Schizophrenia — Microbiome Signature

A severe neuropsychiatric disorder affecting ~1% of the global population, with 15-20 years of reduced life expectancy driven largely by metabolic comorbidities. The emerging microbiome signature reveals that schizophrenia is not purely a brain disorder — it is an ecosystem-wide disruption involving the gut-brain axis, multi-kingdom microbial dysbiosis (bacterial, fungal, viral), metallomic imbalance, and chronic immune activation. The signature is detectable at the ultra-high-risk stage before psychosis onset, opening a window for early intervention.

Metallomic Signature

Confidence: moderate — consistent mechanistic evidence and clinical associations, but few direct tissue quantification studies in the ingested corpus.

The metallomic signature centers on copper/zinc ratio dysregulation:

  • copper elevated: Serum copper and ceruloplasmin-bound copper consistently elevated across multiple cohorts. The Cu/Zn ratio correlates with symptom severity. Ceruloplasmin-bound copper serves as an oxidative stress marker, driving Fenton-like chemistry in dopaminergic circuits.
  • zinc depleted: Functionally depleted at the synapse even when total body zinc appears adequate. Zinc is an endogenous positive allosteric modulator of NMDA receptors — its displacement by copper provides a metallomic substrate for the NMDA hypofunction hypothesis.
  • iron implicated: Iron as a cofactor in IDO/TDO enzymes controlling tryptophan catabolism ([1], cross-sectional, n=265). Iron-catalyzed Fenton chemistry amplifies oxidative damage. Polyphenol iron chelation shows therapeutic promise [2].
  • Glutathione depleted: Total antioxidant capacity reduced; malondialdehyde elevated — consistent with overwhelming oxidative burden ([3], RCT, n=60).

Environmental Exposures

Environmental pollutants contribute to both metallomic burden and neuroinflammation:

  • Air pollution: PM2.5, NO2, diesel exhaust cause up to 70% decrease in hippocampal neurogenesis and 35% increase in microglial activation markers [4]
  • Prenatal infection: Maternal immune activation (poly I:C) produces schizophrenia-like phenotype in offspring with persistent microglial abnormalities ([5], systematic review, 101 studies)
  • Childhood trauma: Environmental risk factor converging on HPA axis dysregulation and gut barrier dysfunction

Nutritional Immunity Response

Confidence: high — systematic review-level evidence for immune markers.

The host mounts a robust but maladaptive inflammatory response:

MarkerDirectionKey Evidence
CRP/hs-CRPElevated (28% prevalence of elevated CRP; OR 1.5 for psychosis)[5] (SR, 101 studies)
sCD14Elevated — bacterial translocation marker[5]
IL-6Elevated in serum and brain tissue[5], [6]
IL-1beta, TNF-alphaElevated[5]
IL-8Elevated in both serum AND CSF[5]
Complement C4AOverexpressed — drives excessive synaptic pruning[4]
NLRP3/NLRC4 inflammasomesIncreased expression[5]
Th17/Treg ratioSkewed toward Th17[5]
Vitamin DDeficient in 85% of patients[3] (RCT, n=60)
SCFAsMost reduced; SCFA depletion precedes psychosis onset[7] (prospective cohort), [8]

Mis-metallation Events

copper displacing zinc from zinc-finger transcription factors, NMDA receptor subunits (NR2A/NR2B), and GABAergic interneuron proteins. This creates functional zinc deficiency at the synapse — the NMDA hypofunction hypothesis may have a metallomic substrate. NMDA antagonists (PCP, ketamine) reproduce the full schizophrenia symptom spectrum, and zinc is an endogenous positive allosteric modulator of these receptors.

Iron and zinc as IDO/TDO cofactors: Mis-metallation could alter tryptophan pathway flux, contributing to the kynurenine shunting observed in schizophrenia ([1], cross-sectional, n=265).

H2S binding to metalloenzymes: Oral H2S-producing bacteria (enriched in schizophrenia) produce H2S that binds iron, copper, and zinc in metalloenzymes, potentially contributing to systemic mis-metallation ([9], n=208).

Taxonomic Analysis

Confidence: high — systematic review of 30 studies (2,001 SZ / 1,694 HC) plus multiple independent metagenomics cohorts.

