Cited by 16Antifungal resistance and susceptibilityFungal and yeast genetics researchFungal Plant Pathogen Control

Multi‐Omics Analysis of Experimentally Evolved Candida auris Isolates Reveals Modulation of Sterols, Sphingolipids, and Oxidative Stress in Acquired Amphotericin B Resistance

Open access
Chauhan, Anshu, Carolus, Hans, Sofras, Dimitrios, Kumar, Mohit, Kumar, Praveen, Nair, Remya, Narayanan, Aswathy, Yadav, Kusum +19 more·2025·Molecular Microbiology

Abstract

Clinical isolates of Candida auris show a high prevalence of resistance to Amphotericin B (AmB)—an uncommon trait in most Candida species. Alterations in ergosterol biosynthesis can contribute to acquired AmB resistance in C. auris laboratory strains but are rarely seen in clinical isolates. In this study, we experimentally evolved two drug‐susceptible Clade II isolates of C. auris to develop AmB resistance. The evolved strains displayed a four to eight fold increase in MIC 50 compared to the parental cells. We analyzed changes in their karyotype, genome, lipidome, and transcriptome associated with this acquired resistance. In one lineage, AOX2 was upregulated, and its deletion reversed the AmB resistance phenotype. The aox2Δ mutant also failed to evolve AmB resistance under experimental conditions. In the same lineage, restoring the UPC2 S332R and RTG3 S101T mutations to the wild‐type allele restored AmB susceptibility. In another lineage, the ergosterol and sphingolipid pathways were observed to play a critical role, and upregulation of the ERG genes elevated the total sterol content, while significant downregulation of HSX11 (glucosylceramide synthase) resulted in lower levels of glucosylceramides. To our knowledge, this study is the first to show that AmB resistance in C. auris can be acquired through mechanisms both dependent on or independent of sterol content modulation, highlighting Aox2 and Upc2 as key regulators of amphotericin resistance.

AI snapshot

Written from the paper’s full text.

TL;DR

This study experimentally evolved two drug-susceptible Clade II *Candida auris* isolates to amphotericin B resistance and used genomics, transcriptomics, lipidomics, and functional genetics to identify mechanisms. It reports that resistance can arise via AOX2/Upc2/Rtg3-dependent oxidative-stress modulation or via sterol and sphingolipid remodeling, with Aox2 required for resistance acquisition.

Key findings

  • Evolved strains A1 and B1 showed a 4–8-fold increase in AmB MIC50; after 30 days of drug-free passage, A1.1 and B1.1 had MIC50 values of 2 µg/mL and 4 µg/mL, respectively, versus parental wt_A 0.5 µg/mL and wt_B 0.5–1 µg/mL.
  • In A1.1, AOX2 was strongly upregulated (RNA-seq log2 fold change 8.8; qRT-PCR 5–6 log2), and AOX2 deletion increased AmB susceptibility; AOX2 knockout strains failed to evolve AmB resistance over 100 generations. Reverting UPC2S332R or RTG3S101T restored AmB susceptibility, and UPC2 reversion caused ~10-fold increased susceptibility with elevated ergosterol.
  • In B1.1, ERG genes were upregulated, ERG6K371N was present, and sterol profiling showed cholesta-5,7,24-trienol accumulation plus substantial ergosterol. HSX11 was downregulated (−4.33 log2), with GlcCer dropping to <1% versus ~60% in wt_B and α-hydroxyceramides accumulating.
  • Transcriptomes differed: A1.1 had 594 DEGs (383 up, 211 down) and B1.1 had 83 DEGs (42 up, 41 down), with no common upregulated genes and seven common downregulated genes. B1.1 also showed increased susceptibility to Calcofluor White and Congo Red and elevated glucosamine.

Methods

  • Two drug-susceptible Clade II isolates, B11220 (wt_A) and P2428 (wt_B), were experimentally evolved under sublethal AmB for ~100 generations; single colonies A1 and B1 were passaged 30 days on drug-free medium to yield A1.1 and B1.1.
  • The study integrated whole-genome sequencing, karyotyping, RNA sequencing, qRT-PCR, sterol GC-MS, sphingolipid LC-MS/MS, ROS measurement, cell wall quantification, gene deletions, and CRISPR-Cas9 allele reversion/introduction.
  • Differential expression used |log2 fold change| ≥ 1 and p ≤ 0.05; lipid and sterol analyses used biological triplicates, and significance was assessed with Student’s t-test where stated.

Limitations

  • Stated in the paper: the UPC2 findings are called preliminary and may be influenced by genetic heterogeneity between SNP-reverted A1.1 strains and wt_A; the specific role of GlcCer levels in drug resistance is not fully understood; the HSX11 knockout showed no AmB susceptibility change, possibly because the wt_B background did not replicate B1.1; and the transcription factor regulating co-downregulated HSX11-adjacent genes “needs to be determined.”
  • Stated in the paper: cell wall integrity findings “warrant further investigation,” and the role of AOX2 in clinical resistance was tested in only one AmB-resistant Clade I clinical isolate.
  • Evident from the text: causal conclusions rely on a small number of evolved Clade II lineages plus targeted reversion/knockout experiments, and no animal infection model is reported.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1111/mmi.15379

Cites

59 of 59 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 41 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    The evolved strains A1 and B1 displayed 4-8-fold higher MIC50 values compared to the parent strains.

