Gene expression profiling of postnatal lung development in the marsupial gray short-tailed opossum (Monodelphis domestica) highlights conserved developmental pathways and specific characteristics during lung organogenesis
After a short gestation, marsupials give birth to immature neonates with lungs that are not fully developed and in early life the neonate partially relies on gas exchange through the skin. Therefore, significant lung development occurs after birth in marsupials in contrast to eutherian mammals such as humans and mice where lung development occurs predominantly in the embryo. To explore the mechanisms of marsupial lung development in comparison to eutherians, morphological and gene expression analysis were conducted in the gray short-tailed opossum (Monodelphis domestica).
Postnatal lung development of Monodelphis involves three key stages of development: (i) transition from late canalicular to early saccular stages, (ii) saccular and (iii) alveolar stages, similar to developmental stages overlapping the embryonic and perinatal period in eutherians. Differentially expressed genes were identified and correlated with developmental stages. Functional categories included growth factors, extracellular matrix protein (ECMs), transcriptional factors and signalling pathways related to branching morphogenesis, alveologenesis and vascularisation. Comparison with published data on mice highlighted the conserved importance of extracellular matrix remodelling and signalling pathways such as Wnt, Notch, IGF, TGFβ, retinoic acid and angiopoietin. The comparison also revealed changes in the mammalian gene expression program associated with the initiation of alveologenesis and birth, pointing to subtle differences between the non-functional embryonic lung of the eutherian mouse and the partially functional developing lung of the marsupial Monodelphis neonates. The data also highlighted a subset of contractile proteins specifically expressed in Monodelphis during and after alveologenesis.
The results provide insights into marsupial lung development and support the potential of the marsupial model of postnatal development towards better understanding of the evolution of the mammalian bronchioalveolar lung.
KeywordsLung RNA-seq Monodelphis domestica Marsupial
Acyl-CoA oxidase like
Actin, alpha 1, skeletal muscle
Actin, alpha 2, smooth muscle, aorta
Actin Beta 2
Actin, gamma 2, smooth muscle, enteric
Adenylosuccinate synthase like 1
Advanced glycosylation end-product specific receptor
A-kinase anchoring protein 5
Aldehyde dehydrogenase 1 family member A2
Transmembrane 7 superfamily member 2
VPS51, GARP complex subunit
Beijing Genomic Institute
Bone morphogenic protein
BPI fold containing family A member 1
Carbonic anhydrase III
C-C motif chemokine ligand 20
Cysteine rich angiogenic inducer 61
Cadherin related family member 3
Cadherin related family member 4
Complementary deoxyribonucleic acid
Cilia and flagella associated protein 65
Collagen type XI alpha 1 chain
Collagen type XII alpha 1 chain
Collagen type XIII alpha 1 chain
Collagen type XVI alpha 1 chain
Collagen type I alpha 1 chain
Collagen type III alpha 1 chain
Collagen type IV alpha 1 chain
Collagen type IV alpha 2 chain
Collagen type IV alpha 3 chain
Collagen type IV alpha 4 chain
Collagen type V alpha 1 chain
Collagen type V alpha 3 chain
Collagen type VI alpha 2 chain
Collagen type VI alpha 6 chain
Collagen type IX alpha 1 chain
Collagen type IX alpha 2 chain
Collagen type IX alpha 3 chain
Pearson product-moment correlation coefficient
Cellular retinoic acid binding protein 2
Connective tissue growth factor
Cytochrome P450 family 2 subfamily F member 1
Cysteine rich angiogenic inducer 61
Delta like canonical Notch ligand 4
Epidermal growth factor
Endothelial PAS domain protein 1
Family with sequence similarity 92 member B
Fibrinogen alpha chain
Fibrinogen beta chain
Fibrinogen gamma chain
Frizzled class receptor 2
Gene expression omnibus
Serine protease HTRA1
Insulin growth factor
Insulin like growth factor 2 mRNA binding protein 1
Insulin like growth factor 2 mRNA binding protein 2
Insulin like growth factor 2 mRNA binding protein 3
Insulin like growth factor binding protein 1
Insulin like growth factor binding protein 2
Insulin like growth factor binding proteins
Laminin subunit alpha 4
Lysosomal associated membrane protein 3
Low density lipoprotein receptor class A domain containing 1
