MonoPhylo is a python script that can be used to assess the status of various user-defined relationships in phylogenetic trees. The tree files must be in newick format, which is the standard output for many tree-building programs such as RAxML. MonoPhylo can be used to accomplish the following tasks:
-
Output a complete list of all the tips in the tree. If the tips follow the naming scheme of
Genus_speciesorGenus_species_subspecies, it can also output a complete list of genera. This file can be used to construct the groupings to test. -
Root the tree using the MRCA of up to five taxa for the analysis, and optionally write the rooted tree to an output file.
-
Check the status (monophyletic, paraphyletic, polyphyletic) of all groupings defined by the user (genus, family, higher level taxonomy, etc.), and if the tree has support values it can obtain the support levels for each grouping.
MonoPhylo was written as a companion to the program SuperCRUNCH.
The current release of MonoPhylo is v1.0.
MonoPhylo is a module written in Python (2.7) that functions as a stand-alone command-line script (MonoPhylo.py). It can be downloaded and executed independently without the need to install MonoPhylo as a Python package or library, making it easy to use and edit. There is one Python package that must be installed prior to use of MonoPhylo:
MonoPhylo is currently described in a pre-print available on BioRxiv:
- Portik, D.M., and J.J. Wiens. (2019) SuperCRUNCH: A toolkit for creating and manipulating supermatrices and other large phylogenetic datasets. BioRxiv, https://doi.org/10.1101/538728.
If you use MonoPhylo for your research, please cite the above BioRxiv publication (for now).
GNU Lesser General Public License v3.0
MonoPhylo is written and maintained by Daniel Portik (daniel.portik@gmail.com)
The goal of running MonoPhylo is to determine which groupings are monophyletic in a given phylogenetic tree. In order to achieve this, it is necessary to first obtain a list of the tips in the tree and subsequently define the groups. It is also important to ensure the phylogenetic tree is properly rooted for the analysis, otherwise the groupings may not be correctly assessed. Finally, using a file that defines the major groupings (a map file), the groups can be assessed for the given phylogenetic tree. Instructions for completing each of these major tasks can be found below.
In addition to the instructions posted here, two complete example analyses can be found in the Example-data folder. The complete set of input files and output files generated for each step, along with instructions, can be found for each analysis folder present. This includes a full tutorial for assessing relationships in a tree that does not contain any support values (here) and a tutorial for assessing relationships in a tree containing bootstrap support values (here).
- 1. Obtaining a list of tree tips
- 2. Defining groups for the tip labels
- 3. Ensuring the tree is properly rooted
- 4. Assessing the phylogenetic status of groups
Phylogenetic trees can have many kinds of labels, including taxon names, accession numbers, or other unique identifiers. To obtain an output file containing a list of tips sorted alphabetically, MonoPhylo can be used the following way:
python MonoPhylo.py -t <tree file> -o <output directory> --write_tips
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
Flag that specifies to write the tip labels to an output file. If used without the optional flag
--genus, the output file will be calledTip_List.txt.
python MonoPhylo.py -t bin/Analysis/RAxML_bestTree.Iguania.tre -o bin/Analysis/Output1/ --write_tips
The above command will search the tree file RAxML_bestTree.Iguania.tre to find all tip names present and write the output file called Tip_List.txt to the specified directory.
Here is an example of what the truncated contents of Tip_List.txt might look like:
Tip
Acanthocercus_adramitanus
Acanthocercus_atricollis
Acanthosaura_armata
Acanthosaura_capra
Agama_aculeata
Agama_africana
...
If the tip labels in the tree are formatted in a way that is consistent with binomial or trinomial taxon names (Genus_species and/or Genus_species_subspecies), then an additional flag (--genus) can be used for this step. Rather than outputting a list of tip labels, the output will include the genus and species labels. Here is an example of how to use this feature:
python MonoPhylo.py -t <tree file> -o <output directory> --write_tips --genus
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
Flag that specifies to write the tip labels to an output file.
Flag that specifies that the tip labels follow the format
Genus_speciesand/orGenus_species_subspecies. When used, the output files will be calledSpecies_List.txtandGenus_List.txt.
python MonoPhylo.py -t bin/Analysis/RAxML_bestTree.Iguania.tre -o bin/Analysis/Output1/ --write_tips --genus
The above command will search the tree file RAxML_bestTree.Iguania.tre to find all tip names present, break the names into genus and species components and write the output files called Species_List.txt and Genus_List.txt to the specified directory.
Here is an example of what the truncated contents of Species_List.txt might look like:
Species Genus
Acanthocercus_adramitanus Acanthocercus
Acanthocercus_annectens Acanthocercus
Acanthosaura_armata Acanthosaura
Acanthosaura_capra Acanthosaura
Agama_aculeata Agama
Agama_africana Agama
...