Enriched Taxa

TaxonMetal DependenciesKey FeaturesPathogenic Role
lactobacillusLactic acid producerEnriched across 30+ studies; may reflect medication effects or ecological imbalance ([10], SR)
prevotellaIronSuccinate/propionateEnriched in aggressive subtype; associated with carbohydrate-rich diets [11]
EnterobacteriaceaeIron (siderophores)LPS production, facultative anaerobesBloom indicates ecological disruption and gut barrier dysfunction [10]
streptococcus (S. vestibularis)ManganeseCausal evidence: transplantation into mice induced social behavior deficits ([12], n=171)
veillonellaLactate fermenterEnriched in both gut and oral niches ([13], [9])
candida albicansIron, zincPathobiont fungusCorrelated with IL-6 and immune dysfunction ([14], n=210)
Trichosporon asahiiPathobiont fungusPositively associated with IL-6 and MIP-1alpha [14]
PurpureocilliumCytotoxic fungusNegatively correlated with cognition; depletes ergothioneine ([15], n=228)

Depleted Taxa

TaxonNormal FunctionWhy Lost
faecalibacterium prausnitziiMajor butyrate producer; IL-10 induction; NF-kB suppressionLost competitive advantage in inflamed, barrier-compromised gut; hallmark depletion across 4+ studies
roseburiaButyrate producerDepletion correlated with reduced brain regional homogeneity on fMRI ([13], n=76)
coprococcusButyrate/propionate producerConsistently depleted across multiple cohorts
blautiaAcetate/butyrate producerDepleted in both drug-naive and aggressive subtypes ([16], [11])
saccharomyces cerevisiaeAnti-inflammatory fungusNegatively correlated with IL-6; loss removes protective mycobiome anchor [14]
bifidobacteriumSCFA production; immune modulation; heavy metal bindingDepleted in aggressive subtype [11]

Phylum-level shift: Firmicutes significantly decreased; Bacteroidetes and Proteobacteria enriched ([17], n=100). The Firmicutes depletion reflects the collective loss of butyrate-producing genera.

Virulence Enzymes and Features

Confidence: moderate — enzymatic data is inferred from taxonomic composition rather than direct measurement in most studies.

  • Tryptophan catabolism enzymes: Microbial tryptophan degradation upregulated, diverting flux toward kynurenic acid (KYNA) — an NMDA receptor antagonist linked to cognitive deficits. Iron and zinc serve as IDO/TDO cofactors ([12], [1])
  • H2S-producing enzyme systems: Enrichment of H2S-producing oral bacteria (Leptotrichia, Actinomyces, Fusobacterium, Selenomonas) with stepwise progression from HC to CHR to FES. H2S binds Fe, Cu, Zn in metalloenzymes [9]
  • LPS biosynthesis: Implied by Enterobacteriaceae/Proteobacteria enrichment and leaky gut phenotype
  • Siderophore systems: Consistent with Enterobacteriaceae enrichment and iron-scavenging capacity
  • Beta-glucuronidase: Implied by Prevotella enrichment and bile acid pathway disruption [18]

Interkingdom Relationships

Schizophrenia exhibits one of the most dramatic examples of multi-kingdom microbial disruption documented in any disease:

  • Mycobiome: Six-species fungal signature achieves diagnostic AUC = 0.86. Pathobiont Candida albicans and Trichosporon asahii enriched; protective Saccharomyces cerevisiae depleted. Lodderomyces elongisporus linked to elevated triglycerides ([14], n=210)
  • Virome: 124 vOTUs enriched (mainly Siphoviridae, Flandersviridae). Virome classifier AUC = 93.2%, outperforming bacterial models. SZ-enriched phages predicted to infect Akkermansia muciniphila ([19], n=171)
  • Transkingdom network disruption: Viral-bacterial correlation networks fundamentally rewired in SZ (chi-squared P = 0.011). Combined virome + bacteriome + metabolome classifier achieves AUC = 0.986 ([18], n=98)
  • FMT causal evidence: FMT from SZ patients into mice reproduced hyperkinetic behavior, social deficits, anxiety, and brain transcriptomic changes [20]. Candida tropicalis colonized nearly 100% of all groups post-FMT regardless of treatment [21]

Ecological State

Confidence: high — multiple convergent lines of evidence.