Lymphoid enhancer binding factor 1
Leucine rich repeat neuronal 4
Matrix metallopeptidase 14
Matrix metallopeptidase 16
Matrix metallopeptidase 2
Matrix metallopeptidase 8
Matrix metallopeptidase 9
M-protein, also known as myomesin-2
Membrane spanning 4-domains A15
Mucin 5B, oligomeric mucus/gel-forming
Myosin binding protein C, slow type
Myosin heavy chain 7
Myosin heavy chain 7B
Myosin light chain 1
Myosin light chain 10
Myosin light chain 2
Myosin light chain, phosphorylatable, fast skeletal muscle
Napsin A aspartic peptidase
Nuclear factor of activated T-cells
Notch signaling pathway
NADPH oxidase organizer 1
Feline leukemia virus subgroup C cellular receptor 1
Polymerase chain reaction
Platelet-derived growth factor
Peptidylprolyl isomerase like 4
Resistin like beta
Ribonucleic acid sequencing
Ribosomal protein L19
Reverse transcriptase polymerase chain reaction
Secretoglobin family 3A member 1
Secretoglobin family 3A member 2
SEC14 like lipid binding 3
Serpin family C member 1
Secreted frizzled related protein
Secreted frizzled related protein 1
Secreted frizzled related protein 2
Surfactant protein B
Surfactant protein C
Solute carrier family 6 member 14
Small muscle protein, X-linked
Sentan, cilia apical structure protein
Secreted protein acidic and cysteine rich
Serine protease inhibitor Kazal-type
Transcription factor 7
Transforming growth factor beta 2
TNF alpha induced protein 2
Troponin T1, slow skeletal type
Vascular endothelial growth factor A
WNT inhibitory factor 1
WNT1 inducible signaling pathway protein 1
Wnt signaling pathways
YY1 associated protein 1
During evolution mammals have developed a bronchoalveolar lung characterised in part by the presence of a large number of small alveoli. Eutherians and marsupials have evolved from common therian mammalian ancestors, but adopted different reproduction strategies . Eutherians, including humans and mice, acquired a well-developed placenta which sustains the embryo throughout a long period of gestation; they give birth to a mature neonate . In contrast, marsupials have retained a primitive form of placenta and after a short gestation give birth to immature neonates . Therefore, organs in the marsupial newborns are generally at comparatively earlier stages of development at birth and the respiratory, digestive, neuronal, immune and respiratory systems are immature and still under the process of development .
In eutherians the lungs develop as a respiratory organ to exchange gases immediately after birth. In general, the majority of lung development occurs throughout intrauterine life and is driven, in part, by maternal factors delivered through the placenta [5, 6, 7]. Lung development is categorized into five morphological stages (embryonic, pseudoglandular, canalicular, saccular and alveolar) based on characteristic morphology [8, 9]. In eutherians the lungs of the newborn are predominantly at the transition between the saccular and alveolar stage of development with small terminal sacs and a well-developed bronchial system and the key changes during early postnatal life involve an increase in alveolar number and maturation of lung microvasculature . Studies on the development of the lung have been performed previously in several marsupial species, including bandicoot (Isoodon macrounus) , Julia Creek dunnart (Sminthopsis douglasi) , tammar wallaby (Macropus eugenii), quokka (Setonix brachyurus)  and Monodelphis domestica . At birth, the lungs are comprised of a small number of large air sacs providing limited surface area for respiration and are therefore considered functionally immature . Studies of the respiratory mechanism of Julia Creek dunnart and tammar wallaby have demonstrated that neonates perform respiration through the skin during early postnatal development in order to fulfil the requirement for oxygen. However, this limited development changes gradually as lungs mature to perform efficient respiration [12, 16]. Marsupial neonates are similar in development to a late eutherian foetus corresponding to the 40–100 day old human foetal stage, foetal rat at E13-E14 or mice E12-E13 [17, 18], and the immature lung is required to develop further during early lactation to become fully functional. This provides improved opportunities to investigate the progressive changes in the gene expression of the postnatal lung and identify mechanisms and factors involved in lung maturation.
