Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells
SUMMARY The malaria parasite has a complex life cycle exhibiting phenotypic and morphogenic variations in two different hosts by existing in heterogeneous developmental states. To investigate this cellular heterogeneity of the parasite within the human host, we performed single-cell RNA sequencing o...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
American Society for Microbiology
2021-09-01
|
Series: | Microbiology Spectrum |
Subjects: | |
Online Access: | https://journals.asm.org/doi/10.1128/Spectrum.00008-21 |
_version_ | 1818941195489902592 |
---|---|
author | Mukul Rawat Ashish Srivastava Shreya Johri Ishaan Gupta Krishanpal Karmodiya |
author_facet | Mukul Rawat Ashish Srivastava Shreya Johri Ishaan Gupta Krishanpal Karmodiya |
author_sort | Mukul Rawat |
collection | DOAJ |
description | SUMMARY The malaria parasite has a complex life cycle exhibiting phenotypic and morphogenic variations in two different hosts by existing in heterogeneous developmental states. To investigate this cellular heterogeneity of the parasite within the human host, we performed single-cell RNA sequencing of synchronized Plasmodium cells under control and temperature treatment conditions. Using the Malaria Cell Atlas (https://www.sanger.ac.uk/science/tools/mca) as a guide, we identified 9 subtypes of the parasite distributed across known intraerythrocytic stages. Interestingly, temperature treatment results in the upregulation of the AP2-G gene, the master regulator of sexual development in a small subpopulation of the parasites. Moreover, we identified a heterogeneous stress-responsive subpopulation (clusters 5, 6, and 7 [∼10% of the total population]) that exhibits upregulation of stress response pathways under normal growth conditions. We also developed an online exploratory tool that will provide new insights into gene function under normal and temperature stress conditions. Thus, our study reveals important insights into cell-to-cell heterogeneity in the parasite population under temperature treatment that will be instrumental toward a mechanistic understanding of cellular adaptation and population dynamics in Plasmodium falciparum. IMPORTANCE The malaria parasite has a complex life cycle exhibiting phenotypic variations in two different hosts accompanied by cell-to-cell variability that is important for stress tolerance, immune evasion, and drug resistance. To investigate cellular heterogeneity determined by gene expression, we performed single-cell RNA sequencing (scRNA-seq) of about 12,000 synchronized Plasmodium cells under physiologically relevant normal (37°C) and temperature stress (40°C) conditions phenocopying the cyclic bouts of fever experienced during malarial infection. In this study, we found that parasites exhibit transcriptional heterogeneity in an otherwise morphologically synchronized culture. Also, a subset of parasites is continually committed to gametocytogenesis and stress-responsive pathways. These observations have important implications for understanding the mechanisms of drug resistance generation and vaccine development against the malaria parasite. |
first_indexed | 2024-12-20T06:51:41Z |
format | Article |
id | doaj.art-724add3dd2874e63816601d6897b4865 |
institution | Directory Open Access Journal |
issn | 2165-0497 |
language | English |
last_indexed | 2024-12-20T06:51:41Z |
publishDate | 2021-09-01 |
publisher | American Society for Microbiology |
record_format | Article |
series | Microbiology Spectrum |
spelling | doaj.art-724add3dd2874e63816601d6897b48652022-12-21T19:49:31ZengAmerican Society for MicrobiologyMicrobiology Spectrum2165-04972021-09-019110.1128/Spectrum.00008-21Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum CellsMukul Rawat0Ashish Srivastava1Shreya Johri2Ishaan Gupta3Krishanpal Karmodiya4Department of Biology, Indian Institute of Science Education and Research, Pashan, Pune, Maharashtra, IndiaDepartment of Biology, Indian Institute of Science Education and Research, Pashan, Pune, Maharashtra, IndiaDepartment of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, New Delhi, IndiaDepartment of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, New Delhi, IndiaDepartment of Biology, Indian Institute of Science Education and Research, Pashan, Pune, Maharashtra, IndiaSUMMARY