1. SCFA Depletion (Primary Ecological Signal)

Systematic depletion of butyrate-producing Firmicutes across studies. Serum valeric acid and caproic acid significantly lower in SZ and ultra-high-risk patients who later converted to psychosis — SCFA depletion precedes psychosis onset and is detectable at the prodromal stage ([7], prospective cohort, n=150).

2. Gut Barrier Dysfunction

Antibodies against bacterial endotoxin highest in schizophrenia of any psychiatric disorder (SMD = 2.72). Elevated zonulin, LPS, sCD14, alpha-1-antitrypsin. Blood microbial diversity increased and inversely correlated with CD8+ memory T cells — consistent with active bacterial translocation ([22], replicated in two cohorts).

3. Tryptophan-Kynurenine Shunting

Microbial tryptophan catabolism diverts precursors from serotonin toward kynurenic acid (NMDA antagonist). Serum tryptophan negatively correlated with 38 SZ-enriched bacterial species [12]. KYNA elevation contributes to cognitive deficits via NMDA receptor antagonism.

4. Oral-Gut Axis

H2S-producing bacteria enriched in oral niche with stepwise progression from healthy controls to clinical high-risk to first-episode schizophrenia. Salivary taxa correlated with blood CRP, IFN-gamma, TNF-alpha, IL-8, IL-1beta, S100B ([9], n=208).

5. Metabolic Pathway Disruption

Sphingolipid metabolism, glutamine metabolism, bile acid, purine, fatty acid, and eicosanoid pathways altered. 261 differential serum metabolites identified [18].

Associated Conditions

Schizophrenia shares substantial microbiome signature overlap with other neuropsychiatric and inflammatory conditions:

ConditionShared MetalsShared TaxaShared EcologyOverlap Score
depressionCu, ZnClostridium, E. coli, Lachnospiraceae (depleted)SCFA depletion, gut barrier dysfunction, kynurenine shunting0.68
alzheimers diseaseCu, Zn dysregulatedE. coli, Lachnospiraceae (depleted), CandidaNeuroinflammation, gut barrier dysfunction0.55
parkinsons diseaseFe, Mn, PbEnterobacteriaceae, Lachnospiraceae (depleted), PrevotellaSCFA depletion, neuroinflammation0.52
multiple sclerosisPb, CdLachnospiraceae (depleted), Candida, StreptococcusGut barrier dysfunction, Th17/Treg imbalance0.45

Validated Interventions

InterventionClassEvidenceKey OutcomePage
Multi-strain synbioticProbiotic/synbioticSR/MA, n=585, 10 RCTsPANSS -5.38 (p=0.001); metabolic markers improvedmulti strain synbiotic schizophrenia
Vitamin D + 4-strain probioticSupplement + probioticRCT, n=60PANSS -7.4 vs -1.9 (p=0.01); CRP, oxidative stress, insulin all improvedvitamin d probiotic schizophrenia
Exercise (~90 min/wk)BiophysicalSR/MA, 17 trials, n=659Psychiatric symptoms SMD 0.72; metabolic benefitsexercise schizophrenia

Promising (not yet validated):

  • Celecoxib adjunctive — meta-analysis evidence for negative symptoms [23]
  • Minocycline adjunctive — crosses BBB, modulates microglial activation [23]
  • Ketogenic diet — microbiome-mediated sensorimotor gating improvement in animal model [24]; RCT protocol registered [25]
  • Polyphenols (curcumin, EGCG, quercetin) — metal chelation + anti-inflammatory [2]
  • Purpureocillium-targeted therapy — novel mycobiome target for cognitive deficits [15]

STOPs

STOPRationalePage
Iron supplementation with active neuroinflammationIron feeds Fenton chemistry and siderophore-producing pathogens; polyphenol iron chelation shows therapeutic benefitstop iron supplementation schizophrenia
Wrong-strain probiotics for psychiatric symptomsL. rhamnosus GG + B. animalis Bb12 showed zero effect on PANSS (p=0.551); strain specificity is criticalstop wrong strain probiotics schizophrenia