    “Both adapted strains exhibited 4-8-fold higher MIC50 values compared to the parent strains.”
    Quote in the paperSubstantial claim
  • Findingown data

    HSX11 was among highly downregulated genes (-4.33 log2 fold change) in B1.1 adapted strain.

    “The DEG analysis showed that the B9J08_000009 gene, which is an ortholog of HSX11 in C. albicans encoding glucosylceramide (GlcCer) synthase, was among the highly downregulated genes (-4.33-log2 fold change) in the B1.1 adapted strain.”
    Quote in the paperSubstantial claim
  • Findingown data

    Colonies with restored native UPC2 sequence showed a significant increase in ergosterol levels.

    “All the colonies with the restored native UPC2 sequence (A1.1/upc2_c1-c6) also showed a significant increase in ergosterol levels”
    Quote in the paperSubstantial claim
  • Findingown data

    AmBR/aox2Δ cells exhibited increased ROS accumulation.

    “As expected, AmBR/aox2Δ cells also exhibited increased ROS accumulation”
    Quote in the paperSubstantial claim
  • Findingown data

    Genes related to predicted oxidoreductase activity (B9J08_000008), carnitine acetyltransferase (B9J08_000010), and two uncharacterized genes (B9J08_000006 and B9J08_000007) were downregulated in the same scaffold as HSX11.

    “We also found that genes related to predicted oxidoreductase activity (B9J08_000008), carnitine acetyltransferase (B9J08_000010), and two uncharacterized genes (B9J08_000006 and B9J08_000007) were downregulated in the same scaffold PEKT02000001 where HSX11 is present.”
    Quote in the paperNot a substantial claim
  • May combine two claims. 47
  • Classified as probably not a substantial claim. 35
  • May combine two claims.

    Findingown data

    A1.1 and B1.1 exhibited MIC50 values of 2 μg/mL and 4 μg/mL, respectively, for AmB after passage on drug-free medium.

    “The adapted strains A1.1 and B1.1 exhibited MIC50 values of 2 µg mL-1 and 4 µg mL-1, respectively, for AmB (Figure 1d).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    There were no common upregulated genes in both adapted strains, but there were seven common downregulated genes.

    “Notably, there were no common upregulated genes found in both the adapted strains, but there were seven common downregulated genes in these strains”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The major GlcCer contributing species was GlcCer (d19:2/18:0(2OH)), and its precursor Cer (d19:2/18:0(2(OH)) accumulated in B1.1.

    “The major GlcCer contributing species was GlcCer (d19:2/18:0(2OH)), and its precursor Cer (d19:2/18:0(2(OH)) which accumulated in the B1.1-adapted strain”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    ROS levels were elevated in A1.1/aox2Δ cells, but no comparable increase was observed in B1.1/aox2Δ mutants.

    “Consistent with this, ROS levels were elevated in A1.1/aox2Δ cells, though no comparable increase was observed in B1.1/aox2Δ mutants”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The total number of DEGs in A1.1 and B1.1 were 594 and 83, respectively; upregulated genes were 383 and 42, and downregulated genes were 211 and 41.

    “The total number of DEGs in A1.1 and B1.1 were 594 and 83, respectively. Among these, the upregulated genes were 383 and 42 in A1.1 and B1.1, and 211 and 41 were downregulated in A1.1 and B1.1, respectively”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Lipid analysis of B1.1 could only quantify IPCs and observed their reduction in the adapted strain.

    “Our lipid analysis of the B1.1 adapted strain could only quantify Inositol phosphoryl ceramide (IPCs) and observed their reduction in the adapted strain”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Quantitative analysis of CW components revealed that the level of glucosamine was significantly elevated in B1.1, aligning with increased susceptibility towards CFW.

    “Quantitative analysis of CW components (Figures 9c, 9d, and 9e) revealed that the level of glucosamine (a precursor of chitin biosynthesis) was significantly elevated in the B1.1 adapted strain, which also aligns well with our phenotypic analysis where cells showed increased susceptibility towards CFW”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In A1.1, UPC2S332R, RTG3S101T, GNP2D381Y, and CDR1Y79* appeared from generation 40 onwards; OPT1K217I and HRD3K321* emerged only after generation 80.

    “in the A1.1 adapted strain, where increased MIC50 value towards AmB was recorded from generation 50 onwards, out of six SNPs, UPC2S332R, RTG3S101T, GNP2D381Y, and CDR1Y79* appeared from generation 40 onwards. The only exceptions were those of OPT1K217I and HRD3K321*, which emerged only after generation 80”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    AOX2 knockout strains failed to develop AmB resistance during experimental evolution, unlike wild-type strains.

