AI Drug Discovery for Pharma and Biotech

Drug discovery

6

drugs

With orphan designations

Overview

Hemolytic anemia due to red cell pyruvate kinase deficiency (PKD) is an autosomal recessive disorder caused by mutations in the PKLR gene, leading to impaired glycolysis, ATP depletion, and chronic nonspherocytic hemolysis. Clinical presentation varies from life-threatening neonatal anemia to compensated hemolysis, with complications including gallstones, iron overload, and splenomegaly [1][4][5]. Diagnosis combines PK enzyme activity assays (adjusted for reticulocytosis) and genetic testing [1][4].

Key Clinical Information

Population

Affects ~1/20,000 individuals of Northern European descent, with higher prevalence in specific communities (e.g., Pennsylvania Amish). Global prevalence estimates range from 3.2–51 per million [1][10][16].

Burden

Chronic fatigue, growth delays in children, transfusion dependency (20–50% of patients), and long-term complications (e.g., hepatic cirrhosis, osteoporosis) [4][12][16].

Therapies

  • Transfusion support for symptomatic anemia, splenectomy (in select cases), and iron chelation for overload [1][20].

  • Mitapivat, an oral PK activator, improves hemoglobin in patients with missense PKLR mutations (FDA-approved) [3][17].

Categories: rare genetic diseases, rare hematological diseases, rare inborn errors of metabolism

Research Papers

80 drug discovery papers about Hemolytic anemia due to red cell pyruvate kinase deficiency, with 2 first-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

80 drug discovery papers about Hemolytic anemia due to red cell pyruvate kinase deficiency, with 2 first-in-class emerging drug candidates forecasted to outperform the average preclinical success rate. Recent publications:

2026-01-31 | Features of anesthesia in a child with pyruvate kinase deficiency in an outpatient dental clinic: case report

INTRODUCTION: Pyruvate kinase deficiency is the most common enzymatic disorder of the glycolytic pathway and a leading cause of hereditary nonspherocytic hemolytic anemia. Anesthetic management in patients with pyruvate kinase deficiency carries a risk of specific complications related to impaired energy metabolism and increased susceptibility of erythrocytes and muscle cells to oxidative stress. OBJECTIVE: To present a clinical case demonstrating the successful use of combined inhalational anesthesia in outpatient pediatric dental practice in a child with pyruvate kinase deficiency. MATERIALS AND METHODS: We describe the anesthetic management and specific considerations in the administration of combined inhalational anesthesia during comprehensive dental treatment in a pediatric patient with confirmed pyruvate kinase deficiency. RESULTS: This approach provided adequate anesthesia throughout the dental procedure without the need for intravenous induction with propofol or administration of muscle relaxants, thus minimizing the risk of oxidative stress and mitochondrial dysfunction. CONCLUSIONS: Anesthetic management in patients with pyruvate kinase deficiency should be individualized, with emphasis on minimizing oxidative injury, maintaining adequate oxygen-carrying capacity, and preventing systemic metabolic complications. Inhalational techniques may offer a safe and effective alternative in selected cases.

Open article ↗



2025-10-16 | Harnessing DNA barcoding to enhance and sustain polyclonality in gene-edited hematopoietic stem cells

A challenge in gene editing for hematopoietic stem and progenitor cells (HSPCs) is achieving efficient editing while preserving long-term engraftment and clonal diversity. Tracking edited clones with high resolution is essential to understand the impact of editing on hematopoiesis. We developed a barcoded AAV6 donor template (BC-AAV) to precisely monitor the fate of edited HSPCs following transplantation. Our findings reveal that, despite initial barcode diversity in vitro, human hematopoiesis generated by edited HSPCs transplanted in immunodeficient mice is driven by a limited number of dominant clones. The engraftment of gene-edited cells follows an oligo/polyclonal pattern, indicating that editing does not alter clonal dynamics in this model. Using BC-AAV, we optimized a gene editing protocol for correcting the PKLR gene, responsible for pyruvate kinase deficiency, a rare disorder that causes severe anemia due to red blood energy imbalance. We implemented key improvements. GMP-grade StemSpan AOF medium and StemRegenin-1 increased clonal diversity while maintaining hematopoietic potential. NHEJ inhibitor AZD-7648, significantly boosted editing efficiency in vitro, and a shorter transduction period enhanced engraftment and clonal balance without compromising editing outcomes. This refined strategy for gene editing in human HSPCs optimizes both efficiency and long-term polyclonal dynamics and has important implications for clinical applications.

Open article ↗



2025-07-04 | CRISPR-Cas Systems in Hemolytic Diseases

Hereditary hematological disorders such as β-thalassemia, pyruvate kinase deficiency, and sickle cell disease may be treated by gene therapy. Hematopoietic stem cells (HSCs) are transduced with a corrected version of the altered gene using lentiviral vectors. To make up for the lack of healthy cells brought on by genetic flaws, lentivirus-corrected HSCs produce more of them. The endogenous regulation of the therapeutic gene and the transgene’s integration into the genome, however, are two significant shortcomings in this strategy. Gene editing allows the altered gene to be repaired with greater precision and more directly using less costly, better understood methods such as CRISPR-Cas9 while leaving the rest of the genome untouched. They have been applied to thalassemia, sickle cell disease, pyruvate kinase deficiency and other hereditary erythroid diseases. Experiments have shown CRISPR-Cas9 can fix hemoglobin deficiencies and turn back on fetal globin chains in bone-marrow cells from adults. The application of gene editing showed faster therapeutic responses with cutting edge treatment strategies for red cell disorders that can provide a basis to cure hemolytic abnormalities, as well as other genetic diseases.