Open Questions

  1. Direct metallomic quantification: No large-scale study has measured Cu, Zn, Fe, Cd, Pb in gut tissue, stool, and serum simultaneously in schizophrenia patients. The metallomic signature is inferred from peripheral markers and mechanism — tissue-level data would strengthen or revise it.
  2. Virome causality: The virome signature (AUC 93.2%) is stronger than the bacterial signature for diagnosis, but causal direction is unclear. Do phages drive bacterial dysbiosis, or does bacterial dysbiosis select for specific phages?
  3. Prodromal intervention window: SCFA depletion is detectable at ultra-high-risk stage. Can microbiome-targeted interventions during the prodromal phase prevent conversion to psychosis?
  4. Antipsychotic-microbiome interaction: Antipsychotics reshape the gut microbiome (especially olanzapine, clozapine). How much of the observed dysbiosis is disease-driven vs. medication-driven? First-episode drug-naive studies suggest the disease drives initial dysbiosis, but medications may worsen it.
  5. Purpureocillium as cognitive target: Does antifungal targeting of Purpureocillium or ergothioneine supplementation improve cognitive outcomes? No intervention trial exists.
  6. Oral microbiome as early biomarker: H2S-producing oral bacteria show stepwise progression. Could salivary microbiome screening complement psychiatric assessment?

Knowledge Primitives Applied

  • 1. Metals as Selective Pressures — Cu/Zn imbalance selects for metal-tolerant pathobionts; iron availability feeds Enterobacteriaceae
  • 2. Nutritional Immunity as Interpretive Constraint — Elevated CRP and immune activation must be interpreted as host defense, not treated with immunosuppression alone
  • 3. Mis-metallation and Toxic Metal Entry — Cu displacing Zn from NMDA receptor subunits provides mechanistic substrate for glutamatergic hypofunction
  • 4. Microbial Metal Dependencies as Achilles' Heels — Iron restriction via polyphenol chelation shows therapeutic promise; Enterobacteriaceae siderophore systems as intervention targets
  • 5. Two-Sided Ecological Engineering — Suppress pathobionts (Streptococcus, Candida, Purpureocillium) AND restore butyrate producers (Faecalibacterium, Roseburia, Coprococcus)
  • 6. Interkingdom Relationships and Functional Shielding — Multi-kingdom disruption (bacteria + fungi + viruses); Candida tropicalis persistence post-FMT suggests fungal resilience
  • 8. Siderophore Competition and Iron Ecology — Enterobacteriaceae bloom consistent with iron-scavenging competitive advantage in inflamed gut
  • 9. Oxygen State as Ecological Determinant — Firmicutes (obligate anaerobes) depleted; facultative anaerobe bloom (Proteobacteria) suggests oxygen gradient disruption

References (39)

