# Dysregulated metabolic homeostasis as a unifying death mechanism underlying the diverse clinical manifestations of COVID-19: insights from a retrospective analysis of sequential blood variables

**Authors:** Zvia Agur, Yuri Kogan, Anat Ben Yaacov, Edward Itelman, Gad Segal

PMC · DOI: 10.3389/fmed.2026.1773937 · Frontiers in Medicine · 2026-03-12

## TL;DR

This study identifies a common death mechanism in severe COVID-19 cases involving disrupted metabolism and suggests timely interventions could reduce mortality.

## Contribution

The paper proposes a novel unifying death mechanism in severe COVID-19 linked to metabolic dysregulation and suggests a new approach for early intervention.

## Key findings

- Nonsurvivors showed a rapid rise in lactate dehydrogenase and D-dimer after deterioration.
- Platelet counts decreased significantly in nonsurvivors in the second week post-deterioration.
- Timing of treatment with antiglycolytic therapy and ventilation may improve outcomes.

## Abstract

COVID-19 presents diverse clinical manifestations associated with increased mortality, yet a unifying death mechanism remains elusive; here, we suggest such a mechanism that implies a simple way to lower deaths. This work differs from previous studies that use machine learning to identify mortality predictors.

Viewing clinical deterioration to a severe stage as a distinct “junction” in disease progression, we collected 173 medical records of COVID-19 patients who deteriorated and divided them into two groups: those who died (nonsurvivors) and those who recovered after deterioration (survivors). We aligned patients’ medical records by clinical deterioration time and statistically compared the two groups using standard blood variables.

Significant differences between the groups emerged only in the first week after clinical deterioration: nonsurvivors showed a rapid, simultaneous rise in lactate dehydrogenase (p ≤ 0.0001) and D-dimer (p ≤ 0.0001), followed by a decrease in platelet counts in the second week (p ≤ 0.0001). Other variables remained consistent throughout hospitalization. Older patients showed similar but less significant response patterns. Based on these clinical results, we hypothesized that the mechanism of death in COVID-19 involves an abrupt glycolytic surge during deterioration, driven by concurrent hypoxemia and virus-induced mitochondriopathy, resulting in significant disruption of metabolic homeostasis, which leads to imbalanced hemostasis and death.

Our findings highlight the importance of timing in COVID-19 treatment. Using an available machine learning algorithm to predict imminent deterioration enables prompt, short-term intervention with prophylactic mechanical ventilation and optimal antiglycolytic therapy. Implementing this approach requires further experimental and clinical validation. Identifying metabolism-related genetic or epigenetic anomalies in nonsurvivors will support our hypothesis and aid in classifying the high-risk patients.

## Linked entities

- **Diseases:** COVID-19 (MONDO:0100096)

## Full-text entities

- **Diseases:** hypoxemia (MESH:D000860), death (MESH:D003643), COVID-19 (MESH:D000086382)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

58 references — full list in the complete paper: https://tomesphere.com/paper/PMC13017333/full.md

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Source: https://tomesphere.com/paper/PMC13017333