Open article ↗



2026-01-31 | Features of anesthesia in a child with pyruvate kinase deficiency in an outpatient dental clinic: case report

INTRODUCTION: Pyruvate kinase deficiency is the most common enzymatic disorder of the glycolytic pathway and a leading cause of hereditary nonspherocytic hemolytic anemia. Anesthetic management in patients with pyruvate kinase deficiency carries a risk of specific complications related to impaired energy metabolism and increased susceptibility of erythrocytes and muscle cells to oxidative stress. OBJECTIVE: To present a clinical case demonstrating the successful use of combined inhalational anesthesia in outpatient pediatric dental practice in a child with pyruvate kinase deficiency. MATERIALS AND METHODS: We describe the anesthetic management and specific considerations in the administration of combined inhalational anesthesia during comprehensive dental treatment in a pediatric patient with confirmed pyruvate kinase deficiency. RESULTS: This approach provided adequate anesthesia throughout the dental procedure without the need for intravenous induction with propofol or administration of muscle relaxants, thus minimizing the risk of oxidative stress and mitochondrial dysfunction. CONCLUSIONS: Anesthetic management in patients with pyruvate kinase deficiency should be individualized, with emphasis on minimizing oxidative injury, maintaining adequate oxygen-carrying capacity, and preventing systemic metabolic complications. Inhalational techniques may offer a safe and effective alternative in selected cases.

Open article ↗



2025-10-16 | Harnessing DNA barcoding to enhance and sustain polyclonality in gene-edited hematopoietic stem cells

A challenge in gene editing for hematopoietic stem and progenitor cells (HSPCs) is achieving efficient editing while preserving long-term engraftment and clonal diversity. Tracking edited clones with high resolution is essential to understand the impact of editing on hematopoiesis. We developed a barcoded AAV6 donor template (BC-AAV) to precisely monitor the fate of edited HSPCs following transplantation. Our findings reveal that, despite initial barcode diversity in vitro, human hematopoiesis generated by edited HSPCs transplanted in immunodeficient mice is driven by a limited number of dominant clones. The engraftment of gene-edited cells follows an oligo/polyclonal pattern, indicating that editing does not alter clonal dynamics in this model. Using BC-AAV, we optimized a gene editing protocol for correcting the PKLR gene, responsible for pyruvate kinase deficiency, a rare disorder that causes severe anemia due to red blood energy imbalance. We implemented key improvements. GMP-grade StemSpan AOF medium and StemRegenin-1 increased clonal diversity while maintaining hematopoietic potential. NHEJ inhibitor AZD-7648, significantly boosted editing efficiency in vitro, and a shorter transduction period enhanced engraftment and clonal balance without compromising editing outcomes. This refined strategy for gene editing in human HSPCs optimizes both efficiency and long-term polyclonal dynamics and has important implications for clinical applications.

Open article ↗



2025-07-04 | CRISPR-Cas Systems in Hemolytic Diseases

Hereditary hematological disorders such as β-thalassemia, pyruvate kinase deficiency, and sickle cell disease may be treated by gene therapy. Hematopoietic stem cells (HSCs) are transduced with a corrected version of the altered gene using lentiviral vectors. To make up for the lack of healthy cells brought on by genetic flaws, lentivirus-corrected HSCs produce more of them. The endogenous regulation of the therapeutic gene and the transgene’s integration into the genome, however, are two significant shortcomings in this strategy. Gene editing allows the altered gene to be repaired with greater precision and more directly using less costly, better understood methods such as CRISPR-Cas9 while leaving the rest of the genome untouched. They have been applied to thalassemia, sickle cell disease, pyruvate kinase deficiency and other hereditary erythroid diseases. Experiments have shown CRISPR-Cas9 can fix hemoglobin deficiencies and turn back on fetal globin chains in bone-marrow cells from adults. The application of gene editing showed faster therapeutic responses with cutting edge treatment strategies for red cell disorders that can provide a basis to cure hemolytic abnormalities, as well as other genetic diseases.

Open article ↗



Access all drug discovery articles and probability of success in trials forecasts:

Access all drug discovery articles and probability of success in trials forecasts:

Drug Discovery Landscape

6 orphan drug designations for Hemolytic anemia due to red cell pyruvate kinase deficiency, including 2 approved therapies.

6 orphan drug designations for Hemolytic anemia due to red cell pyruvate kinase deficiency, including 2 approved therapies.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Autologous CD34+ cells edited with CRISPR/Cas9 and transduced with an adeno-associated virus vector serotype 6 containing the codon-optimized version of PKLR gene

gene therapies

FDA

2023-03-07

Consorcio Centro de Investigación Biomédica en Red (CIBER)

Autologous CD34+ cells edited with CRISPR/Cas9 and transduced with an adeno-associated virus vector serotype 6 containing the codon-optimized version of PKLR gene

gene therapies

EMA

2022-02-24

Consorcio Centro de Investigación Biomédica en Red

Mitapivat sulfate [Pyrukynd]

small molecules

EMA

2020-04-22

2022-11-10

Agios Netherlands B.V.

lentiviral vector containing the human liver and erythroid pyruvate kinase gene

gene therapies

FDA

2016-03-23

Rocket Pharmaceuticals, Inc.

mitapivat [Pyrukynd]

small molecules

FDA

2015-03-24

2022-02-17

Agios Pharmaceuticals, Inc.

Lentiviral vector containing the human liver and erythroid pyruvate kinase (PKLR) gene

gene therapies

EMA

2014-08-22

Rocket Pharmaceuticals B.V.

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At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.