flowCore: inverse logicle transformation of flow cytometry data
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@spynebroadinstituteorg-3685
Last seen 10.3 years ago
Hi, I applied logicle transformation (with default arguments) to my data points, then detected the subpopulations of interest in the transformed data, and now I want to revert the subpopulations back to the original scale of the untransformed state. In other words, if I want to apply the inverse of the logicle transformtion (applied with default arguments, which I do not know) to my data, is that possible? Thanks. -Pyne
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Chao-Jen Wong ▴ 580
@chao-jen-wong-3603
Last seen 10.0 years ago
USA/Seattle/Fred Hutchinson Cancer Reseā€¦
Hi, Pyne That is an interesting question. flowCore does not have an inverse function for the logicle transformation. Since the logicle transformation is an one-to-one and onto function, it is possible to implement an inverse function. It is, however, not straightforward. Do you really really need such a function? spyne at broadinstitute.org wrote: > > Hi, > > I applied logicle transformation (with default arguments) > to my data points, then detected the subpopulations of > interest in the transformed data, and now I want to > revert the subpopulations back to the original scale of > the untransformed state. > > In other words, if I want to apply the inverse of the logicle > transformtion (applied with default arguments, which I do not > know) to my data, is that possible? > > Thanks. > -Pyne > > _______________________________________________ > Bioconductor mailing list > Bioconductor at stat.math.ethz.ch > https://stat.ethz.ch/mailman/listinfo/bioconductor > Search the archives: > http://news.gmane.org/gmane.science.biology.informatics.conductor -- Chao-Jen Wong Program in Computational Biology Division of Public Health Sciences Fred Hutchinson Cancer Research Center 1100 Fairview Avenue N., M2-B876 PO Box 19024 Seattle, WA 98109 206.667.4485 cwon2 at fhcrc.org
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Hi, The reason I need the inverse function for logicle is because after I have computationally identified the cluster of events in logicle-transformed marker space, now I want to use the knowledge of that range of events in the original, untransformed scale for sorting out similar events in the subsequent experiments. My guess is that this may not be a very far-fetched scenario, and since the transformation is deterministic and bijective anyway, an inverse function would be good to have, at least for the default argument settings. One option is of course a slow numerical computation method. However, since the transformation is monotonic, for a fixed setting of arguments (e.g. the default setting), doing a simple binary search over a reasonable range is a cheap way to approximate the inverse within a desirable accuracy. Thanks! -Pyne Quoting Chao-Jen Wong <cwon2 at="" fhcrc.org="">: > Hi, Pyne > > That is an interesting question. flowCore does not have an inverse > function for the logicle transformation. Since the logicle > transformation is an one-to-one and onto function, it is possible to > implement an inverse function. It is, however, not straightforward. Do > you really really need such a function? > > spyne at broadinstitute.org wrote: >> >> Hi, >> >> I applied logicle transformation (with default arguments) >> to my data points, then detected the subpopulations of >> interest in the transformed data, and now I want to >> revert the subpopulations back to the original scale of >> the untransformed state. >> >> In other words, if I want to apply the inverse of the logicle >> transformtion (applied with default arguments, which I do not >> know) to my data, is that possible? >> >> Thanks. >> -Pyne >> >> _______________________________________________ >> Bioconductor mailing list >> Bioconductor at stat.math.ethz.ch >> https://stat.ethz.ch/mailman/listinfo/bioconductor >> Search the archives: >> http://news.gmane.org/gmane.science.biology.informatics.conductor > > > -- > Chao-Jen Wong > Program in Computational Biology > Division of Public Health Sciences > Fred Hutchinson Cancer Research Center > 1100 Fairview Avenue N., M2-B876 > PO Box 19024 > Seattle, WA 98109 > 206.667.4485 > cwon2 at fhcrc.org > >
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Hi, Pyne, I agree with you that it is good to have an inverse function. Thanks for your suggestion and tips. We will try to implement it next week. Thanks, Chao-Jen spyne at broadinstitute.org wrote: > > Hi, > > The reason I need the inverse function for logicle is because > after I have computationally identified the cluster of events in > logicle-transformed marker space, now I want to use the knowledge > of that range of events in the original, untransformed scale for > sorting out similar events in the subsequent experiments. > > My guess is that this may not be a very far-fetched scenario, > and since the transformation is deterministic and bijective > anyway, an inverse function would be good to have, at least for > the default argument settings. One option is of course a slow > numerical computation method. > > However, since the transformation is monotonic, for a fixed setting > of arguments (e.g. the default setting), doing a simple binary search > over a reasonable range is a cheap way to approximate the inverse > within a desirable accuracy. > > Thanks! > -Pyne > > > Quoting Chao-Jen Wong <cwon2 at="" fhcrc.org="">: > >> Hi, Pyne >> >> That is an interesting question. flowCore does not have an inverse >> function for the logicle transformation. Since the logicle >> transformation is an one-to-one and onto function, it is possible to >> implement an inverse function. It is, however, not straightforward. Do >> you really really need such a function? >> >> spyne at broadinstitute.org wrote: >>> >>> Hi, >>> >>> I applied logicle transformation (with default arguments) >>> to my data points, then detected the subpopulations of >>> interest in the transformed data, and now I want to >>> revert the subpopulations back to the original scale of >>> the untransformed state. >>> >>> In other words, if I want to apply the inverse of the logicle >>> transformtion (applied with default arguments, which I do not >>> know) to my data, is that possible? >>> >>> Thanks. >>> -Pyne >>> >>> _______________________________________________ >>> Bioconductor mailing list >>> Bioconductor at stat.math.ethz.ch >>> https://stat.ethz.ch/mailman/listinfo/bioconductor >>> Search the archives: >>> http://news.gmane.org/gmane.science.biology.informatics.conductor >> >> >> -- >> Chao-Jen Wong >> Program in Computational Biology >> Division of Public Health Sciences >> Fred Hutchinson Cancer Research Center >> 1100 Fairview Avenue N., M2-B876 >> PO Box 19024 >> Seattle, WA 98109 >> 206.667.4485 >> cwon2 at fhcrc.org >> >> > > -- Chao-Jen Wong Program in Computational Biology Division of Public Health Sciences Fred Hutchinson Cancer Research Center 1100 Fairview Avenue N., M2-B876 PO Box 19024 Seattle, WA 98109 206.667.4485 cwon2 at fhcrc.org
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