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use collapsable details to improve FAQ formatting (#503)
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58
README.md
58
README.md
@@ -110,6 +110,12 @@ pip install cellxgene
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## FAQ
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<details>
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<summary> questions about data formatting </summary>
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<hr>
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> Someone sent me a directory of `10X-Genomics` data with a `mtx` file and I've never used `scanpy`, can I use `cellxgene`?
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Yep! This should only take a couple steps. We'll assume your data is in a folder called `data/` and you've successfully installed `cellxgene` with the `louvain` packages as described above. Just run
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@@ -126,6 +132,8 @@ cellxgene launch data-processed.h5ad --layout=umap --open
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And your web browser should open with an interactive view of your data.
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<hr>
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> In my `prepare` command I received the following error `Warning: louvain module is not installed, no clusters will be calculated. To fix this please install cellxgene with the optional feature louvain enabled`
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Louvain clustering requires additional dependencies that are somewhat complex, so we don't include them by default. For now, you need to specify that you want these packages by using
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@@ -134,6 +142,8 @@ Louvain clustering requires additional dependencies that are somewhat complex, s
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pip install cellxgene[louvain]
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```
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<hr>
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> I ran `prepare` and I'm getting results that look unexpected
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You might want to try running one of the preprocessing recipes included with `scanpy` (read more about them [here](https://scanpy.readthedocs.io/en/latest/api/index.html#recipes)). You can specify this with the `--recipe` option, such as
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@@ -144,21 +154,13 @@ cellxgene prepare data/ --output=data-processed.h5ad --recipe=zheng17
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It should be easy to run `prepare` then call `cellxgene launch` a few times with different settings to explore different behaviors. We may explore adding other preprocessing options in the future.
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<hr>
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> I have extra metadata that I want to add to my dataset
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Currently this is not supported directly, but you should be able to do this manually using `scanpy`. For example, this [notebook](https://github.com/falexwolf/fun-analyses/blob/master/tabula_muris/tabula_muris.ipynb) shows adding the contents of a `csv` file with metadata to an `anndata` object. For now, you could do this manually on your data in the same way and then save out the result before loading into `cellxgene`.
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> I tried to `pip install cellxgene` and got a weird error I don't understand
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This may happen, especially as we work out bugs in our installation process! Please create a new [Github issue](https://github.com/chanzuckerberg/cellxgene/issues), explain what you did, and include all the error messages you saw. It'd also be super helpful if you call `pip freeze` and include the full output alongside your issue.
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> How are you computing and sorting differential expression results?
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Currently we use a [Welch's _t_-test](https://en.wikipedia.org/wiki/Welch%27s_t-test) implementation including the same variance overestimation correction as used in `scanpy`. We sort the `tscore` to identify the top N genes, and then filter to remove any that fall below a cutoff log fold change value, which can help remove spurious test results. The default threshold is `0.01` and can be changed using the option `--diffexp-lfc-cutoff`. We can explore adding support for other test types in the future.
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> I'm following the developer instructions and get an error about "missing files and directories” when trying to build the client
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This is likely because you do not have node and npm installed, we recommend using [nvm](https://github.com/creationix/nvm) if you're new to using these tools.
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<hr>
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> What part of the anndata objects does cellxgene pull in for visualization?
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@@ -166,12 +168,46 @@ This is likely because you do not have node and npm installed, we recommend usin
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- `.X` is used to display expression (histograms, scatterplot & colorscale) and to compute differential expression
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- `.obsm` is used for layout
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<hr>
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> When I start cellxgene, I get an error `Unexpected HTTP response 500, INTERNAL SERVER ERROR -- Out of range float values are not JSON compliant` in the web UI, or `Warning: JSON encoding failure - suggest trying --nan-to-num command line option` in the CLI. What can I do?
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At the moment, cellxgene is unable to transmit floating point NaN or Inifinty values to the web UI (due to a limitation on data serialization method in use). We expect to resolve this in a future release, but in the meantime, you can work around this issue by starting cellxgene with the `--nan-to-num` command line option, ie, `cellxgene launch data.h5ad --nan-to-num`.
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This option will convert all NaNs to zero, and all positive/negative infinities to the min/max of the data element within which the value was found (eg, +Infinity within an `obs` annotation will be converted to the maximum finite value in that annotation). This option will increase startup time, so we recommend only using it when the dataset contains NaN/Infinities.
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</details>
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<details>
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<summary> questions about installing and building </summary>
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<hr>
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> I tried to `pip install cellxgene` and got a weird error I don't understand
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This may happen, especially as we work out bugs in our installation process! Please create a new [Github issue](https://github.com/chanzuckerberg/cellxgene/issues), explain what you did, and include all the error messages you saw. It'd also be super helpful if you call `pip freeze` and include the full output alongside your issue.
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<hr>
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> I'm following the developer instructions and get an error about "missing files and directories” when trying to build the client
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This is likely because you do not have node and npm installed, we recommend using [nvm](https://github.com/creationix/nvm) if you're new to using these tools.
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</details>
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<details>
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<summary> questions about algorithms </summary>
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<hr>
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> How are you computing and sorting differential expression results?
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Currently we use a [Welch's _t_-test](https://en.wikipedia.org/wiki/Welch%27s_t-test) implementation including the same variance overestimation correction as used in `scanpy`. We sort the `tscore` to identify the top N genes, and then filter to remove any that fall below a cutoff log fold change value, which can help remove spurious test results. The default threshold is `0.01` and can be changed using the option `--diffexp-lfc-cutoff`. We can explore adding support for other test types in the future.
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</details>
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## developer guide
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This project has made a few key design choices
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