Notice that rather than containing a single column labeled Tip, there are now two columns labeled Species and Genus with the correct contents. The Genus_List.txt is similar to this file, but will only have a single column containing a list of all unique genera:
Genus
Acanthocercus
Acanthosaura
Agama
...
Once an output file containing the tip labels is obtained, the next step is to use this file to construct a map file. The map file will define the groups to test. The map file should be in tab-delimited format. The first column will have a complete list of the tips in the tree (labeled Tips or Species depending on the option used to generate the tip labels file). Any additional column added allows for a grouping to be set. If the --genus flag was used to generate the tip label file, the second column will automatically contain the genus groupings. The additional columns can be used to represent any type of taxon grouping (sub-family, family, super-family, order) or any custom-defined group. Members belonging to a particular group should be assigned the same group name for a given column, and all tips not assigned to any group for that column should be assigned a NA value.
Here is an example of the contents of a map file I generated:
Species Genus Family SubFamily MajorGroup
Acanthocercus_adramitanus Acanthocercus Agamidae Agaminae Acrodonta
Acanthocercus_annectens Acanthocercus Agamidae Agaminae Acrodonta
Acanthosaura_armata Acanthosaura Agamidae Draconinae Acrodonta
Acanthosaura_capra Acanthosaura Agamidae Draconinae Acrodonta
Agama_aculeata Agama Agamidae Agaminae Acrodonta
Agama_africana Agama Agamidae Agaminae Acrodonta
Amblyrhynchus_cristatus Amblyrhynchus Iguanidae NA Pleurodonta
Amphibolurus_muricatus Amphibolurus Agamidae Amphibolurinae Acrodonta
Amphibolurus_norrisi Amphibolurus Agamidae Amphibolurinae Acrodonta
Anisolepis_grilli Anisolepis Leiosauridae Enyaliinae Pleurodonta
Anisolepis_longicauda Anisolepis Leiosauridae Enyaliinae Pleurodonta
Anolis_acutus Anolis Dactyloidae NA Pleurodonta
Anolis_aeneus Anolis Dactyloidae NA Pleurodonta
...
In this example map file I labeled the columns according to a particular taxonomic level, and the groupings matched those levels. Note that there was no SubFamily value assigned to the genus Anolis, and the NA value was used instead. The NA value will exclude a tip from being assigned to any grouping for that category. This is useful for outgroups, which can be assigned NA across all columns and be excluded from analysis. In this sense, a group category (column) does not require that each of the tips be assigned to a specific group, they can always be ignored for the category by assigning NA instead.
The map file can contain more taxa than are actually present in the tree. Only taxon names that match those found in the tree will be included in the analysis. However, it is extremely important that all taxa present in the tree that belong to a particular group are included in the map file, otherwise the group can never be found as monophyletic (because some members are missing). This is why it makes the most sense to construct the map file from the tip labels output file created by MonoPhylo.
How you make the map file is ultimately up to you, but it might be helpful to use a spreadsheet editor (such as Excel) to add columns and values. Regardless of how the file is constructed, the final format must be tab-delimited. Sometimes using Excel or other applications to generate a tab-delmited text file will include hidden characters, so make sure to open the output file in a text editor and ensure UTF-8 encoding and Unix line breaks (line breaks marked by \n, rather than \r\n). This will allow MonoPhylo to parse the file correctly.
To correctly assess whether groupings are monophyletic, it is important to ensure that the phylogenetic tree is properly rooted. If the tree is unrooted, MonoPhylo can be used to correctly root the tree based on the MRCA of a set of taxa/tip labels (minimally two, but up to five taxa). The tip labels must be present in the tree, or an error will be thrown. The tip labels output file can be used to identify the labels for this step. The tree can be written to an output tree file and inspected to ensure the root placement is correct. The rooted tree file can also be used for analysis. If the input tree file contains support values, these will be preserved in the rooted tree file. Here is an example of how to use MonoPhylo to root a tree:
python MonoPhylo.py -t <tree file> -o <output directory> --root --tip1 <tip/taxon label> --tip2 <tip/taxon label>
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
Flag that specifies to root the phylogenetic tree using the MRCA of minimally two taxa (using the
--tip1and--tip2flags).
The name of the first tip/taxon label to use in rooting the tree.
The name of the second tip/taxon label to use in rooting the tree.
python MonoPhylo.py -t bin/Analysis/RAxML_bestTree.Iguania.tre -o bin/Analysis/Output1/ --root --tip1 Acanthocercus_adramitanus --tip2 Agama_africana
The above command will root the tree file RAxML_bestTree.Iguania.tre using the MRCA of Acanthocercus_adramitanus and Agama_africana. Note that in this case, no output files will be created in the specified output directory.