    “Unlike the wild-type strains, which successfully evolved AmB resistance, the AOX2 knockout strains failed to develop resistance, indicating a direct role for AOX2 in facilitating adaptation to AmB”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    qRT-PCR confirmed AOX2 upregulation: 5-6 log2-fold in A1.1 and 0.8-0.9 log2-fold in B1.1.

    “This was further confirmed by qRT-PCR, where the upregulation of AOX2 in A1.1 adapted strain was a 5-6 log2-fold increase, and in B1.1 adapted strain, it was a 0.8-0.9 log2-fold increase”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    B1.1 has upregulation of ergosterol biosynthesis pathway genes, increased sensitivity to cell wall-perturbing agents, and altered expression of cell wall-related genes.

    “For instance, in the B1.1 adapted strain, there is upregulation of ergosterol biosynthesis pathway genes, increased sensitivity to cell wall-perturbing agents, and altered expression of cell wall-related genes”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    A1.1 and B1.1 exhibited cross-resistance to nystatin and natamycin but no cross-resistance to azoles.

    “The A1.1 and B1.1 adapted strains, when tested for acquired resistance to other antifungals, were found to exhibit cross-resistance to other polyenes, nystatin, and natamycin. However, no cross-resistance to azoles was observed”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    A1.1 showed a 2-fold increase in MIC50 for fluconazole, voriconazole, and clotrimazole compared to wt_A; B1.1 showed minimal changes for most azoles except a 2-fold MIC50 increase for fluconazole and ketoconazole.

    “A1.1 stayed within the susceptibility range but showed a 2-fold increase in MIC50 for fluconazole, voriconazole, and clotrimazole compared to wt_A. B1.1 showed minimal changes for most azoles, except for a comparable 2-fold MIC50 increase for fluconazole and ketoconazole”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    WGS of A1.1 and B1.1 revealed six SNPs in A1.1 (missense and nonsense) and three missense mutations in B1.1.

    “WGS of A1.1 and B1.1 adapted strains revealed six SNPs, including missense and nonsense mutations in the A1.1-adapted strain and three missense mutations in the B1.1-adapted strain”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    GO enrichment revealed elevated B9J08_001930 (orthologue of AOX2) and downregulation of HSX11 were most noteworthy.

    “Gene Ontology enrichment analysis revealed that among the DEGs linked to various cellular processes, an elevated level of an uncharacterized gene, B9J08_001930, which is an orthologue of the AOX2 gene in C. albicans and encodes an alternative oxidase AOX2, and down-regulation of HSX11 were most noteworthy”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    A1.1 exhibited resistance to nystatin and natamycin similar to that of AmB, while B1.1 showed slightly higher resistance to nystatin than to natamycin.

    “While A1.1 exhibited resistance to nystatin and natamycin similar to that of AmB, B1.1 showed slightly higher resistance to nystatin than to natamycin”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    AOX2 log2-fold change was 8.8 in A1.1 and 1.3 in B1.1 compared to their respective wild-type progenitors.

    “The log2-fold change value in the A1.1 adaptor was 8.8 log2-fold, and B1.1 showed a more modest 1.3 log2-fold increase compared to their respective wild-type progenitors.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In B1.1, ERG6K371N and GEA2E1229K emerged by generation 60 onwards, while PRP8T1561M was detected after generation 80.

    “In the B1.1 adapted strain, two of the three SNPs (ERG6K371N and GEA2E1229K) emerged by generation 60 onwards, while PRP8T1561M was detected after generation 80”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    B1.1 exhibited perturbations in sterol and SL metabolism, characterized by an SNP in ERG6K371N and significant downregulation of HSX11.

    “Instead, they exhibited perturbations in sterol and SL metabolism, characterized by an SNP in the ERG6K371N gene and a significant downregulation of HSX11, a gene encoding glucosylceramide synthase.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    Strain B11220 is the type strain of Clade II and was re-confirmed as a Clade II isolate.

    “Strain B11220 (CBS10913T) is the type strain of Clade II (Satoh et al., 2009; Muñoz et al., 2018b) and was re-confirmed as a Clade II isolate in our analysis”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Satoh et al., 2009

      Not checked in the free run.

    • cites Muñoz et al., 2018b

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    wt_A had an MIC50 value of 0.5 μg/mL for AmB and wt_B had an MIC50 value of 0.5-1 μg/mL for AmB.

    “Single colonies from strain wt_A (MIC50 value of 0.5 µg mL-1 for AmB) and strain wt_B (MIC50 value 0.5–1 µg mL-1 for AmB)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Both strains displayed increased MIC50 values yet remained susceptible to azoles.

    “Both strains displayed increased MIC50 values, yet remained susceptible to azoles.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    This resulted in a significant loss of GlcCer and an accumulation of its precursor αOHCer.

    “This resulted in a significant loss of GlcCer and an accumulation of its precursor, αOHCer.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In other Candida species, mutations in ERG1, ERG2, and ERG6 genes have been linked to AmB resistance.

