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Big Data and Biological Networks · End Term · Jan 2026 · AN

Big Data and Biological Networks · End Term · Jan 2026 AN

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Question 2 MCQ · 1.0 marks

In a biological network where nodes represent proteins and edges represent physical interactions, a specific node
Source diagram or notation
has a very high betweenness centrality but a relatively low degree centrality. What is the most likely biological role of this protein?
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It is a global hub protein that interacts with almost every other protein in the cell.
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It is a redundant protein that can be removed without affecting the network diameter.
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It is a peripheral protein located at the end of a signalling cascade.
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It acts as a bottleneck or bridge between two distinct functional modules.

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Question 3 MCQ · 1.0 marks

You are performing motif identification in a large gene regulatory network and are looking for a specific regulatory circuit (shown in the reference image). Which of the following visual layouts of newly discovered genetic circuits is isomorphic to your target motif, i.e., it has the exact same biological connectivity regardless of how the genes are physically arranged on the page?
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6406536928319.Source diagram or notation
6406536928320.Source diagram or notation
6406536928321.Source diagram or notation
6406536928322.Source diagram or notation

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Question 4 MCQ · 1.0 marks

Which of the following statements describe synthetic lethality ?
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Two genes cannot compensate for each other’s function
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Loss of either gene alone is lethal
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Loss of both genes together leads to cell death
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Both genes are essential individually

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Question 5 MCQ · 1.0 marks

After counting the motif
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in
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randomized networks, you plot a distribution of the counts. If the count in the real network (
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) falls at the
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percentile of this distribution, what does this indicate?
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The configuration model is invalid for this specific network type.
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The motif is likely a product of random noise and not biologically significant.
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The subgraph is an 'anti-motif' that is significantly under-represented.
6406536928330.
The
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-value is
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, suggesting the motif is highly significant.

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Question 6 MCQ · 1.0 marks

During DNA replication, what is the main role of helicase?
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Adding nucleotides to the growing DNA strand.
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Unwinding the DNA double helix by breaking hydrogen bonds.
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Sealing nicks between Okazaki fragments.
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Stabilizing single-stranded DNA.

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Question 7 MCQ · 1.0 marks

According to the central dogma of molecular biology, genetic information flows from:
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Protein to RNA to DNA.
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RNA to DNA to protein.
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DNA to RNA to protein.
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DNA to protein to RNA.

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Question 8 MCQ · 1.0 marks

In eukaryotic cells, which enzyme synthesizes RNA during transcription?
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DNA polymerase
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RNA polymerase
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Reverse transcriptase
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Ligase

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Question 9 MCQ · 1.0 marks

A researcher studies changes in RNA levels between tumor and normal cells to find dysregulated genes. Which -omics approach fits best?
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Genomics
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Proteomics
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Metabolomics
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Transcriptomics

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Question 10 MCQ · 1.0 marks

Consider the following statements: Assertion (A): The Eulerian Path algorithm is preferred over the Hamiltonian Path algorithm for the genome assembly problem. Reason (R): A Hamiltonian Path passes through all the nodes of a graph. Now, which of the following options is true:
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Both A and R are true, and R is the correct explanation for A
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Both A and R are true, and R is not the correct explanation for A
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A is true, but R is false
6406536928352.
Both statements are false

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Question 11 MCQ · 1.0 marks

Which of the following is true about genome assembly?
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It can be done only for prokaryotic genomes
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Assembly comparing fragments obtained with one another
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Assembling the genome using a De-Bruijn graph is more difficult than using an overlap graph
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Success of assembly does not depend on how accurately we can sequence the fragments of DNA

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Question 12 MCQ · 1.0 marks

What is the goal of the pooling function
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in graph pooling?
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To learn embeddings for individual edges
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To optimize the message-passing mechanism between nodes
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To map a set of node embeddings to a graph-level embedding
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To improve the degree matrix representation

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Question 13 MCQ · 1.0 marks

What is the primary purpose of introducing a normalization step in a neural network?
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Increases the depth of the network
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Ensures differentiability of the loss function
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Reduces variance in the distribution across mini-batches, stabilizing training
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All of these

