Summary of Study ST003904
This data is available at the NIH Common Fund's National Metabolomics Data Repository (NMDR) website, the Metabolomics Workbench, https://www.metabolomicsworkbench.org, where it has been assigned Project ID PR002442. The data can be accessed directly via it's Project DOI: 10.21228/M80544 This work is supported by NIH grant, U2C- DK119886.
See: https://www.metabolomicsworkbench.org/about/howtocite.php
This study contains a large results data set and is not available in the mwTab file. It is only available for download via FTP as data file(s) here.
| Study ID | ST003904 |
| Study Title | Plasmodium falciparum plasmepsin copy number and piperaquine treatment have no effect of hemoglobin digestion - Negative Mode |
| Study Summary | Global malaria control has plateaued, with drug-resistant Plasmodium falciparum posing a significant challenge. Artemisinin-based combination therapies (ACTs) are becoming less effective, especially in South-East Asia, where resistance to dihydroartemisinin-piperaquine (DHA-PPQ) is leading to treatment failures, notably in Cambodia. Genome-wide association studies link artemisinin resistance to kelch13 mutations, while decreased PPQ sensitivity is tied to higher plasmepsin II and III gene copies and mutations in the chloroquine resistance transporter. We previously showed a connection between increased plasmepsin gene copies and reduced PPQ sensitivity. In this study we try to understand the biological role of the plasmepsins in PPQ sensitivity. Therefore, we knocked out plasmepsin II and III genes in Cambodian strains using CRISPR/Cas9, and found increased PPQ sensitivity, confirming these genes' roles in resistance. Plasmepsins are proteases that participate in the hemoglobin degradation cascade in the digestive vacuole of the parasites. Protease inhibitor experiments and hemoglobin digestion studies indicate that digestive vacuole pH fluctuations affect PPQ response, highlighting the need for further research into PPQ resistance mechanisms. |
| Institute | Pennsylvania State University |
| Department | Biochemistry and Molecular Biology |
| Laboratory | Manuel Llinás |
| Last Name | Rangel |
| First Name | Gabriel |
| Address | 491 Pollock Road, University Park, PA, 16802, USA |
| gwr5170@psu.edu | |
| Phone | 8148673527 |
| Submit Date | 2025-05-06 |
| Raw Data Available | Yes |
| Raw Data File Type(s) | mzML |
| Analysis Type Detail | LC-MS |
| Release Date | 2025-05-28 |
| Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
| Project ID: | PR002442 |
| Project DOI: | doi: 10.21228/M80544 |
| Project Title: | Neither Plasmodium falciparum Plasmepsin Copy Number Nor Piperaquine Treatment Impact Hemoglobin Digestion |
| Project Summary: | Malaria is still a major health issue in many parts of the world, particularly in tropical and subtropical regions of Africa, Asia, and Latin America. Despite significant efforts to control and eliminate the disease, malaria remains a leading cause of illness and death, mainly due to the occurrence of drug-resistant parasites to the frontline antimalarials such as dihydroartemisinin-piperaquine (DHA-PPQ). Partial artemisinin resistance has been linked to kelch13 mutations, while decreased PPQ sensitivity has been associated with higher plasmepsin II and III gene copies and mutations in the chloroquine resistance transporter. In this study, we demonstrate the effective use of CRISPR/Cas9 technology to generate single knockouts (KO) of plasmepsin II and plasmepsin III, as well as a double KOs of both genes, in two isogenic lines of Cambodian parasites with varying numbers of plasmepsin gene copies. The deletion of plasmepsin II and/or III increased the parasites' sensitivity to PPQ, evaluated by the area under the curve. We explored several hypotheses to understand how an increased plasmepsin gene copy number might influence parasite survival under high PPQ pressure. Our findings indicate that protease inhibitors have a minimal impact on parasite susceptibility to PPQ. Additionally, parasites with higher plasmepsin gene copy numbers did not exhibit significantly increased hemoglobin digestion, nor did they produce different amounts of free heme following PPQ treatment compared to wildtype parasites. Interestingly, hemoglobin digestion was slowed in parasites with plasmepsin II deletions. By treating parasites with digestive vacuole (DV) function modulators, we found that changes in DV pH potentially affect their response to PPQ. Our research highlights the crucial role of increased plasmepsin II and III gene copy numbers in modulating response to PPQ and begins to uncover the molecular and physiological mechanisms underlying PPQ resistance in Cambodian parasites. |
| Institute: | Pennsylvania State University |
| Department: | Biochemistry and Molecular Biology |
| Laboratory: | Manuel Llinás |
| Last Name: | Rangel |
| First Name: | Gabriel |
| Address: | 491 Pollock Road, University Park, PA, 16802, USA |