    “In other Candida species, mutations in ERG1, ERG2, and ERG6 genes have also been linked to AmB resistance (Ahmad et al., 2019; Carolus et al., 2020).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Ahmad et al., 2019

      Not checked in the free run.

    • cites Carolus et al., 2020

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Approximately 30% of C. auris isolates are resistant to amphotericin B.

    “Almost all C. auris isolates are resistant to fluconazole, approximately 50% are resistant to voriconazole, 30% to amphotericin B (AmB), and 10% to echinocandins (Sekyere, 2017; Rybak et al., 2022b).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Sekyere, 2017

      Not checked in the free run.

    • cites Rybak et al., 2022b

      Not checked in the free run.

  • May combine two claims.

    Premisenone given

    Alterations in ergosterol biosynthesis can contribute to acquired AmB resistance in C. auris laboratory strains but are rarely seen in clinical isolates.

    “Alterations in ergosterol biosynthesis can contribute to acquired AmB resistance in C. auris laboratory strains but are rarely seen in clinical isolates.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Increased expression of ERG1, ERG2, and ERG6 is linked to AmB resistance, suggesting a compensatory response to AmB's interaction with ergosterol.

    “Additionally, increased expression of ERG1, ERG2, and ERG6 has been linked to AmB resistance, suggesting a compensatory response to counteract the disruption caused by AmB's interaction with ergosterol (Young et al., 2003; Vincent et al., 2013; Muñoz et al., 2018a; Ahmad et al., 2019; Silva et al., 2020).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Young et al., 2003

      Not checked in the free run.

    • cites Vincent et al., 2013

      Not checked in the free run.

    • cites Muñoz et al., 2018a

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    AmB forms sponges in the cell wall that remove ergosterol from the cell membrane, leading to its destabilization.

    “The AmB forms sponges in the cell wall that remove ergosterol from the cell membrane, leading to its destabilization. (Anderson et al., 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Anderson et al., 2014

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A truncated 164 amino acid Erg6 protein conferred AmB resistance.

    “Additionally, Kordalewska et al., 2021 reported that a truncated 164 amino acid Erg6 protein conferred AmB resistance.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kordalewska et al., 2021

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    AmB exerts antifungal effects by extracting ergosterol from the fungal cell membrane.

    “Polyenes such as AmB exert their antifungal effects by extracting ergosterol from the fungal cell membrane (Lewandowska et al., 2021).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lewandowska et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    DNA damage checkpoint proteins such as Mec3 and transcription factor Flo8 have been suggested to play a role in AmB resistance in C. auris.

    “Beyond sterol biosynthesis, DNA damage checkpoint proteins, such as Mec3, and the transcription factor Flo8, which positively regulates ERG11 expression, have also been suggested to play a role in AmB resistance in C. auris (Escandón et al., 2019; Carolus et al., 2021b).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Escandón et al., 2019

      Not checked in the free run.

    • cites Carolus et al., 2021b

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Mutations in NCP1, ERG11, ERG3, HMG1, ERG10, and ERG12 have been linked to AmB resistance in C. auris.

    “Mutations in, NCP1, ERG11, ERG3, HMG1, ERG10, and ERG12, have been linked to AmB resistance in C. auris (Carolus et al., 2024)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Carolus et al., 2024

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Clinically acquired AmB resistance was initially caused by a frameshift mutation in ERG6 leading to premature truncation of Erg6, causing high resistance of C. auris to AmB.

    “Clinically acquired AmB resistance was initially caused by a frameshift mutation in the ERG6 gene, leading to premature truncation of Erg6 in patients, causing high resistance of C. auris to AmB (Rybak et al., 2022a).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rybak et al., 2022a

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Such expression patterns suggest differences in the regulatory response of the CW biosynthesis pathway between the two adapted strains, potentially suggesting distinct adaptive mechanisms.

    “Such expression patterns suggest differences in the regulatory response of the CW biosynthesis pathway between the two adapted strains, potentially suggesting distinct adaptive mechanisms.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationcitation

    Rtg3-mediated regulation of AOX2 appears conserved, consistent with a previous study by Liu et al., 2023.

    “Notably, Rtg3-mediated regulation of AOX2 appears to be conserved, consistent with a previous study by Liu et al., 2023 demonstrating that Rtg3 regulates AOX2 promoter activity, impacting C. albicans virulence in a mouse model.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Liu et al., 2023

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    AmB resistance in B1.1 results from a combination of factors, including enhanced sterol biosynthesis, compromised cell wall integrity, and reduced GlcCer levels due to HSX11 downregulation.

    “Taken together, these findings suggest that AmB resistance in the B1.1 strain results from a combination of factors, including enhanced sterol biosynthesis, compromised cell wall integrity, and reduced GlcCer levels due to HSX11 downregulation.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisenone given

    CFW binds to chitin in the fungal cell wall, and CR binds to β-glucans.

