Toolkit/model bioinformatics analysis

model bioinformatics analysis

Computational Method·Research·Since 2007

Taxonomy: Technique Branch / Method. Workflows sit above the mechanism and technique branches rather than replacing them.

Summary

Model bioinformatics analysis in this context is a computation-based analysis of Arabidopsis thaliana transcript expression responses to UV-B light, drought, and cold stress using the AtGenExpress global stress dataset. It interprets stress-responsive gene expression patterns across multiple abiotic conditions measured with the Affymetrix ATH1 microarray under standardized parallel protocols.

Usefulness & Problems

Why this is useful

This analysis is useful for identifying transcriptomic responses shared across distinct abiotic stresses in Arabidopsis thaliana. The source literature indicates that it supports interpretation of a possible core environmental stress response gene set and the role of systemic signals in coordinating stress responses.

Source:

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.

Source:

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress

Problem solved

It addresses the problem of comparing genome-scale transcriptional responses across multiple abiotic stress conditions generated in a standardized experimental framework. In this study, the analysis was applied to UV-B light, drought, and cold stress to extract biological interpretations from the AtGenExpress global stress expression dataset.

Source:

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.

Source:

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress

Taxonomy & Function

Primary hierarchy

Technique Branch

Method: A concrete computational method used to design, rank, or analyze an engineered system.

Target processes

No target processes tagged yet.

Input: Light

Implementation Constraints

The analysis is based on Arabidopsis thaliana transcript expression data generated with the Affymetrix ATH1 microarray. The reported application covers responses to UV-B light, drought, and cold stress using the AtGenExpress global stress dataset produced with standardized parallel protocols.

The supplied evidence supports only a general model bioinformatics analysis of transcript expression and does not specify algorithms, statistical models, normalization procedures, or predictive performance. Validation is limited here to interpretations from one Arabidopsis dataset and one publication.

Validation

Cell-freeBacteriaMammalianMouseHumanTherapeuticIndep. Replication

Supporting Sources

Ranked Claims

Claim 1biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 2biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 3biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 4biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 5biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 6biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 7biological interpretationsupports2007Source 1needs review

Systemic signals generated by stressed tissue may play a major role in coordinating and executing stress responses.

there are indications that systemic signals generated by the tissue exposed to stress play a major role in the coordination and execution of stress responses
Claim 8biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 9biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 10biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 11biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 12biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 13biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 14biological interpretationsupports2007Source 1needs review

The initial transcriptional stress reaction of Arabidopsis may include a core set of environmental stress response genes that function across multiple stress responses by adjusting energy balance.

Our results suggest that the initial transcriptional stress reaction of Arabidopsis might comprise a set of core environmental stress response genes which, by adjustment of the energy balance, could have a crucial function in various stress responses.
Claim 15resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 16resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 17resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 18resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 19resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 20resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 21resource descriptionsupports2007Source 1needs review

This study reports a comprehensive Arabidopsis thaliana genome transcript expression dataset generated with the Affymetrix ATH1 microarray under multiple abiotic stress conditions using standardized parallel protocols.

a comprehensive Arabidopsis thaliana genome transcript expression study was performed using the Affymetrix ATH1 microarray... Arabidopsis plants, of identical genotype grown under identical conditions, to different environmental stresses comprising heat, cold, drought, salt, high osmolarity, UV-B light and wounding. Furthermore, the harvesting of tissue and RNA isolation were performed in parallel at the same location using identical experimental protocols.
Claim 22resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress
Claim 23resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress
Claim 24resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress
Claim 25resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress
Claim 26resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress
Claim 27resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress
Claim 28resource valuesupports2007Source 1needs review

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress

Approval Evidence

1 source1 linked approval claimfirst-pass slug model-bioinformatics-analysis
the results of a model bioinformatics analysis of gene expression in response to UV-B light, drought and cold stress

Source:

resource valuesupports

The reported dataset is presented as a prime reference resource for subsequent research into plant abiotic stress.

the information reported provides a prime reference point and source for the subsequent exploitation of this important resource for research into plant abiotic stress

Source:

Comparisons

Source-backed strengths

A key strength is that the underlying dataset is described as comprehensive, genome-scale, and generated under multiple abiotic stress conditions with standardized parallel protocols. The analysis enabled cross-condition biological inferences, including a proposed core set of environmental stress response genes and a role for systemic signaling in stress coordination.

Ranked Citations

  1. 1.
    StructuralSource 1The Plant Journal2007Claim 1Claim 2Claim 3

    Extracted from this source document.