To write the rooted tree to an output file, an additional flag must be included (--write_root). For example:
python MonoPhylo.py -t <tree file> -o <output directory> --root --tip1 <tip/taxon label> --tip2 <tip/taxon label> --write_root
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
Flag that specifies to root the phylogenetic tree using the MRCA of minimally two taxa (using the
--tip1and--tip2flags).
The name of the first tip/taxon label to use in rooting the tree.
The name of the second tip/taxon label to use in rooting the tree.
Flag indicating the rooted tree should be written to an output file. The output tree file will be written to the specified output directory, and will have a name identical to the input tree file but with a prefix (
Rooted_) added. For exampleMy-Tree.trewould be rooted and written asRooted_My-Tree.tre.
python MonoPhylo.py -t bin/Analysis/RAxML_bestTree.Iguania.tre -o bin/Analysis/Output1/ --root --tip1 Acanthocercus_adramitanus --tip2 Agama_africana --write_root
The above command will root the tree file RAxML_bestTree.Iguania.tre using the MRCA of Acanthocercus_adramitanus and Agama_africana. Note that in this case, a rooted tree file called Rooted_RAxML_bestTree.Iguania.tre will be created in the specified output directory.
The rooting procedure will find the MRCA of a set of taxa and use it to root the phylogeny. This requires a minimum of two taxa, but up to five taxa can be included in the set used to identify the MRCA. To include more than two taxa, the optional --tip3, --tip4, and --tip5 flags can be used:
python MonoPhylo.py -t <tree file> -o <output directory> --root --tip1 <tip/taxon label> --tip2 <tip/taxon label> --tip3 <tip/taxon label> --tip4 <tip/taxon label> --tip5 <tip/taxon label> --write_root
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
Flag that specifies to root the phylogenetic tree using the MRCA of minimally two taxa (using the
--tip1and--tip2flags).
Required: The name of the first tip/taxon label to use in rooting the tree.
Required: The name of the second tip/taxon label to use in rooting the tree.
Optional: The name of the third tip/taxon label to use in rooting the tree.
Optional: The name of the fourth tip/taxon label to use in rooting the tree.
Optional: The name of the fifth tip/taxon label to use in rooting the tree.
python MonoPhylo.py -t bin/Analysis/RAxML_bestTree.Iguania.tre -o bin/Analysis/Output1/ --root --tip1 Acanthocercus_adramitanus --tip2 Agama_africana --tip3 Amblyrhynchus_cristatus --tip4 Tropidurus_semitaeniatus --write_root
The above command will root the tree file RAxML_bestTree.Iguania.tre using the MRCA of four taxa: Acanthocercus_adramitanus, Agama_africana, Amblyrhynchus_cristatus, and Tropidurus_semitaeniatus. In this case, the --write_root flag specifies a rooted tree file called Rooted_RAxML_bestTree.Iguania.tre will be created in the specified output directory.
Once a map file has been constructed and the tree is properly rooted, the defined groups can be assessed. There are two types of analyses, which only vary in whether the input tree contains support values or not. For each group category (e.g., a column in the map file), an output file will be created. In addition, the results across all group categories can be found in the output file labeled All_Groups_results.txt. The results files for each group category will contain the following columns of information:
- Grouping - The name of the group, as indicated in the map file.
- Number_Contained_Taxa - The number of taxa contained in the group. This number includes only the taxa that were found in the tree.
- Monophyletic - A value of
TrueorFalsewill be assigned based on whether the grouping was found to be monophyletic. If the group contained only a single taxon, a value ofNAis assigned instead. - Category - Possible values include
Monophyletic,Paraphyletic, andPolyphyletic. If the group contained only a single taxon, a value ofNAis assigned instead. - Support - If the tree contains support values for nodes and this option is invoked, the support value will be listed for groups found to be monophyletic. If the group is paraphyletic, polyphyletic, or contains only a single taxon, a value of
NAis assigned instead. - Number_Interfering_Species - If the group is paraphyletic or polyphyletic, the NUMBER of additional taxa that must be included to make the group monophyletic is listed. This is the number of taxa that are 'interfering' with the monophyly of the group. If the group is monophyletic, this value will be 0.
- Interfering_Species - If the group is paraphyletic or polyphyletic, the NAMES of the additional taxa that must be included to make the group monophyletic are listed. These are the names of the taxa that are 'interfering' with the monophyly of the group. If the group is monophyletic, this column will be blank.
Instructions for running the analysis for both tree types are provided below.