    “CFW binds to the chitin in the fungal cell wall, and CR binds to β-glucans.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The presence of the ERG6 SNP leads to a partial loss-of-function mutation, as confirmed by the altered sterol profile of B1.1.

    “Moreover, the presence of an ERG6 SNP leads to a partial loss-of-function mutation, as confirmed by the altered sterol profile of B1.1.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Hsx11 catalyzes transfer of UDP-linked glucose to the sphingoid backbone of ceramide precursors.

    “Hsx11 catalyzes the transfer of UDP-linked glucose to the sphingoid backbone of ceramide precursors (Ali et al., 2024).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ali et al., 2024

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Expression levels of the mentioned CW-related genes were validated by qRT-PCR.

    “The expression levels of the mentioned CW-related genes were validated by qRT-PCR”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The role of ERG6 in mediating AmB resistance has been well documented.

    “The role of ERG6 in mediating AmB resistance has been well documented in previous studies (Rybak et al., 2022a; Carolus et al., 2024).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Rybak et al., 2022a

      Not checked in the free run.

    • cites Carolus et al., 2024

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    ERG6K371N may represent a partial loss-of-function mutation, leading to buildup of cholesta-5,7,24-trienol.

    “These findings suggest that ERG6K371N may represent a partial loss-of-function mutation, leading to the buildup of this intermediate sterol.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Mesa-Arango et al., 2016 reported increased levels of β-glucans in AmB resistant isolates of C. tropicalis, which also exhibited susceptibility towards Congo Red and impacted immune response.

    “A study by Mesa-Arango et al., 2016 had reported increased levels of β-glucans in AmB resistant isolates of C. tropicalis. These isolates also exhibited susceptibility towards Congo Red and impacted immune response elicited by the host.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Mesa-Arango et al., 2016

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    UPC2S332R is upstream of the hotspot of gain-of-function mutations and has not been reported previously.

    “this mutation, UPC2S332R, is upstream of the hotspot of gain-of-function mutations (Flowers et al., 2012) and has not been reported previously.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Flowers et al., 2012

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Glucosyl derivatives are the main complex SLs found in C. auris, indicating that the GlcCer branch of the SL pathway is active in this species.

    “Based on our earlier analysis, glucosyl derivatives are the main complex SLs found in C. auris, indicating that the GlcCer branch of the SL pathway is active in this species (Kumar et al., 2021).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kumar et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The observation of increased susceptibility and ergosterol could plausibly be a result of underlying genetic heterogeneity between SNP-reverted adapted strains and wt_A.

    “While the observation is intriguing, this could plausibly be a result of the underlying genetic heterogeneity between the SNP-reverted adapted strains (A1.1/upc2_c1–c6) and the original wild-type strain (wt_A).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    AOX2 appears important for developing resistance, likely due to its role in managing oxidative stress, a known factor in AmB's fungicidal action.

    “AOX2 appears to be important for developing resistance, likely due to its role in managing oxidative stress, a known factor in AmB's fungicidal action (Liu et al., 2005).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Liu et al., 2005

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    It is possible that the distinct genetic background of wt_B did not fully replicate the context of B1.1, potentially masking the impact of HSX11 deletion.

    “It is also possible that the distinct genetic background of wt_B did not fully replicate the context of B1.1, potentially masking the impact of HSX11 deletion on AmB susceptibility.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Seo et al., 1999 reported altered CW composition in response to AmB resistance in Aspergillus flavus.

    “Another study (Seo et al., 1999) reported altered CW composition in response to AmB resistance in Aspergillus flavus.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Seo et al., 1999

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    These findings highlight the critical role of AOX2 in AmB resistance not only in the adapted strains but also in the clinical isolate of clade I.

    “These findings highlight the critical role of AOX2 in AmB resistance not only in the adapted strains but also in the clinical isolate of clade I.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Gene expression was normalised with the housekeeping genes CauACT1, CauLSC2, and CauUBC4.

    “following normalisation with the housekeeping genes CauACT1, CauLSC2, and CauUBC4.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The genes CauACT1, CauLSC2, and CauUBC4 are suitable housekeeping genes for normalizing qRT-PCR expression in C. auris under the studied conditions.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Aspergillus terreus, which is intrinsically resistant to AmB, has normal levels of ergosterol in its cell membrane and exhibits increased catalase levels, suggesting a catalase-based resistance mechanism.

    “For example, Aspergillus terreus, which is intrinsically resistant to AmB, has normal levels of ergosterol in its cell membrane and exhibits increased catalase levels, suggesting a catalase-based resistance mechanism that mitigates AmB-induced oxidative stress, preventing cell damage (Blatzer et al., 2015; Posch et al., 2018).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Blatzer et al., 2015

      Not checked in the free run.

    • cites Posch et al., 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Support values for the phylogenetic tree were calculated from 1000 bootstrap replicates.

    “The final tree was obtained using midpoint rooting with support values calculated from 1000 bootstrap replicates.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    While a direct role of UPC2 in impacting AmB resistance is evident in A1.1, a different mechanism involving sterol metabolism is observed in B1.1.