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Question 14 NAT · 1.0 marks

The average degree (regardless of the direction) of the 4-mer overlap graph constructed from “GAATTCAGTTC” is (upto two decimal points)

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Question 15 NAT · 1.0 marks

The best local alignment score for the sequences "GTACTG" and "TAGTCTG" with the scoring scheme, **matches** = +2, **mismatches**= -1, and a constant gap penalty of -10, is

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Question 16 NAT · 1.0 marks

Given two node embeddings
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and
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, The
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−norm
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is

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Question 17 NAT · 1.0 marks

In the DeepWalk model using a standard Softmax function, if the graph
Source diagram or notation
has 500 nodes and 1500 edges, the number of "dot products" that must be computed to evaluate the similarity
Source diagram or notation
for a single node pair is

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Question 18 MSQ · 2.0 marks

Which of the following network representations can be used to determine whether a metabolite can be converted into another metabolite through a sequence of reactions?
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Substrate graph capturing the main transformation in each reaction
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Reaction graph capturing all reactions in the system
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Bipartite graph of metabolites and reactions
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Signaling graph

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Question 19 MSQ · 2.0 marks

Which information is lost or distorted after projecting a Drug-Target bipartite network into a Drug- Drug network?
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Information regarding targets that were only connected to a single drug (leaf nodes in the bipartite graph).
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The topological distance (path length) between two drugs in the drug-drug space.
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The specific identity of the target proteins shared between drugs.
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The degree of 'overlap' (multiplicity) of targets between two drugs.

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Question 20 MSQ · 2.0 marks

Which of the following statements about NetworkX graph objects are correct? (Select all that apply)
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creates an undirected graph that allows self-loops but not multiple edges between the same two nodes.
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is used for directed graphs where the order of nodes in an edge
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matters.
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is required if you want to store multiple edges between the same two nodes with different attributes.
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Once an edge is added to
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, it cannot be removed.

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Question 21 MSQ · 2.0 marks

Gene expression regulation in eukaryotes can occur at:
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Transcriptional level
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Replication level
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Translational level
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Post-translational modifications

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Question 22 MSQ · 2.0 marks

Key advantages of NGS over Sanger sequencing include:
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Cost-effective for screening many samples
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Higher sensitivity for low-frequency variants
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Massive parallel processing for high throughput
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Requires gel electrophoresis for reads

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Question 23 MSQ · 2.0 marks

What are the limitations of microarrays compared to RNA-seq? Select all that apply.
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Limited to predefined probes/transcripts
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Narrow dynamic range for low/high expression
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Cannot detect novel genes/isoforms
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Requires high-quality input RNA only

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Question 24 MSQ · 2.0 marks

Which enzymes are essential for completing lagging-strand synthesis?
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DNA polymerase I removes RNA primers
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DNA ligase seals Okazaki fragment nicks
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Primase synthesises new RNA primers repeatedly
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Topoisomerase relaxes positive supercoils only

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Question 25 MSQ · 2.0 marks

Which statements about tRNA are correct?
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tRNA carries amino acids to the ribosome
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tRNA contains an anticodon loop
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tRNA is synthesized during translation
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Each tRNA is specific to an amino acid

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Question 26 MSQ · 2.0 marks

Which of the following are true for graph filters:
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Chebinosky-Filter is a spectral-based graph filter
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Spectral-based graph filters utilize spectral graph theory to design the filtering operation in the frequency domain
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Spatial-based graph filters explicitly leverage the graph structure
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GAT-Filter is a spatial-based graph filter

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Question 27 MCQ · 2.0 marks

Consider the following reaction system and answer the given sub-questions:
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Source diagram or notation
Source diagram or notation
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The number of edges present in the substrate graph, reaction graph and bipartite graph constructed from this system will be:
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4, 2, 7
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4, 3, 3
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4, 3, 8
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3, 2, 7

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Question 28 MCQ · 2.0 marks

Consider the following reaction system and answer the given sub-questions:
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Source diagram or notation
Source diagram or notation
Source diagram or notation
Which node(s) in the substrate graph have the highest out-degree?
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A
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B, C, D
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A, B, C, D, E
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A, B, C, D