| Email: | gwr5170@psu.edu |
| Phone: | 8148673527 |
Subject:
| Subject ID: | SU004039 |
| Subject Type: | Cultured cells |
| Subject Species: | Plasmodium falciparum |
| Taxonomy ID: | 5833 |
| Cell Strain Details: | 3D7, RF7 B9, or RF7 D4 |
Factors:
Subject type: Cultured cells; Subject species: Plasmodium falciparum (Factor headings shown in green)
| mb_sample_id | local_sample_id | Sample source | Genotype | Treatment |
|---|---|---|---|---|
| SA429766 | 20220923_C18_Neg_38-6.30_ATQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429767 | 20220923_C18_Neg_34-6.30_ATQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429768 | 20220923_C18_Neg_45-7.1_ATQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429769 | 20220923_C18_Neg_46-7.1_ATQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429770 | 20220923_C18_Neg_47-7.1_ATQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429771 | 20220923_C18_Neg_60-7.12_ATQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429772 | 20220923_C18_Neg_13-6.21_ATQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429773 | 20220923_C18_Neg_64-7.12_ATQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429774 | 20220923_C18_Neg_9-6.21_ATQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429775 | 20220923_C18_Neg_8-6.21_ATQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429776 | 20220923_C18_Neg_66-7.12_ATQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429777 | 20220923_C18_Neg_35-6.30_ATQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429778 | 20220923_C18_Neg_92-7.15_ATQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429779 | 20220923_C18_Neg_98-7.15_ATQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429780 | 20220923_C18_Neg_101-7.15_ATQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429781 | 20220923_C18_Neg_110-7.8_ATQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429782 | 20220923_C18_Neg_115-7.8_ATQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429783 | 20220923_C18_Neg_116-7.8_ATQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 10 nM Atovaquone |
| SA429784 | 20220923_C18_Neg_88-7.15_PPQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429785 | 20220923_C18_Neg_79-7.12_PPQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429786 | 20220923_C18_Neg_75-7.12_PPQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429787 | 20220923_C18_Neg_96-7.15_PPQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429788 | 20220923_C18_Neg_107-7.8_PPQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429789 | 20220923_C18_Neg_108-7.8_PPQ_1 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429790 | 20220923_C18_Neg_121-7.8_PPQ_2 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429791 | 20220923_C18_Neg_83-7.15_PPQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429792 | 20220923_C18_Neg_76-7.12_PPQ_3 | Cultured Plasmodium falciparum 3D7 | WT | 140 nM Piperaquine |
| SA429793 | 20220923_C18_Neg_37-6.30_ND_3 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429794 | 20220923_C18_Neg_71-7.12_ND_1 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429795 | 20220923_C18_Neg_120-7.8_ND_1 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429796 | 20220923_C18_Neg_114-7.8_ND_3 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429797 | 20220923_C18_Neg_42-7.1_ND_1 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429798 | 20220923_C18_Neg_104-7.15_ND_1 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429799 | 20220923_C18_Neg_94-7.15_ND_2 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429800 | 20220923_C18_Neg_85-7.15_ND_3 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429801 | 20220923_C18_Neg_73-7.12_ND_3 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429802 | 20220923_C18_Neg_113-7.8_ND_2 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429803 | 20220923_C18_Neg_70-7.12_ND_2 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429804 | 20220923_C18_Neg_53-7.1_ND_3 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429805 | 20220923_C18_Neg_10-6.21_ND_3 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429806 | 20220923_C18_Neg_26-6.30_ND_2 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429807 | 20220923_C18_Neg_14-6.21_ND_2 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429808 | 20220923_C18_Neg_25-6.30_ND_1 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429809 | 20220923_C18_Neg_56-7.1_ND_2 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429810 | 20220923_C18_Neg_16-6.21_ND_1 | Cultured Plasmodium falciparum 3D7 | WT | None |
| SA429811 | Neg_RF7_B9_1_1 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429812 | Neg_RF7_B9_2_1 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429813 | Neg_RF7_B9_2_2 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429814 | Neg_RF7_B9_2_3 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429815 | Neg_RF7_B9_3_1 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429816 | Neg_RF7_B9_3_2 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429817 | Neg_RF7_B9_1_2 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429818 | Neg_RF7_B9_3_3 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429819 | Neg_RF7_B9_1_3 | Cultured Plasmodium falciparum RF7_B9 | 1 copy plasmepsin II/III | None |