    “While a direct role of UPC2 in impacting AmB resistance is evident in the A1.1 adapted strain, a different mechanism involving sterol metabolism is observed in the adapted strain B1.1.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    These observations suggest that a full loss of function of ERG6 leads to fitness trade-offs that might be mitigated by a partial loss-of-function mutation.

    “These observations suggest that a full loss of function of ERG6 leads to fitness trade-offs that might be mitigated by a partial loss-of-function mutation.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Only variants that passed the filters of all three variant callers were considered high-confidence for each sample.

    “Only those variants that passed the filters of all three callers were considered as high-confidence per each sample.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Sterol extraction and analysis of each strain were performed in biological triplicate.

    “Sterol extraction and analysis of each strain were performed in biological triplicate.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    AOX2-deleted strains could not develop resistance to AmB, underscoring the necessity of a functional AOX2 for sustained resistance.

    “Unlike their progenitors, the AOX2 knockouts could not develop resistance to AmB, underscoring the necessity of a functional AOX2 for sustained resistance.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A partial loss-of-function point mutation in ERG6E329* in an isolate of C. auris belonging to Clade IV has been previously reported.

    “A partial loss-of-function point mutation in ERG6E329* in an isolate of C. auris belonging to Clade IV has been previously reported (Carolus et al., 2024).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Carolus et al., 2024

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductnone given

    MIC50 was determined using the broth dilution assay following Clinical and Laboratory Standards Institute (CLSI) guidelines to assess susceptibility to amphotericin B.

    “MIC50 was determined using the broth dilution assay (BDA) following Clinical and Laboratory Standards Institute (CLSI) guidelines to assess the susceptibility to AMB (amphotericin B; Merck).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Technical triplicates and biological duplicates were used for qRT-PCR.

    “Technical triplicates and biological duplicates were used for qRT-PCR.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Despite ERG6K371N leading to accumulation of a sterol intermediate, significant levels of ergosterol were observed, likely because the mutation results in a partially active protein.

    “Despite this mutation leading to the accumulation of sterol intermediate, significant levels of ergosterol were also observed, likely because the mutation results in a partially active protein.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Internal standard normalisation was used for quantification.

    “Internal standard normalisation was used for quantification.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    While deletion of AOX2 resulted in similar phenotypes in both A1.1 and B1.1, transcriptional differences indicate nuanced resistance mechanisms.

    “While the deletion of AOX2 resulted in similar phenotypes in both A1.1 and B1.1 adapted strains, transcriptional differences between the strains indicate nuanced resistance mechanisms that warrant further investigation.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    For every analysis, three replicates of every sample were utilised.

    “For every analysis, three replicates of every sample were utilised.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Normalizing lipid contents to total protein is done routinely as a measure.

    “This is done routinely as a measure while normalizing lipid contents (Shahi et al., 2020; Kumar et al., 2021; Ali et al., 2024).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Shahi et al., 2020

      Not checked in the free run.

    • cites Kumar et al., 2021

      Not checked in the free run.

    • cites Ali et al., 2024

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Liu et al., 2005 showed that C. albicans AOX2 and other stress response genes were upregulated in response to AmB exposure.

    “Another study (Liu et al., 2005) showed that C. albicans AOX2 and other stress response genes were upregulated in response to AmB exposure.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Liu et al., 2005

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Lipid content in each replicate was normalized to the total protein of that replicate to maintain homogeneity across replicates and samples.

    “The lipid content(ng/ml) in each replicate was then normalized to the total protein(mg/ml) of that replicate. This was done to maintain homogeneity across replicates and samples.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    While UPC2, RTG3, and AOX2 play a central role in A1.1, lipid metabolism, ergosterol pathway, and compromised CWI are more prominent in B1.1.

    “While UPC2, RTG3, and AOX2 play a central role in A1.1, lipid metabolism, ergosterol pathway, and compromised CWI are more prominent in B1.1.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    Sterols were identified by matching spectra to GC-MS libraries described in Müller et al., 2017 and NIST/EPA/NIH version 2.

    “The spectra were matched to GC-MS libraries described in (Müller et al., 2017), and NIST/EPA/NIH version 2.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Müller et al., 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Previous studies indicated that AOX2 is involved in mitochondrial alternative respiration, mycelial development, and virulence in Candida species.

    “Previous studies (Li et al., 2011; Duvenage et al., 2019) have also indicated that AOX2 is involved in mitochondrial alternative respiration, mycelial development, and virulence in Candida species.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Li et al., 2011

      Not checked in the free run.

    • cites Duvenage et al., 2019

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Approximately 5×10^8 cells were harvested with three biological replicates for lipid extraction.

    “Approximately 5×108 cells were harvested by centrifugation at 4000xg for 5 min with three biological replicates and three biological replicates.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Additional filters (read coverage below 30 and minimum allele frequency below 0.9) were applied to remove low-quality variants from variant calling results.