To run the analysis for a tree without support values for nodes, the following command can be used:
python MonoPhylo.py -t <tree file> -o <output directory> -m <map file>
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
The full path to a map file that contains the tip/taxon labels and their corresponding groupings.
python MonoPhylo.py -t bin/Analysis/Rooted_RAxML_bestTree.Iguania.tre -o bin/Analysis/Output1/ -m bin/Analysis/Iguania_groupings.txt
The above command will assess all groupings defined in Iguania_groupings.txt in the tree file Rooted_RAxML_bestTree.Iguania.tre. All output files will be created in the specified output directory.
In this usage the output files will not contain any information about support values, because we did not include the --support flag. Here is an example of the truncated contents from one of the results files (in this case genera):
Grouping Number_Contained_Taxa Monophyletic Category Number_Interfering_Species Interfering_Species
Acanthocercus 5 FALSE Polyphyletic 10 Agama_robecchii, Pseudotrapelus_aqabensis, Pseudotrapelus_chlodnickii, Pseudotrapelus_dhofarensis, Pseudotrapelus_jensvindumi, Pseudotrapelus_neumanni, Pseudotrapelus_sinaitus, Xenagama_batillifera, Xenagama_taylori, Xenagama_wilmsi
Acanthosaura 4 TRUE Monophyletic 0
Agama 38 FALSE Polyphyletic 14 Acanthocercus_adramitanus, Acanthocercus_annectens, Acanthocercus_atricollis, Acanthocercus_cyanogaster, Acanthocercus_yemensis, Pseudotrapelus_aqabensis, Pseudotrapelus_chlodnickii, Pseudotrapelus_dhofarensis, Pseudotrapelus_jensvindumi, Pseudotrapelus_neumanni, Pseudotrapelus_sinaitus, Xenagama_batillifera, Xenagama_taylori, Xenagama_wilmsi
Amblyrhynchus 1 NA NA 0
Amphibolurus 2 TRUE Monophyletic 0
Anisolepis 2 TRUE Monophyletic 0
Anolis 324 TRUE Monophyletic 0
Aphaniotis 1 NA NA 0
Archaius 1 NA NA 0
Basiliscus 4 TRUE Monophyletic 0
To run the analysis for a tree containing support values for nodes, the following command can be used:
python MonoPhylo.py -t <tree file> -o <output directory> -m <map file> --support
The full path to a file that contains a phylogenetic tree in NEWICK format.
The full path to an existing directory to write the output files.
The full path to a map file that contains the tip/taxon labels and their corresponding groupings.
A flag indicating the input tree contains support values and that they should be included in the output files.
python MonoPhylo.py -t bin/Analysis/Rooted_RAxML_bipartitions.Iguania.tre -o bin/Analysis/Output1/ -m bin/Analysis/Iguania_groupings.txt --support
The above command will assess all groupings defined in Iguania_groupings.txt in the tree file Rooted_RAxML_bipartitions.Iguania.tre. All output files will be created in the specified output directory.
In this usage the output files will contain an additional column with information about support values, because we used the --support flag. Here is an example of the truncated contents from one of the results files (in this case genera):
Grouping Number_Contained_Taxa Monophyletic Category Support Number_Interfering_Species Interfering_Species
Acanthocercus 5 FALSE Polyphyletic NA 10 Agama_robecchii, Pseudotrapelus_aqabensis, Pseudotrapelus_chlodnickii, Pseudotrapelus_dhofarensis, Pseudotrapelus_jensvindumi, Pseudotrapelus_neumanni, Pseudotrapelus_sinaitus, Xenagama_batillifera, Xenagama_taylori, Xenagama_wilmsi
Acanthosaura 4 TRUE Monophyletic 100 0
Agama 38 FALSE Polyphyletic NA 14 Acanthocercus_adramitanus, Acanthocercus_annectens, Acanthocercus_atricollis, Acanthocercus_cyanogaster, Acanthocercus_yemensis, Pseudotrapelus_aqabensis, Pseudotrapelus_chlodnickii, Pseudotrapelus_dhofarensis, Pseudotrapelus_jensvindumi, Pseudotrapelus_neumanni, Pseudotrapelus_sinaitus, Xenagama_batillifera, Xenagama_taylori, Xenagama_wilmsi
Amblyrhynchus 1 NA NA NA 0
Amphibolurus 2 TRUE Monophyletic 100 0
Anisolepis 2 TRUE Monophyletic 100 0
Anolis 324 TRUE Monophyletic 95 0
Aphaniotis 1 NA NA NA 0
Archaius 1 NA NA NA 0
Basiliscus 4 TRUE Monophyletic 96 0