Global transcriptomic analysis suggests carbon dioxide as an environmental stressor in spaceflight: A systems biology GeneLab case study
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OPEN
Received: 30 November 2017
Accepted: 26 February 2018
Published: xx xx xxxx
Global transcriptomic analysis
suggests carbon dioxide as
an environmental stressor in
spaceflight: A systems biology
GeneLab case study
Afshin Beheshti1, Egle Cekanaviciute
2
, David J. Smith3 & Sylvain V. Costes
3
Spaceflight introduces a combination of environmental stressors, including microgravity, ionizing
radiation, changes in diet and altered atmospheric gas composition. In order to understand the impact
of each environmental component on astronauts it is important to investigate potential influences in
isolation. Rodent spaceflight experiments involve both standard vivarium cages and animal enclosure
modules (AEMs), which are cages used to house rodents in spaceflight. Ground control AEMs are
engineered to match the spaceflight environment. There are limited studies examining the biological
response invariably due to the configuration of AEM and vivarium housing. To investigate the innate
global transcriptomic patterns of rodents housed in spaceflight-matched AEM compared to standard
vivarium cages we utilized publicly available data from the NASA GeneLab repository. Using a systems
biology approach, we observed that AEM housing was associated with significant transcriptomic
differences, including reduced metabolism, altered immune responses, and activation of possible
tumorigenic pathways. Although we did not perform any functional studies, our findings revealed a mild
hypoxic phenotype in AEM, possibly due to atmospheric carbon dioxide that was increased to match
conditions in spaceflight. Our investigation illustrates the process of generating new hypotheses and
informing future experimental research by repurposing multiple space-flown datasets.
Comprehensive analysis of molecular signatures, such as transcriptional profiling, has become a standard technique in space biosciences and typically generates more extensive data than is required for the specific topic of
investigation. Making all spaceflight data publicly accessible ensures that biological experiments can be repurposed to answer novel research questions and generate hypotheses. Therefore, the GeneLab open science platform (genelab.nasa.gov) was created to store raw molecular “omics” data from ground and spaceflight biology
experiments supported by NASA. Here we present a case study using GeneLab datasets generated from ground
controls associated with multiple rodent spaceflight datasets. Our overarching aim is to generate a hypothesis to
drive future spaceflight rodent research and examine the potential impact of one known confounding factor in
spaceflight, i.e. the environment in the animal habitat.
We proceeded by incorporating multiple, independent publicly available transcriptomic datasets from spaceflight experiments. Investigating spaceflight-induced changes in the transcriptome involves sending model
organisms to orbit, such as rodents on the space shuttle (Space Transportation System program, STS), on satellites
such as Bion-M1 (BF), or on the International Space Station (ISS). In these experiments multiple aspects of the
environment are collectively altered. NASA space flown rodents are housed in a specific type of cage, called the
Animal Enclosure Module (AEM). Within an AEM, animals will experience gravitational changes ranging from
1
Wyle Labs, Space Biosciences Division, NASA Ames Research Center, Mountain View, CA, USA. 2Universities Space
Research Association, Space Biosciences Division, NASA Ames Research Center, Mountain View, CA, USA. 3NASA,
Space Biosciences Division, NASA Ames Research Center, Mountain View, CA, USA. Afshin Beheshti and Egle
Cekanaviciute contributed equally to this work. Correspondence and requests for materials should be addressed to
A.B. (email: ) or S.V.C. (email: )
SCiENtifiC REportS | (2018) 8:4191 | DOI:10.1038/s41598-018-22613-1
1
www.nature.com/scientificreports/
Figure 1. Illustration of the AEM and vivarium cages and GeneLab datasets used for analysis. (A) Images
and dimensions of the both the AEM and vivarium cages used to house rodents. The upper two photos of the
AEM cage was provided by NASA (Credits: NASA/Dominic Hart and https://www.nasa.gov/ames/research/
space-biosciences/rodent-research-1). The vivarium cage photo was taken in our laboratory. (B) The GeneLab
datasets which were used for analysis including the information on rodent species, the specific tissue type and
its approximate location in a rodent, duration of experiment, and CO2 levels in the AEM cage.
hypergravity during launch and landing to microgravity in orbit while simultaneously exposed to higher levels of
ionizing radiation than found on Earth1.
Selecting appropriate controls for such multifactorial experiments is therefore complicated. The most frequently used experimental design is to keep all environmental conditions the same except for the flight by containing rodents in an AEM on spacecraft and using the same type of AEM hardware for ground controls2. An
alternative and complementary approach is using regular vivarium cages for housing rodents as controls. AEM
has been used as the standard rodent enclosure without major modifications in spaceflight experiments from
STS2 to Bion-M1 (BF)3, and its more modern version called the Habitat module of the Rodent Research Hardware
System is currently used on the ISS. Both AEM and vivarium housing follow the standard guidelines for laboratory animal care, which require at least 15 square inches per >25 g adult rodent (NASA Johnson Space Center
Animal Care and Use Handbook). AEM can either contain up to 10 mice in two compartments (5 mice per compartment) or 6 rats maximum (3 rats per compartment). This is in comparison to the vivarium cages which can
house either 5 mice, or 2 rats maximum in a single compartment (depending on the rat’s mass). The AEM has a
combined larger surface area per rodent, because it includes climbable walls throughout the enclosure (Fig. 1A).
Rodents housed in AEM and vivarium cages are typically kept on the same light/dark cycle and the air has the
same oxygen concentration. However, CO2 concentration in AEM ground controls replicates CO2 concentration
on spacecraft2,4, which tends to be up to an order of magnitude higher than on Earth. In general, CO2 concentration on ground and therefore, in vivarium cages is approximately 300 ppm, while on the space shuttle and in
matched ground AEM it reaches up to 3000 ppm5. Notably, it was lower in the AEM controls for the Bion-M1
satellite study: 682 ppm on average with 718 ppm standard deviation (range: 201–2096 ppm)4. Interestingly, previous studies on different CO2 conditions on human health have revealed major impact on cognitive functions.
Specifically, it was observed that a 400 ppm increase in CO2 levels results in a 21% drop in cognitive scores6 and
specific research related to the increased CO2 levels on the ISS have shown increa (...truncated)