Postnatal lung development in Monodelphis
Transcriptomics of postnatal lung development in Monodelphis
Surfactant proteins and highly expressed genes relevant to lung function
The surfactant protein genes SFTPB and SFTPC were amongst the most highly expressed genes in the RNA-seq dataset overall (rank max log expression 62 and 29 in any sample respectively; rank mean log expression 84 and 22) with a relatively constant expression throughout development. RNA-seq also confirmed high expression of surfactant SFTPA and SFTPD candidate genes on chromosome 1 throughout the postnatal period (Fig. 2c). Similarly, osteonectin (SPARC) encoding an acidic extracellular matrix glycoprotein that plays a vital role in cell-matrix interactions and collagen binding, was among the 26 most highly expressed genes. The top 100 expressed genes overall were, in majority, mitochondrial and ribosomal proteins genes but included keratins (15, 19, 35 and 4) with increasing expression during development (for example KRT4 in Figs. 2c and 5b), and NADPH oxidase organizer 1 (NOXO1), a regulator of angiogenic capacity of lung endothelial cells  with constant expression. Other genes of relevance to lung physiology that were highly expressed (top 200 genes) included secretoglobin family 3A member 1 and 2 (SCGB3A1, SCGB3A2, Fig. 2c), resistin like beta (RETNLB), a mitogenic factor in lung cell induced in hypoxia, decorin (DCN), an extracellular matrix proteoglycan which affects airway mechanics, airway-parenchymal interdependence, airway smooth muscle proliferation, apoptosis and transforming growth factor-β bioavailability, ADA (adenosine deaminase), which has been associated with pulmonary inflammation , and EPAS1 (endothelial PAS domain protein 1) which is potentially involved in lung and vascular development .
Lung-specific gene expression
A recent comparative study of gene expression in different eutherian tissues has identified a set of 83 candidate genes with lung-specific expression, including 32 confirmed genes . In Monodelphis, 20 out of the 32 confirmed gene set and 35 out of the 83 candidate gene set were identified and presented a variety of expression dynamics (heatmap of Fig. 2c). It is not clear if the remaining lung-specific candidate genes are not expressed in the lung, not yet annotated or absent from the Monodelphis genome.
Gene expression clustering
Gene expression clustering of differentially expressed genes produced 4 major temporal expression patterns (Fig. 3, clusters A, B, C and D). A large set of genes presented a gradual increase in expression as the lung developed (cluster A, 523 genes) with high expression during the later alveolar stage at day 63 and in the adult. This gene set was enriched in genes associated with muscle contraction (enrichment score (ES) 8, p = 2E-16), calcium binding (ES 4, p = 1.2E-5) and epithelial development (ES 4, p = 1.4E-4). In contrast, a second set of genes was specifically expressed during the early phases of development with lower expression as lung matured (cluster C, 293 genes). This cluster was enriched in secreted and extracellular matrix components (ES 18, p = 1.5E-28), plasma proteins, innate immunity and response to wound healing (ES 6, p = E-31 ~ E-13). Other genes were specifically expressed at particular time points, mainly including day 14, 29 and 35, with increasing (cluster B) or decreasing (cluster D) expression during the course of development. Cluster B (166 genes with peak expression at saccular stage days 29 and 35, Fig. 3b) was enriched in immune genes involved in T cell activation (ES 7, p = 1E-17), cell surface signalling (ES 4, p = 4.5E-7) and the regulation of apoptosis (ES 3, p = 8.4E-5). Finally, cluster D contained 260 genes highly expressed during early stages from day 3 to day 29 with decreased expression from day 35 (Fig. 3d) and was enriched in extracellular matrix (ES 17, p = 6E-25) and cell cycle (ES 8, p = 1.7E-12). Overall the results confirm that temporal differential gene expression is associated with morphological changes during development, revealing gene markers and providing insight into the development processes with active cell division, extracellular matrix deposition and establishment of innate immunity in early development followed by establishment of adaptive immunity and, finally, epithelial proliferation and, more surprisingly, muscle development.
