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Genomic Evidence for Elements of a Programmed Cell Death Pathway In Plasmodium: Exploiting Programmed Parasite Death for Malaria Control?

2010· article· en· W2527882627 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueBlood · 2010
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMachine Learning in Bioinformatics
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsBiologyPlasmodium falciparumPlasmodium (life cycle)GenomeMalariaPhylogeneticsGeneticsEvolutionary biologyPlasmodium yoeliiParasite hostingGeneImmunology

Abstract

fetched live from OpenAlex

Abstract Abstract 4226 Malaria, caused by species of the Plasmodium parasite, remains a major global health burden. To combat the disease, new areas of investigation are constantly developed with a view to understanding the biology of the organism and identifying potential drug targets. A new line of enquiry has emerged concerning the occurrence of parasite programmed cell death (PCD); however, there are conflicting experimental reports regarding the presence and phenotype of PCD in Plasmodium species. Furthermore, very little genomic evidence exists for a PCD pathway in this genus with only caspase-like domains being detected. One reason for the limited availability of genomic data may be the unusual characteristics of the P. falciparum genome, such as the extreme AT bias. In this study we examined the complete genome sequences of four Plasmodium species (P. falciparum, P. vivax, P. yoelii and P. knowlesi) for evidence of a p53-dependant PCD pathway. This pathway is well characterized in animals, and elements of the molecular machinery have been identified in protozoa. In addition, p53-like responses leading to apoptosis (a common PCD phenotype) have been demonstrated in phylogenetically diverse eukaryotes, including animals, protozoa, green algae and plants, suggesting that the origin of p53-initiated PCD is evolutionary ancient leading us to believe that a similar genomic toolkit may exist in Plasmodium. A detailed analysis of the four Plasmodium genomes was performed using an array of computational approaches, which included standard homology methods, phylogenetics, structural models and a novel evolutionary rate-based alignment algorithm FIRE (Functional Inference using the Rates of Evolution), which was developed to identify homologous and analogous genes in organisms with unusual genomes, such as P. falciparum, and hence low sequence similarity. Homology methods uncovered key elements of a classical PCD pathway, including ATM, MDM2, CR6 and three peptidase C14 (catalytic caspase) domains in each of the four Plasmodium genomes. Phylogenetic analysis demonstrated that the peptidase C14 (caspase) domains are evolutionary ancient and cluster with other PCD-related caspases suggesting that they are involved in a PCD pathway as opposed to other cellular functions that may use similar domains. In addition, highly sensitive hidden Markov models retrieved 15 sequences with low similarity to the eukaryotic p53 DNA-binding domain (DBD). Further analysis revealed that two P. falciparum sequences (accession numbers PFE1120w and PF11_0091 in the Plasmodium database www.PlasmoDB.org version 6.5) may be p53 DBD-like sequences. Both have similar evolutionary rates across codons, as well as anti-parallel beta sheet structures with Greek key topology, which are a characteristic feature of known p53 DBDs. Whether either of these proteins has functional significance for the PCD pathway in P. falciparum requires empirical verification. However, these data and the existence of p53-like activity in plants and algae, suggest that this pathway has an ancient origin and provide the first evidence for a p53-dependant PCD pathway in malaria parasites. The presence of this genomic toolkit raises questions regarding the potential role of this pathway in the P. falciparum lifecycle. The phenomenon of programmed parasite death may have adaptive significance and proteins in the PCD pathway may potentially be sufficiently different from the human orthologs, given the low level of sequence similarity. These findings could thus open a new line of investigation for novel malaria drug targets. Disclosures: No relevant conflicts of interest to declare.

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.250
Threshold uncertainty score0.815

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.023
GPT teacher head0.291
Teacher spread0.267 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it