content and Tm
- High GC content (>60%): Higher melting temperature, more stable
- Low GC content (<40%): Lower melting temperature, less stable
- Tm: Used to determine PCR annealing temperature (typically Tm - 5°C)
Additional DNA/RNA Tools Available
ORFFind: Find open reading frames
TranslateDNAtoAminoAcidSequence: Translate DNA to protein
RepeatDNASequenceSearch: Find repetitive sequences
CpGIslandPrediction: Predict CpG islands
PCRPrimerProperties: Analyze primer properties
RandomDNAGeneration: Generate random DNA sequences
CircularDNAAlignment: Align circular DNA sequences
1---2name: dna-rna-sequence-analysis3description: Analyze DNA and RNA sequences including molecular weight calculation, reverse complement generation, and oligonucleotide properties.4license: MIT license5---67# DNA/RNA Sequence Analysis89## Usage1011### 1. MCP Server Definition1213Use the same `BiologyToolsClient` class as defined in the protein-properties-calculation skill.1415### 2. DNA/RNA Sequence Analysis Workflow1617This workflow analyzes DNA and RNA sequences, calculating molecular weight, GC content, melting temperature, and generating reverse complements.1819**Workflow Steps:**20211. **Calculate DNA Molecular Weight** - Compute molecular weight for DNA sequences222. **Calculate Oligonucleotide Properties** - Compute GC content, Tm, extinction coefficient for RNA233. **Generate Reverse Complement** - Create reverse complement sequence2425**Implementation:**2627```python28## Initialize client29HEADERS = {"SCP-HUB-API-KEY": "<your-api-key>"}3031client = BiologyToolsClient(32 "https://scp.intern-ai.org.cn/api/v1/mcp/29/SciToolAgent-Bio",33 HEADERS34)3536if not await client.connect():37 print("connection failed")38 exit()3940print("=== DNA/RNA Sequence Analysis ===\n")4142## Step 1: Calculate DNA molecular weight43print("Step 1: DNA Molecular Weight")44dna_sequence = "ATGATGTAACGTAGCTAG"45sequence_para = f"seq1:{dna_sequence}.strand=single,topology=linear"4647result = await client.client.call_tool(48 "DNAMolecularWeightCalculator",49 arguments={"sequence_para": sequence_para}50)51result_data = client.parse_result(result)52print(f"DNA Sequence: {dna_sequence}")53print(f"Result:\n{result_data}\n")5455## Step 2: Calculate oligonucleotide (RNA) properties56print("Step 2: Oligonucleotide (RNA) Properties")57rna_sequence = "AUGAUGUAACGUAGCUAG"5859result = await client.client.call_tool(60 "CalculatorOligonucleotide",61 arguments={"sq": rna_sequence}62)63result_data = client.parse_result(result)64print(f"RNA Sequence: {rna_sequence}")65print(f"Result:\n{result_data}\n")6667## Step 3: Generate reverse complement68print("Step 3: Reverse Complement")69test_sequence = "ATCGATCG"7071result = await client.client.call_tool(72 "GetReverseComplement",73 arguments={"sequence": test_sequence}74)75result_data = client.parse_result(result)76print(f"Original Sequence: {test_sequence}")77print(f"Reverse Complement:\n{result_data}\n")7879## Step 4: Calculate annealing temperature for primers80print("Step 4: PCR Primer Annealing Temperature")81primer_sequence = "GCTAGCTAGCTA"8283result = await client.client.call_tool(84 "ComputeAnnealingTemperature",85 arguments={"sequence": primer_sequence}86)87result_data = client.parse_result(result)88print(f"Primer Sequence: {primer_sequence}")89print(f"Result:\n{result_data}\n")9091await client.disconnect()92```9394### Tool Descriptions9596**SciToolAgent-Bio Server:**97- `DNAMolecularWeightCalculator`: Calculate DNA molecular weight98 - Args: `sequence_para` (str) - Formatted sequence with parameters99 - Format: `"seqName:SEQUENCE.strand=single/double,topology=linear/circular"`100 - Returns: Molecular weight in Daltons101102- `CalculatorOligonucleotide`: Calculate oligonucleotide (RNA) properties103 - Args: `sq` (str) - RNA sequence104 - Returns: GC content (%), Tm (°C), molecular weight, extinction coefficient105106- `GetReverseComplement`: Generate reverse complement sequence107 - Args: `sequence` (str) - DNA sequence108 - Returns: Reverse complement sequence109110- `ComputeAnnealingTemperature`: Calculate primer annealing temperature111 - Args: `sequence` (str) - Primer sequence112 - Returns: Annealing temperature for PCR113114### Input/Output115116**Input:**117- DNA sequences: Use A, T, G, C nucleotides118- RNA sequences: Use A, U, G, C nucleotides119- Sequence parameters for DNA: strand type (single/double) and topology (linear/circular)120121**Output:**122- **DNA Molecular Weight**: Mass in Daltons for DNA sequences123- **GC Content**: Percentage of G and C nucleotides124- **Tm (Melting Temperature)**: Temperature at which 50% of DNA is denatured125- **Extinction Coefficient**: For nucleic acid quantification (M⁻¹cm⁻¹)126- **Reverse Complement**: Complementary antiparallel sequence127128### Use Cases129130- Design PCR primers with appropriate annealing temperatures131- Calculate oligonucleotide concentrations spectrophotometrically132- Generate reverse complement for sequencing analysis133- Analyze GC content for primer design134- Plan molecular cloning experiments135- Estimate DNA/RNA molecular weights136- Design and analyze synthetic oligonucleotides137138### Sequence Format for DNA Molecular Weight139140Format: `"seqName:SEQUENCE.strand=X,topology=Y"`141142Parameters:143- `seqName`: Identifier for the sequence144- `SEQUENCE`: DNA nucleotide sequence (A, T, G, C)145- `strand`: Either "single" or "double"146- `topology`: Either "linear" or "circular"147148Example: `"plasmid1:ATGCATGC.strand=double,topology=circular"`149150### GC Content and Tm151152- **High GC content (>60%)**: Higher melting temperature, more stable153- **Low GC content (<40%)**: Lower melting temperature, less stable154- **Tm**: Used to determine PCR annealing temperature (typically Tm - 5°C)155156### Additional DNA/RNA Tools Available157158- `ORFFind`: Find open reading frames159- `TranslateDNAtoAminoAcidSequence`: Translate DNA to protein160- `RepeatDNASequenceSearch`: Find repetitive sequences161- `CpGIslandPrediction`: Predict CpG islands162- `PCRPrimerProperties`: Analyze primer properties163- `RandomDNAGeneration`: Generate random DNA sequences164- `CircularDNAAlignment`: Align circular DNA sequences