| SA429820 | Neg_RF7_D4_1_2 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429821 | Neg_RF7_D4_1_3 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429822 | Neg_RF7_D4_2_1 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429823 | Neg_RF7_D4_2_2 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429824 | Neg_RF7_D4_2_3 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429825 | Neg_RF7_D4_3_1 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429826 | Neg_RF7_D4_3_2 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429827 | Neg_RF7_D4_3_3 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429828 | Neg_RF7_D4_1_1 | Cultured Plasmodium falciparum RF7_D4 | 3 copies plasmepsin II/III | None |
| SA429829 | 20220923_C18_Neg_6.21_QC3 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429830 | 20220923_C18_Neg_7.15_QC15 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429831 | 20220923_C18_Neg_7.12_QC10 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429832 | 20220923_C18_Neg_7.15_QC14 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429833 | 20220923_C18_Neg_6.21_QC2 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429834 | 20220923_C18_Neg_7.15_QC13 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429835 | 20220923_C18_Neg_7.12_QC12 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429836 | 20220923_C18_Neg_6.30_QC4 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429837 | 20220923_C18_Neg_7.12_QC11 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429838 | 20220923_C18_Neg_7.8_QC18 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429839 | 20220923_C18_Neg_7.8_QC17 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429840 | 20220923_C18_Neg_7.8_QC16 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429841 | 20220923_C18_Neg_7.1_QC9 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429842 | 20220923_C18_Neg_7.1_QC8 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429843 | 20220923_C18_Neg_7.1_QC7 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429844 | 20220923_C18_Neg_6.30_QC6 | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429845 | 20220923_C18_Neg_6.21_QC | Pooled Cultured Plasmodium falciparum 3D7 | WT | NA |
| SA429846 | Neg_RF7_QC_1 | Pooled Cultured Plasmodium falciparum RF7_B9 and RF7_D4 | NA | NA |
| SA429847 | Neg_RF7_QC_2 | Pooled Cultured Plasmodium falciparum RF7_B9 and RF7_D4 | NA | NA |
| SA429848 | Neg_RF7_QC_3 | Pooled Cultured Plasmodium falciparum RF7_B9 and RF7_D4 | NA | NA |
| SA429849 | Neg_RF7_QC_4 | Pooled Cultured Plasmodium falciparum RF7_B9 and RF7_D4 | NA | NA |
| Showing results 1 to 84 of 84 |
Collection:
| Collection ID: | CO004032 |
| Collection Summary: | Synchronized cultures of trophozoite stage (24-28 hours post invasion) 3D7 parasites (5-10% parasitemia, 2% hematocrit) were purified from uninfected RBCs by VarioMacs Magnet using a MACS CS column. The purified parasite pellet was resuspended at 5X107 – 1X108 cells/mL in media, and allowed to recover for 1 hour at 37°C. |
| Sample Type: | Parasite |
Treatment:
| Treatment ID: | TR004048 |
| Treatment Summary: | Following recovery, purified trophozoites were incubated in 6-well plates with Atovaquone (positive control) or piperaquine at 10 X IC50, or no drug as a control or for the R7 line comparisons, for 2.5 h at 37°C. |
Sample Preparation:
| Sampleprep ID: | SP004045 |
| Sampleprep Summary: | Immediately following treatment, parasite pellets were washed with 1 mL 1X ice-cold PBS, before being resuspended in 1 mL prechilled 90:10 methanol-water and placed on ice. Samples were vortexed, resuspended and centrifuged for 10 min at 15,000 rpm and 4°C. Samples were stored at -80°C before being dried down under nitrogen flow for HPLC-MS analysis. The dried metabolites were resuspended in HPLC-grade water, containing chlorpropamide as an internal control, to a concentration between 1X105 and 1X106 cell/mL, based on hemocytometer counts of purified parasites. |
Chromatography:
| Chromatography ID: | CH004860 |
| Instrument Name: | Shimadzu Prominence 20 UFLCXR |
| Column Name: | Waters ACQUITY UPLC BEH C18 (100 x 2.1 mm, 1.7 μm) |
| Column Temperature: | 55°C |
| Flow Gradient: | 0.0 min 3% of B, 10.0 min 45% of B, 12.0 min 75% of B, 17.5 min 75% of B, and 18.0-20.0 min: 3% of B |
| Flow Rate: | 250 μL/min |
| Solvent A: | 100% Water; 0.1% Formic acid |
| Solvent B: | 100% Acetonitrile; 0.1% Formic acid |
| Chromatography Type: | Reversed phase |
Analysis:
| Analysis ID: | AN006409 |
| Analysis Type: | MS |
| Chromatography ID: | CH004860 |
| Num Factors: | 7 |
| Num Metabolites: | 152 |
| Units: | blank-subtracted peak area |