Comparative analysis of lung development transcriptomes in Monodelphis and mice
Published gene expression studies of lung development in mouse  and human  lung tissue have previously identified a molecular signature of time-to-birth supported by principal component analysis. In Monodelphis, principal component analysis similarly indicated that the first component represented the age of the animal (Fig. 2b). However, in this case the second component was not influenced by time from birth but was instead apparently influenced by the time to and from the saccular-alveolar transition, a period overlapping the time of birth in mice but occurring only after birth around day 35 postnatal in Monodelphis.
Differential temporal expression between Monodelphis and mice
In Fig. 7, the major specific difference was during the perinatal phase in mice with a clear separation between E19-P2 and P3-P5. The perinatal period E19.5-P2 was unusual in the mouse with an apparent temporary down-regulation of genes involved in cellular division and upregulation of genes involved in muscle formation. In contrast no such down regulation was seen in Monodelphis until day 35 with the activation of alveologenesis, although we cannot exclude that a similar effect occurs at an intermediate time between day 14 to 35 in Monodelphis.
More generally, genes with low temporal correlation between the species were associated with secreted and signalling proteins (Enrichment Score: 10, corrected p-value 1E-9 ~ 1E-16), immunity (adaptive and innate, Enrichment Score: 6, corrected p-value 1E-5 ~ 2.4E-7), muscle proteins (Enrichment Score: 3.5, corrected p-value 1E-5 ~ 6E-9), proteolysis (Enrichment Score: 3.5, corrected p-value 1.5E-2 ~ 7.8E-5), extracellular matrix (Enrichment Score: 3, p_value 6.3E-9) and weakly associated with platelet activation and positive regulation of vascular endothelial growth factor production. To retrieve genes differentially expressed between the species a second approach was employed. Genes with high loadings of the second PCA component (representing species variation) were retrieved (77 genes with absolute loadings above 0.04, including 59 genes identified as differentially expressed in Monodelphis with 32 genes differentially expressed in both species). Functional enrichment analysis identified two clusters. One cluster was enriched in genes associated with blood coagulation (VTN, FGA, FGB, FGG, AMBP, APOH, fold enrichment 28.81, p-value 3.72E-02) representing genes highly expressed in the early postnatal period and the functionalization of the lung in both species and therefore directly correlated with time of birth rather than development progress. This cluster also contained ANG (angiogenin), an important regulator of angiogenesis, and WISP1 (WNT1-inducible signaling protein-1), a gene known to be important in lung maintenance and repair through the WNT signalling pathway . WISP1 was highly expressed postnatally from day 3 to 35 in Monodelphis and from P3 to P14 in the mouse. The second cluster was enriched in genes associated with muscle contraction (10 genes, fold enrichment 23.48, p-value 4.16E-09; myosin light chain 2 [MYL2], small muscle protein, X-linked SMPX, myomesin 2 MYOM2, myosin light chain, phosphorylatable, fast skeletal muscle MYLPF, myosin light chain 1 MYL1, myosin binding protein C, slow type MYBPC1, troponin T1, slow skeletal type TNNT1, tropomodulin 4 TMOD4, leiomodin 3 LMOD3 and myosin light chain 10 MYL10), which are highly expressed in late stages (day 35 to adult) in Monodelphis and generally poorly expressed in mice. These results therefore also point to a differential regulation of blood coagulation factors and muscle fibres between the two species.
Breathing with immature lungs
In eutherians such as humans, a primitive lung structure is present in highly preterm young and the mortality rate in these infants is higher, especially in very preterm infants [28, 29]. There are important determinants such as country of birth, race and socioeconomic status that affect the rate [30, 31, 32], but the underlying pathology is most often due to immature lung development in the preterm infants [33, 34, 35]. In the infants that survive, the consequence of immaturity of the lungs at birth may be significant developmental problems [30, 32, 36]. At birth, the lung of the newborn opossum is comprised of thin-walled large air sacs with few sacs occupying the whole organ. Until day 8 of post-natal development, the lungs contain few air sacs with walls of epithelial cells connected by primitive respiratory ducts. Overall, marsupial opossum neonatal lungs are immature at birth and the respiratory tree is still undergoing considerable post-natal development during the lactation period. In contrast to eutherian newborns, respiration in marsupial neonates occurs through the skin and low metabolic activity allows neonatal survival in the absence of fully functional lungs [12, 14]. Here, morphology and gene expression profiles of embryonic mice E16 and Monodelphis days 3 to 8 were the most similar in the pre-saccular stage.
