Evidence map›Paper›PMID 33355660›Full record

ArticleMolecular biology and evolution2021

Bidirectional Genetic Control of Phenotypic Heterogeneity and Its Implication for Cancer Drug Resistance.

Ning Mo, Xiaoyu Zhang, Wenjun Shi, Gongwang Yu, Xiaoshu Chen, Jian-Rong Yang

Open access · greenAbstract readComparative Study
In one paragraph

Article in Molecular biology and evolution, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
0.7field-weighted citation impact, top 24% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 6 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. Non-Darwinian Molecular Biology.Frontiers in genetics · 2022
    Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 1 institution in 1 country.

Ning MoDepartment of Medical Genetics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.
Xiaoyu ZhangDepartment of Biomedical Informatics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.
Wenjun ShiDepartment of Medical Genetics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.
Gongwang YuDepartment of Biomedical Informatics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.
Xiaoshu ChenDepartment of Medical Genetics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-5779-5065
Jian-Rong YangDepartment of Biomedical Informatics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.ORCID 0000-0002-7807-9455
Sun Yat-sen University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Negative genetic regulators of phenotypic heterogeneity, or phenotypic capacitors/stabilizers, elevate population average fitness by limiting deviation from the optimal phenotype and increase the efficacy of natural selection by enhancing the phenotypic differences among genotypes. Stabilizers can presumably be switched off to release phenotypic heterogeneity in the face of extreme or fluctuating environments to ensure population survival. This task could, however, also be achieved by positive genetic regulators of phenotypic heterogeneity, or "phenotypic diversifiers," as shown by recently reported evidence that a bacterial divisome factor enhances antibiotic resistance. We hypothesized that such active creation of phenotypic heterogeneity by diversifiers, which is functionally independent of stabilizers, is more common than previously recognized. Using morphological phenotypic data from 4,718 single-gene knockout strains of Saccharomyces cerevisiae, we systematically identified 324 stabilizers and 160 diversifiers and constructed a bipartite network between these genes and the morphological traits they control. Further analyses showed that, compared with stabilizers, diversifiers tended to be weaker and more promiscuous (regulating more traits) regulators targeting traits unrelated to fitness. Moreover, there is a general division of labor between stabilizers and diversifiers. Finally, by incorporating NCI-60 human cancer cell line anticancer drug screening data, we found that human one-to-one orthologs of yeast diversifiers/stabilizers likely regulate the anticancer drug resistance of human cancer cell lines, suggesting that these orthologs are potential targets for auxiliary treatments. Our study therefore highlights stabilizers and diversifiers as the genetic regulators for the bidirectional control of phenotypic heterogeneity as well as their distinct evolutionary roles and functional independence.

Indexed as

Drug Resistance, NeoplasmPhenotypeBiological EvolutionSaccharomyces cerevisiaedrug resistanceevolutionary capacitanceevolutionary genomicsmorphological traitphenotypic heterogeneity

Identifiers

PMID33355660
PMCPMC8097262
OpenAlexW3117048482

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.