  1. Junchao Huang, Jinghui Tong, Ping Zhang et al. (2021). Huang 2021 -- Effects of neuroactive metabolites of the tryptophan pathway on working memory and cortical thickness in schizophrenia. Translational Psychiatry. doi:10.1038/s41398-021-01311-z
  2. Ji X, Chai J, Zhao S et al. (2025). Plant-Derived Polyphenolic Compounds for Managing Schizophrenia: Mechanisms and Therapeutic Potential. Frontiers in Pharmacology. doi:10.3389/fphar.2025.1605027
  3. Ghaderi A, Banafshe HR, Mirhosseini N et al. (2019). Clinical and Metabolic Response to Vitamin D Plus Probiotic in Schizophrenia Patients. BMC Psychiatry. doi:10.1186/s12888-019-2059-x
  4. Comer AL, Carrier M, Tremblay ME et al. (2020). The Inflamed Brain in Schizophrenia: The Convergence of Genetic and Environmental Risk Factors That Lead to Uncontrolled Neuroinflammation. Frontiers in Cellular Neuroscience. doi:10.3389/fncel.2020.00274
  5. Ermakov EA, Melamud MM, Buneva VN et al. (2022). Immune System Abnormalities in Schizophrenia: An Integrative View and Translational Perspectives. Frontiers in Psychiatry. doi:10.3389/fpsyt.2022.880568
  6. Gellan K Ahmed, Haidi Karam-Allah Ramadan, Khaled Elbeh et al. (2024). Ahmed 2024 — The Role of Infections and Inflammation in Schizophrenia: Review of the Evidence. Middle East Current Psychiatry. doi:10.1186/s43045-024-00397-7
  7. Huiqing Peng, Lijun Ouyang, David Li et al. (2022). Peng 2022 -- Short-chain fatty acids in patients with schizophrenia and ultra-high risk population. Frontiers in Psychiatry. doi:10.3389/fpsyt.2022.977538
  8. Huan Yu, Rui Li, Xue-jun Liang et al. (2024). Yu 2024 -- A cross-section study of the comparison of plasma inflammatory cytokines and short-chain fatty acid in patients with depression and schizophrenia. BMC Psychiatry. doi:10.1186/s12888-024-06277-y
  9. Ying Qing, Lihua Xu, Ganqing Cui et al. (2021). Qing 2021 -- Salivary microbiome profiling reveals a dysbiotic schizophrenia-associated microbiota. npj Schizophrenia. doi:10.1038/s41537-021-00180-1
  10. Li Z, Tao X, Wang D et al. (2024). Alterations of the Gut Microbiota in Patients with Schizophrenia. Frontiers in Psychiatry. doi:10.3389/fpsyt.2024.1366311
  11. Hongxin Deng, Lei He, Chong Wang et al. (2022). Deng 2022 -- Altered gut microbiota and its metabolites correlate with plasma cytokines in schizophrenia inpatients with aggression. BMC Psychiatry. doi:10.1186/s12888-022-04255-w
  12. Feng Zhu, Yanmei Ju, Wei Wang et al. (2020). Zhu 2020 -- Metagenome-wide association of gut microbiome features for schizophrenia. Nature Communications. doi:10.1038/s41467-020-15457-9
  13. Li S, Song J, Ke P et al. (2021). The Gut Microbiome is Associated with Brain Structure and Function in Schizophrenia. Scientific Reports. doi:10.1038/s41598-021-89166-8
  14. Ling Z, Cheng Y, Lan Z et al. (2025). Gut Mycobiota Dysbiosis and Systemic Immune Dysfunction in Chinese Schizophrenia Patients with Metabolic Syndrome. Frontiers in Immunology. doi:10.3389/fimmu.2025.1652633
  15. Xiuxia Yuan, Xue Li, Lijuan Pang et al. (2025). Yuan 2025 — Association Between Purpureocillium, Amino Acid Metabolism and Cognitive Function in Drug-Naive, First-Episode Schizophrenia. BMC Psychiatry. doi:10.1186/s12888-025-06965-3
  16. Yuan X, Wang Y, Li X et al. (2021). Gut Microbial Biomarkers for the Treatment Response in First-Episode, Drug-Naive Schizophrenia: A 24-Week Follow-Up Study. Translational Psychiatry. doi:10.1038/s41398-021-01531-3
  17. Yan F, Xia L, Xu L et al. (2022). A Comparative Study to Determine the Association of Gut Microbiome with Schizophrenia in Zhejiang, China. BMC Psychiatry. doi:10.1186/s12888-022-04328-w
  18. Shiwan Tao, Yulu Wu, Liling Xiao et al. (2025). Tao 2025 — Alterations in Fecal Bacteriome Virome Interplay and Microbiota-Derived Dysfunction in Patients with Schizophrenia. Translational Psychiatry. doi:10.1038/s41398-025-03239-0
  19. Ren Y, Zhang P, Yu H et al. (2025). Metagenome-Based Characterization of the Gut Virome in Patients with Schizophrenia. Journal of Translational Medicine. doi:10.1186/s12967-025-06923-3
  20. Wei N, Ju M, Su X et al. (2024). Transplantation of Gut Microbiota Derived from Patients with Schizophrenia Induces Schizophrenia-Like Behaviors and Dysregulated Brain Transcript Response in Mice. Schizophrenia. doi:10.1038/s41537-024-00460-6