Signaling pathways and their significance in lung development
Lung organogenesis is primarily dependant on epithelial-mesenchymal interactions [37, 38, 39]. These interactions are mainly mediated by secretory factors released from epithelial and mesenchymal cells . Transcriptional factors, growth factors, ECM proteins and MMPs mediate the interactions and participate in regulatory feedback loops [37, 38, 39]. Many of the genes contributing to pathways known to influence lung development in eutherians are also regulated in Monodelphis, indicating a large overlap between mechanisms of lung development in marsupials and eutherians. These pathways include Wnt [41, 42], retinoic acid , TGFβ  and NOTCH signalling pathways . Although it is difficult to draw conclusions from bulk organ gene expression profiling, some candidate genes possibly contributing to these developmental pathways, angiogenesis and ECM remodelling are discussed in more details in Additional file 3.
Conserved processes of lung development
There are limitations in the comparative analysis of gene expression during lung development in Monodelphis and mice. For technical reasons the study had to focus on the variation of gene expression and relied on current annotation. However a significant proportion (~ 20–30%) of RNAs identified remains anonymous. Despite these limitations and the potential difference in specific lung development dynamics, the study has shown largely conserved transcriptome dynamics during mammalian lung development allowing the filtering of some of the most important putative signalling factors. The data also indicated the major influence on bulk RNA-seq of the transition from saccular to alveolar stages rather than time from birth, as has been previously suggested from eutherian studies alone .
Specific differences and their significance in lung development
Discordant expression patterns between the species were likely to be related to physiological differences between the embryonic eutherian and the partially functional lung of marsupial neonates. Differences related to blood circulation, immunity, enrichment in platelet activation and vascular proliferation probably reflect the activation of lung circulation at birth following constriction of the ductus arteriosus shortly after birth, which takes place at different stages of development in marsupial and eutherians. This is also supported by recent characterisation of the role of the lung as a major site of platelet biogenesis and a reservoir for haematopoietic progenitors . Differences in the extracellular matrix are likely to denote the evolutionary flexibility of this multi-component system made in part of collagens, proteases and protease inhibitors. This is also supported by reports of differential expression of ECM components by different strains of mice and between mice and human lung in embryonic stages . Similarly, enrichment in muscle contraction is compatible with more extensive differentiation of smooth muscle cells in lung tissue of marsupials compared to eutherians . Specific up-regulation from the onset of alveologenesis to the mature stage only in Monodelphis is supported by qPCR validation of myotilin (MYOT) expression (n = 3 at each time points) and included a number of contractile protein candidate genes such as actin and myosins (e,g, ACTA1, MYL1, MYL2, MOYM2). Because the lung is isolated by pleural membranes, contamination of samples from skeletal muscle tissue is unlikely, especially in older animals with larger lungs. This observation raises the issue of the role of contractile fibres in the origin and evolution of the mammalian bronchoalveolar lung. Indeed, a variety of muscular lung morphological associations have been described in the multicameral lung of non-mammal tetrapods which is regarded as the precursor of the mammalian bronchoalveolar lung . It has been argued that, like the appendix, lung muscle cells are a vestigial remnant without function in the lung . However, recent studies have supported the role of smooth muscle cells and myofibroblasts in lung development and remodelling, including the essential role of localized smooth muscle cell differentiation for epithelial bifurcation during branching morphogenesis  and the role of YAP (YY1 associated protein 1) in regulating mechanical force through the phosphorylation of myosin light chains . Alveolar myofibroblasts make an essential contribution to alveolar septal formation during alveologenesis  and 3D microscopy has recently shown how myofibroblasts deposit overlapping fishnet-like networks of actin and elastin fibres to define the walls of the developing alveoli, emphasising the crosstalk between the contractile properties of myofibroblasts and the mechanical properties of the extracellular matrix . These observations clearly establish the role of muscular contraction in lung morphogenesis and support the concept that mechanical forces may have contributed to the evolution of the bronchoalveolar lung of mammals. Interestingly, the expression of skeletal myosin heavy chains was observed in rat lung myofibroblasts in vitro, and the expression control differed from that in muscle , suggesting that eutherian lung myofibroblasts have the capacity to be reprogramed to express a skeletal muscular protein. However, eutherian alveolar myofibroblasts typically apoptose after alveolarisation, although studies have implicated these cells in lung tissue repair and a number of serious medical conditions characterised by elastin fibre deposition. The lung contains about 40 cell types and myofibroblasts represent 10% of mature lung cells. As the normal rate of regeneration is estimated at 5% lung/week, a better understanding of the functional evolution of the mammalian lung myofibroblast could further improve our understanding of lung physiology. However, the exact production, localisation and function of these putative contractile proteins in Monodelphis and other species remain to be fully established.