The malaria parasite has a complex life cycle exhibiting phenotypic and morphogenic variations in two different hosts by existing in heterogeneous developmental states. To investigate this cellular heterogeneity of the parasite within the human host, we performed single-cell RNA sequencing of synchronized Plasmodium cells under control and temperature treatment conditions. Using the Malaria Cell Atlas (https://www.sanger.ac.uk/science/tools/mca) as a guide, we identified 9 subtypes of the parasite distributed across known intraerythrocytic stages. Interestingly, temperature treatment results in the upregulation of the AP2-G gene, the master regulator of sexual development in a small subpopulation of the parasites. Moreover, we identified a heterogeneous stress-responsive subpopulation (clusters 5, 6, and 7 [∼10% of the total population]) that exhibits upregulation of stress response pathways under normal growth conditions. We also developed an online exploratory tool that will provide new insights into gene function under normal and temperature stress conditions. Thus, our study reveals important insights into cell-to-cell heterogeneity in the parasite population under temperature treatment that will be instrumental toward a mechanistic understanding of cellular adaptation and population dynamics in Plasmodium falciparum. IMPORTANCE The malaria parasite has a complex life cycle exhibiting phenotypic variations in two different hosts accompanied by cell-to-cell variability that is important for stress tolerance, immune evasion, and drug resistance. To investigate cellular heterogeneity determined by gene expression, we performed single-cell RNA sequencing (scRNA-seq) of about 12,000 synchronized Plasmodium cells under physiologically relevant normal (37°C) and temperature stress (40°C) conditions phenocopying the cyclic bouts of fever experienced during malarial infection. In this study, we found that parasites exhibit transcriptional heterogeneity in an otherwise morphologically synchronized culture. Also, a subset of parasites is continually committed to gametocytogenesis and stress-responsive pathways. These observations have important implications for understanding the mechanisms of drug resistance generation and vaccine development against the malaria parasite.https://journals.asm.org/doi/10.1128/Spectrum.00008-21malariaPlasmodium falciparumantigenic variationcellular heterogeneitysingle-cell RNA sequencingstress response |
spellingShingle | Mukul Rawat Ashish Srivastava Shreya Johri Ishaan Gupta Krishanpal Karmodiya Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells Microbiology Spectrum malaria Plasmodium falciparum antigenic variation cellular heterogeneity single-cell RNA sequencing stress response |
title | Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells |
title_full | Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells |
title_fullStr | Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells |
title_full_unstemmed | Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells |
title_short | Single-Cell RNA Sequencing Reveals Cellular Heterogeneity and Stage Transition under Temperature Stress in Synchronized Plasmodium falciparum Cells |
title_sort | single cell rna sequencing reveals cellular heterogeneity and stage transition under temperature stress in synchronized plasmodium falciparum cells |
topic | malaria Plasmodium falciparum antigenic variation cellular heterogeneity single-cell RNA sequencing stress response |
url | https://journals.asm.org/doi/10.1128/Spectrum.00008-21 |
work_keys_str_mv | AT mukulrawat singlecellrnasequencingrevealscellularheterogeneityandstagetransitionundertemperaturestressinsynchronizedplasmodiumfalciparumcells AT ashishsrivastava singlecellrnasequencingrevealscellularheterogeneityandstagetransitionundertemperaturestressinsynchronizedplasmodiumfalciparumcells AT shreyajohri singlecellrnasequencingrevealscellularheterogeneityandstagetransitionundertemperaturestressinsynchronizedplasmodiumfalciparumcells AT ishaangupta singlecellrnasequencingrevealscellularheterogeneityandstagetransitionundertemperaturestressinsynchronizedplasmodiumfalciparumcells AT krishanpalkarmodiya singlecellrnasequencingrevealscellularheterogeneityandstagetransitionundertemperaturestressinsynchronizedplasmodiumfalciparumcells |