    “Additional filters (read coverage below 30 and a minimum allele frequency (--min_AF) below 0.9) were applied to remove low-quality variants from the results of the variants calling.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    Both transcription factors UPC2 and RTG3 regulate AOX2 transcription.

    “Interestingly, both the transcription factors, UPC2 and RTG3, also regulate AOX2 transcription.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Hypoxia can protect protoplasts of C. albicans from AmB, and enzymes like catalase and superoxide dismutase can prevent AmB-induced cell lysis.

    “Several studies have shown that hypoxia can protect the protoplasts of C. albicans from AmB, and enzymes like catalase and superoxide dismutase (SOD) can prevent AmB-induced cell lysis.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Our findings demonstrate the complex processes contributing to AmB resistance and show that the two isolates adapted to AmB through distinct pathways.

    “Our findings demonstrate the complex processes contributing to AmB resistance and show that the two isolates adapted to AmB through distinct pathways.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The study highlighted the impact of UPC2 and RTG3 in regulating AOX2 expression and impacting AmB susceptibility.

    “The study also highlighted the impact of UPC2 and RTG3 in regulating AOX2 expression and impacting AmB susceptibility.”
    Quote in the paperSubstantial claim
77 of 77
  • The paper relies on this without support.

    Clade II C. auris strains are not typically associated with human-invasive infections or outbreaks and show lower pathogenicity in infection models.

    “Since our study is focused on clade II, which is not typically associated with human-invasive infections or outbreaks and shows lower pathogenicity in infection models”
  • The paper relies on this without support.

    The wild-type C. auris strains wt_A and wt_B have amphotericin B MIC50 values of approximately 0.5 µg/mL and 1 µg/mL, respectively.

    “two susceptible C. auris strains wt_A and wt_B (MIC50-AmB -0.5 µg mL-1, and 1 µg mL-1) were subjected to the in vitro evolution procedure described in (Gerstein and Berman, 2020; Narayanan et al., 2022a), with some modifications.”
  • The paper relies on this without support.

    The genes CauACT1, CauLSC2, and CauUBC4 are suitable housekeeping genes for normalizing qRT-PCR expression in C. auris under the studied conditions.

    “following normalisation with the housekeeping genes CauACT1, CauLSC2, and CauUBC4.”
3 of 3

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Differences in sterol composition between resistant and sensitive strains were insignificant, consistent with a recent report.

    “Although lanosterol proportions increased by AMB exposure, differences in sterol composition between R and S strains were insignificant, consistent with a recent report12.”

    From Candida auris skin tropism and antifungal resistance are mediated by carbonic anhydrase Nce103 (2025) · cites this paper as [12]

    The Results section ('HSX11 levels do not directly impact AmB susceptibility'; page unavailable) says sterol analysis found accumulation of cholesta-5,7,24-trienol in the resistant B1.1 strain. It also explicitly describes B1.1 as having an altered sterol profile, rather than reporting that sterol-composition differences between resistant and susceptible strains were insignificant. The paper does not provide a statistical comparison for the citing sentence’s particular strains. (LLM, conf=0.82)

    Checked by a reasoning model — may be wrong.

    Experimental — accuracy not yet measured
  • Increased intracellular reactive oxygen species can exacerbate membrane lipid and DNA damage, which was strongly supported by the apparent hypersensitivity to SDS and MMS, respectively.

    “Increased intracellular ROS can also exacerbate membrane lipid and DNA damage12, which was strongly supported by the apparent hypersensitivity to SDS and MMS, respectively (Fig. 3a,b).”

    From Candida auris skin tropism and antifungal resistance are mediated by carbonic anhydrase Nce103 (2025) · cites this paper as [12]

    The Discussion (page unavailable) says amphotericin B can generate oxidative stress that contributes to fungal cell damage. It does not specify ROS-induced membrane lipid or DNA damage. The SDS and MMS hypersensitivity is presented as the citing authors’ own figure-based evidence, rather than as a finding attributed to this source. (LLM, conf=0.82)

    Experimental — accuracy not yet measured
  • Deletion of AOX2 in AMBR-adapted strains reduced the MIC but had no significant effect on parental strains, implying that AOX2 may contribute to controlling amphotericin B susceptibility by involving interactions with other as yet unknown genetic factors.

    “Deletion of AOX2 in AMBR-adapted strains reduced the MIC but had no significant effect on parental strains, implying that AOX2 may contribute to controlling AMB susceptibility by involving interactions with other as yet unknown genetic factors12.”

    From Candida auris skin tropism and antifungal resistance are mediated by carbonic anhydrase Nce103 (2025) · cites this paper as [12]

    Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

    Experimental — accuracy not yet measured
  • PCA analysis revealed that nce103∆ samples were more dispersed with a slight separation from the WT strain following amphotericin B treatment, suggesting that dynamic lipid changes may still contribute to amphotericin B susceptibility.