Finally, growth and development of the marsupial neonate may, in part, be regulated by the timely delivery of maternal signalling factors supplied through milk [54, 55, 56]. Remarkably, day 60 tammar milk induced the differentiation of mouse lung mesenchyme cell cultures into invasive cells resembling smooth muscle cells or myofibroblasts . Whether this differentiation results in the activation of muscular protein gene expression remains to be investigated.
Marsupials provide a unique animal model to improve our understanding of lung development. Gene expression profiling of postnatal lung development in Monodelphis has identified markers and candidate genes with putative physiological or regulatory roles in lung development. However, the full extent of the contribution of many of these genes is still unknown and additional studies will be required to fully assess their role and improve the temporal resolution with additional time points or single cell transcriptomics. Overall the study has shown a large overlap in gene expression during lung development of the marsupial Monodelphis and the eutherian mouse despite differences mainly due to the timing of birth and contractile protein gene expression. The study shows how similar pathways are likely involved in the control of lung development of marsupials and eutherians and highlights the distinctive value of marsupial models towards understanding the evolution of mammalian lung development and the further identification of marsupial milk factors and their putative uterine equivalent in eutherians.
Lung tissue sample collection and ethics statement
The South American gray short-tailed opossum were provided by the colony established at Melbourne University. Lungs were collected from neonates on day 1, 3, 6, 8, 12, 14, 18, 24, 29, 35, 41, 51, 61, 100 of age and from an adult (Animal Ethics approval ID 1112115 from the University of Melbourne Animal Ethics committee Anatomy & Neuroscience, Pathology, Pharmacology and Physiology). The age of the neonates was determined by checking the breeding females on a daily basis after mating and removing young at appropriate ages after birth. Whole lungs were isolated by dissection and washed in PBS to remove any blood cells before further processing of the tissue.
Tissue processing for histology
For histology, whole lungs collected from one animal at each time point (postnatal day 1, 3, 6, 12, 18, 24, 35, 41, 51, 61 and adult) were fixed in 10% neural buffered formalin for 24-48 h and left in 70% ethanol prior to further processing. All tissue samples were routinely processed using ascending ethanol series and xylene before embedment in paraffin wax. Tissue samples were sectioned on a microtome in 4–6 μm thick slices and stained with Gill’s haematoxylin & eosin stains.