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Question 29 NAT · 2.0 marks

The number of unique 2-mers can be generated from the sequence “GTACTATGCA" is

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Question 30 MCQ · 2.0 marks

Consider the following graph:
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What will be the adjacency matrix
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?
6406536928408.Source diagram or notation
6406536928409.Source diagram or notation
6406536928410.Source diagram or notation
6406536928411.Source diagram or notation

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Question 31 MCQ · 2.0 marks

Choose the most appropriate option:
Source diagram or notation
Source diagram or notation
is the feature matrix and
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is the identity matrix
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(1), (A), (i); (2), (B), (ii); (3), (A), (ii); (4), (B), (ii)
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(1), (B), (i); (2), (B), (i); (3), (A), (ii); (4), (A), (ii)
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(1), (A), (ii); (2), (A), (i); (3), (B), (i); (4), (A), (i)
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(1), (B), (i); (2), (A), (ii); (3), (A), (ii); (4), (B), (i)

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Question 32 MCQ · 2.0 marks

Perform a single-step filtering using the Graph Convolutional Network filter for the following graph: The feature vectors are:
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,
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,
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,
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,
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The parameter matrix (
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) is:
Source diagram or notation
Source diagram or notation
6406536928416.Source diagram or notation
6406536928417.Source diagram or notation
6406536928418.Source diagram or notation
6406536928419.Source diagram or notation

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Question 33 MCQ · 2.0 marks

A two-layer neural network with 2 features,
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,
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is defined below:
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Given the following numerical values:
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Compute the values of
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and
6406536928424.Source diagram or notation
6406536928425.Source diagram or notation
6406536928426.Source diagram or notation
6406536928427.Source diagram or notation

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Question 34 NAT · 3.0 marks

You are constructing an Erdős-Rényi random network,
Source diagram or notation
, to serve as a null model for a protein-protein interaction study. The network contains exactly
Source diagram or notation
nodes. Based on the connectivity of your experimental data, you require the expected total number of edges (
Source diagram or notation
) in this random network to be 500. Calculate the required edge probability
Source diagram or notation
for this model.

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Question 35 SHORT_TEXT · 3.0 marks

Match the specific network model or concept in Column A with its corresponding definition/application in Column B. (Answer should be in this format without space: "1-E,2-F,3-A,...")
Source diagram or notation

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Question 36 SUBJECTIVE · 1.0 marks

The following DNA sequences are given: Strand I: 5′ → 3′ : ATGCCGATGGCG Strand II: 3′ → 5′ : TACGGCTACCGC Based on the above data, answer the given subquestions.
Identify the template strand and briefly explain how RNA polymerase “knows” which strand to use. **NOTE:** Your answer should not exceed 50 words.

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Question 37 SUBJECTIVE · 1.0 marks

The following DNA sequences are given: Strand I: 5′ → 3′ : ATGCCGATGGCG Strand II: 3′ → 5′ : TACGGCTACCGC Based on the above data, answer the given subquestions.
Write the RNA sequence synthesised and indicate its direction (5′ → 3′). **NOTE:** Your answer should not exceed 20 words.

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Question 38 SUBJECTIVE · 1.0 marks

The following DNA sequences are given: Strand I: 5′ → 3′ : ATGCCGATGGCG Strand II: 3′ → 5′ : TACGGCTACCGC Based on the above data, answer the given subquestions.
State the first amino acid encoded by this RNA and explain why translation starts at that position. **NOTE:** Your answer should not exceed 100 words.

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Question 39 SUBJECTIVE · 1.0 marks

Source diagram or notation
Based on the above data, answer the given subquestions.
Write the corresponding mRNA sequence. **NOTE:** Your answer should not exceed 20 words.

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Question 40 SUBJECTIVE · 1.0 marks

Source diagram or notation
Based on the above data, answer the given subquestions.
Identify the start codon and the stop codon(s) present in the mRNA. **NOTE:** Your answer should not exceed 20 words.

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Question 41 SUBJECTIVE · 1.0 marks

Source diagram or notation
Based on the above data, answer the given subquestions.
Write the amino acid sequence coded by this nucleotide sequence. **NOTE:** Your answer should not exceed 50 words.

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