  21. Agnieszka Krawczyk, Tomasz Kasperski, Tomasz Gosiewski et al. (2025). Krawczyk 2025 — Effects of Fecal Microbiota Transplantation on the Abundance and Diversity of Selected Fungal and Archaeal Species in the Gut Microbiota in the Rat Model of Schizophrenia. Pharmacological Reports. doi:10.1007/s43440-025-00793-8
  22. Olde Loohuis LM, Mangul S, Ori APS et al. (2018). Transcriptome Analysis in Whole Blood Reveals Increased Microbial Diversity in Schizophrenia. Translational Psychiatry. doi:10.1038/s41398-018-0107-9
  23. Juckel G, Freund N (2023). Microglia and Microbiome in Schizophrenia: Can Immunomodulation Improve Symptoms?. Journal of Neural Transmission. doi:10.1007/s00702-023-02605-w
  24. Ann-Katrin Kraeuter, Zoltan Sarnyai (2026). Kraeuter 2026 — Ketogenic Diet-Derived Faecal Microbiota Transplantation Improved Sensorimotor Gating Deficits in an Acute NMDA-Receptor Antagonist Model of Schizophrenia in Mice. Food & Function. doi:10.1039/d6fo00213g
  25. Longhitano C, Finlay S, Peachey I et al. (2024). The Effects of Ketogenic Metabolic Therapy on Mental Health and Metabolic Outcomes in Schizophrenia and Bipolar Disorder: A Randomized Controlled Clinical Trial Protocol. Frontiers in Nutrition. doi:10.3389/fnut.2024.1444483
  26. Wang Y, Bi S, Li X et al. (2024). Perturbations in Gut Microbiota Composition in Schizophrenia. PLoS ONE. doi:10.1371/journal.pone.0306582
  27. Ye N, Song X, Yu J et al. (2025). Effects of Gut Microbiota Interventions on Patients with Schizophrenia: A Systematic Review and Meta-Analysis. Frontiers in Microbiology. doi:10.3389/fmicb.2025.1681559
  28. Basafa-Roodi P, Jazayeri S, Hadi F et al. (2024). Effects of Synbiotic Supplementation on the Components of Metabolic Syndrome in Patients with Schizophrenia: A Randomized, Double-Blind, Placebo-Controlled Trial. BMC Psychiatry. doi:10.1186/s12888-024-06061-y
  29. Ng QX, Soh AYS, Venkatanarayanan N et al. (2019). A Systematic Review of the Effect of Probiotic Supplementation on Schizophrenia Symptoms. Neuropsychobiology. doi:10.1159/000498862
  30. Kao ACC, Burnet PWJ, Lennox B (2018). Can Prebiotics Assist in the Management of Cognition and Weight Gain in Schizophrenia?. Psychopharmacology
  31. Firth J, Cotter J, Elliott R et al. (2015). A Systematic Review and Meta-Analysis of Exercise Interventions in Schizophrenia Patients. Psychological Medicine. doi:10.1017/S0033291714003110
  32. Xia Liu, Zongxin Ling, Yiwen Cheng et al. (2024). Liu 2024 -- Oral fungal dysbiosis and systemic immune dysfunction in Chinese patients with schizophrenia. Translational Psychiatry. doi:10.1038/s41398-024-03183-5
  33. Patrono E, Svoboda J, Bhatt DK et al. (2021). Schizophrenia, the Gut Microbiota, and New Opportunities from Optogenetic Manipulations of the Gut-Brain Axis. Behavioral and Brain Functions. doi:10.1186/s12993-021-00180-2
  34. Szeligowski T, Yun AL, Lennox BR et al. (2020). The Gut Microbiome and Schizophrenia: The Current State of the Field and Clinical Applications. Frontiers in Psychiatry. doi:10.3389/fpsyt.2020.00156
  35. Ghorbani M, Joseph GBS, Tew MM et al. (2024). Functional Associations of the Gut Microbiome with Dopamine, Serotonin, and BDNF in Schizophrenia: A Pilot Study. Egyptian Journal of Neurology, Psychiatry and Neurosurgery. doi:10.1186/s41983-024-00901-0
  36. Hoffman KW, Lee JJ, Corcoran CM et al. (2020). Considering the Microbiome in Stress-Related and Neurodevelopmental Trajectories to Schizophrenia. Frontiers in Psychiatry. doi:10.3389/fpsyt.2020.00629
  37. Eskandar K (2025). The Gut-Brain Axis in Depression, Anxiety, and Schizophrenia: A Scoping Review of Mechanisms, Biomarkers, and Therapeutic Implications. Middle East Current Psychiatry. doi:10.1186/s43045-025-00585-z
  38. Dinan TG, Borre YE, Cryan JF (2014). Genomics of Schizophrenia: Time to Consider the Gut Microbiome?. Molecular Psychiatry. doi:10.1038/mp.2014.93
  39. Chrobak AA, Nowakowski J, Dudek D (2016). Interactions between the Gut Microbiome and the Central Nervous System and Their Role in Schizophrenia, Bipolar Disorder and Depression. Archives of Psychiatry and Psychotherapy. doi:10.12740/APP/62962