After PBS washing of whole lung dissected from one animal at each time point (day 3, 8, 14, 29, 35, 63 of development and adult), clean scalpel blades were used to cut the lung into smaller pieces before homogenisation. RNA isolation was performed using an Ambion RNA isolation kit and the quality and integrity were confirmed using the Agilent 2100 Bioanalyser RNA Nano Chip. RNA samples were sequenced using the Illumina Hiseq 2000 RNA-seq sequencing platform at BGI Co., Ltd. From 24 to 38 million Illumina paired-end read pairs were obtained in each sample. Paired-end raw RNA-seq reads were cleaned by removing reads with low quality, adaptors only reads or reads with unknown nucleotides larger than 5% of read length. Filtered RNA reads were then aligned to the Monodelphis genome (Monodelphis_domestica_broad05_67.gtf annotation from Ensembl) by, samtools-0.1.18, bowtie2–2.0.0-beta6, tophat-2.0.3 and Cufflinks18.104.22.168 software tools. From 20 to 31 million read pairs could be successfully mapped and, out of 33,996 referenced genes in the genome reference, 30,750 genes were identified, including 25,854 genes annotated with an official gene symbol (82%). The mapped RNA-seq data was then analysed using SeqMonk (version 0.24.1). The data was subjected to the RNA-Seq pipeline to define probes and quantify expression; the probes were defined through the probe generator, selecting mRNA features and removing exact duplicates and probes with no data, and the RNA-seq quantification pipeline was used for quantification (including mRNA features selection, log transform of normalised counts and including duplicate reads only once). Statistical filtering by intensity difference (P < 0.05) identified 1242 genes as significantly differentially expressed. Exploratory gene expression clustering was performed in SeqMonk, Hierarchical Clustering Explorer and R software.
C-DNA synthesis and q-PCR
List of primers for genes used in q-PCR analysis to validate RNA-seq data
Gene clustering and functional categorisation
Statistical analysis using SeqMonk identified a total of 1242 genes had significant (P > 0.05) differential expression during development. These genes were subjected to clustering using Hierarchical Clustering Explorer and R. Heat maps were generated. The PANTHER™ Classification System (http://www.pantherdb.org/) and DAVID Bioinformatics Resources 6.7 (http://david.abcc.ncifcrf.gov/home.jsp) were used to perform functional categorisation and gene set enrichment analysis. Comparison with mice expression microarray was performed in R/Bioconductor. To compare lung development of the eutherian mouse and Monodelphis, the Gene Expression Omnibus database (GEO) was searched for a published reference dataset of gene expression during mouse lung development. Unfortunately, RNA-Seq data were not yet available for the mouse or any other eutherian mammals. However, two gene expression microarray datasets were available; 1) a study of 7 time points including 5 time points covering the time interval between the saccular and alveolar phases (GEO dataset GSE20954) [25, 26] and 2) a more recent comprehensive analysis of 3 strains of mice with 26 time points, including 20 time points in the saccular and alveolar phases (GSE74243) [25, 26]. Comparative analysis of Monodelphis RNA-seq data and mouse microarray datasets is compounded by the difference in technology (digital versus analogue signals with RNA-seq and microarray respectively), the limited annotation of the Monodelphis genome, as well as the difference in the timing of development stages between the two species. Nevertheless, 11,391 ortholog gene expression profiles common to the Monodelphis and mouse datasets were retrieved. Microarray data do not generally allow the direct quantitative comparison of signal intensities of different probes. Therefore, a simple normalisation step was applied independently in each dataset to each gene. Log transformed expression values were normalised by background correction and centring the samples on the mean to align the distributions followed by centring the expression of each gene in each species independently on mean expression to perform principal components analysis, clustering and estimate correlation of gene expression profiles during development.
We thank Dr. Ben Wheaton from Melbourne University for assistance in providing the samples and Dr. Terry Speed for stimulating discussions on comparative data analysis. We also thank all lab fellows from Dr. Kevin Nicholas’ lab.
Modepalli. V and Kumar. A were funded by the Deakin University PhD program. Animals were maintained at The University of Melbourne facility. The work was also partially supported by a Grand Challenges Explorations grant from Bill & Melinda Gate Foundation “A new approach to identify proteins that improve gut development and function in premature and low birth weight babies (ID#OPP1045915)” to cover sequencing costs.
Availability of data and materials
The RNA-Seq data was deposited in the Gene Expression Omnibus database (GEO.Submission: GSE102871).
VM, KN and CL designed the study. VM conducted the experiments under the supervision of KN, JS, NS and CL and VM, AK and CL conducted bioinformatics analysis. All authors have read and approved the manuscript.
Animal Ethics approval ID 1112115 from the University of Melbourne Animal Ethics committee (Anatomy & Neuroscience, Pathology, Pharmacology and Physiology).
Consent for publication
The authors declare that they have no competing interests.
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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