    “PCA analysis revealed that the nce103∆ samples were more dispersed with a slight separation from the WT strain following AMB treatment (Extended Data Fig. 4f), suggesting that dynamic lipid changes may still contribute to AMB susceptibility12,18.”
  • Impaired mitochondrial functions can promote accumulation of reactive oxygen species, thus explaining the increased H2O2 susceptibility of rca1∆ and efg1∆ deletion mutants.

    “Impaired mitochondrial functions can also promote accumulation of reactive oxygen species (ROS)12, thus explaining the increased H2O2 susceptibility of rca1∆ and efg1∆ deletion mutants.”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Conflicting thresholds for differential expression

    Major

    The Results say genes required a 1.5-log2 fold change to be classified as differentially expressed, while the Methods specify an absolute log2 fold change of at least 1. These thresholds would produce different DEG lists and counts.

1 of 1

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Carolus H. D.Sofras G.Boccarella et al.2023.“Acquired Amphotericin B Resistance and Fitness Trade‐Off Compensation inCandida auris.”Accessed September 19 2024.https://www.researchsquare.com/article/rs‐3621420/v1. · DOI

Cited by

Sorted by citations

Authors
Chauhan, A., Carolus, H., Sofras, D., Kumar, M., Kumar, P., Nair, R., Narayanan, A., Yadav, K., Ali, B., Biriukov, V., Saini, A., Leaves, I., Vergauwen, R., Romero, C. L., Malavia‐Jones, D., Singh, A., Banerjee, A., Rudramurthy, S. M., Chakrabarti, A., Mondal, A. K., Gaur, N. A., Sanyal, K., Rybak, J. M., Gabaldón, T., Van Dijck, P., Gow, N. A. R., & Prasad, R.
Affiliations
  • Amity University Gurugram (IN)
  • KU Leuven (BE)
  • International Centre for Genetic Engineering and Biotechnology (IN)
  • Winship Cancer Institute (US)
  • Jawaharlal Nehru Centre for Advanced Scientific Research (IN)
  • Jawaharlal Nehru University (IN)
  • Barcelona Supercomputing Center (ES)
  • MRC Centre for Medical Mycology (GB)
  • Medical Research Council Centre for Medical Mycology at the University of Exeter Exeter UK
  • University of Lucknow (IN)
  • Post Graduate Institute of Medical Education and Research (IN)
  • St. Jude Children's Research Hospital (US)
  • Institució Catalana de Recerca i Estudis Avançats (ES)
  • Laboratory of Molecular Cell Biology, Department of Biology KU Leuven Leuven Belgium
Corresponding author
Prasad, Rajendra
Venue
Molecular Microbiology
Publisher
Wiley
Published
2025-06-04
Volume
124
Issue
2
Pages
154-172
ISSN
  • 0950-382X (ISSN-L)
  • 1365-2958
OpenAlex
W4411077968
Cited by
16
References
59
Citations by year
2026: 14 · 2025: 2
FWCI
12.31
Type
journal article
Language
en
Open access
Locations
  • Molecular Microbiology (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion, cc-by)
  • Open Research Exeter (University of Exeter) (acceptedVersion, cc-by)
  • Figshare (submittedVersion, cc-by)
  • Lirias (KU Leuven) (submittedVersion)
Funders
  • Medical Research Council Centre for Medical Mycology (MR/M026663/2, MR/N006364/2)
  • Ministerio de Ciencia e Innovación (CPP2021‐008552, PCI2022‐135066‐2, PDC2022‐133266‐I00, PID2021‐126067NB‐I00, PLEC2023‐010225)
  • Agència de Gestió d'Ajuts Universitaris i de Recerca (SGR01551)
  • 'la Caixa' Foundation (LCF/PR/HR21/00737)
  • Indian Council of Medical Research (2020‐7196/CMB‐BMS, Myco/Adhoc/1/2022‐ECD‐II, Myco/Fell/3/2022‐ECD‐II, Myco/Fell/7/2022‐ECD‐II)
  • Department of Biotechnology, Ministry of Science and Technology, India (BT/HRD/01/46/2020, BT/INF/22/SP45072/2022)
  • European Molecular Biology Organization (SEG 10670)
  • Council of Scientific and Industrial Research, India (09/263(1223)/2019‐EMR‐1)
  • Fonds Wetenschappelijk Onderzoek (1D7620N, G0L1622N)
Topics
  • Health Sciences › Medicine › Infectious Diseases › Antifungal resistance and susceptibility
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Fungal and yeast genetics research
  • Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Fungal Plant Pathogen Control
Keywords
Candida auris, amphotericin B resistance, acquired drug resistance, experimental evolution, ergosterol biosynthesis, sterols, sphingolipids, glucosylceramide synthase, AOX2, UPC2, oxidative stress, lipidome, transcriptome, karyotype, clade II
MeSH terms
Candida auris, Multiomics, Amphotericin B, Antifungal Agents, Candida, Candidiasis, Ergosterol, Fungal Proteins, Humans, Microbial Sensitivity Tests, Mutation, Sphingolipids, Sterols, Gene Expression Regulation, Fungal, Oxidative Stress, Drug Resistance, Fungal

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review