diff --git a/.github/workflows/convert_csv.yml b/.github/workflows/convert_csv.yml deleted file mode 100644 index 1f0d5c96..00000000 --- a/.github/workflows/convert_csv.yml +++ /dev/null @@ -1,40 +0,0 @@ -# This workflow will install Python dependencies, run tests and lint with a variety of Python versions -# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions - -name: convert_csv - -on: - - push - -jobs: - - convert_csv_to_md: - runs-on: ${{ matrix.os }} - strategy: - matrix: - os: [ubuntu-latest] - python-version: [3.8] - - steps: - - uses: actions/checkout@v2 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v1 - with: - python-version: ${{ matrix.python-version }} - - name: Install dependencies - run: | - pip install wheel pandas - pip install wheel tabulate - - name: Run script to convert table - run: | - python doc/convert_to_md.py -# - name: Commit md file -# run: | -# git add doc/code_contributions_record.md -# git config --global user.name 'OSIPI' -# git config --global user.email 'OSIPI@users.noreply.github.com' -# git diff --exit-code || git commit -am "commit doc/code_contributions_record.md" -# git push - - uses: stefanzweifel/git-auto-commit-action@v4 - with: - commit_message: commit doc/code_contributions_record.md diff --git a/.github/workflows/jupyterbook.yml b/.github/workflows/jupyterbook.yml index 1a4007d8..fc6642f8 100644 --- a/.github/workflows/jupyterbook.yml +++ b/.github/workflows/jupyterbook.yml @@ -27,17 +27,17 @@ jobs: pip install wheel pytest pip install -r notebooks/requirements.txt pip install . - - name: Test with pytest run: | pytest . - # Build the book + - name: Convert contributors csv to md + run: | + python doc/convert_to_md.py - name: Build the book run: | jupyter-book build notebooks/ touch notebooks/_build/html/.nojekyll - - name: Re-organize files run: | mkdir out diff --git a/README.md b/README.md index 9b44cba6..f56b7933 100644 --- a/README.md +++ b/README.md @@ -5,8 +5,8 @@ -- [code database with links to source code](doc/code_contributions_record.md) -- [test-results website](http://osipi.org/DCE-DSC-MRI_TestResults) +- [code database with links to source code](https://osipi.org/DCE-DSC-MRI_TestResults/overview_of_code_collection.html) +- [test-results website](https://osipi.org/DCE-DSC-MRI_TestResults) The ISMRM Open Science Initiative for Perfusion Imaging ([OSIPI](https://www.osipi.org/)) aims to promote the sharing of perfusion imaging software in order to reduce duplication, improve reproducibility and speed up translation. This **DCE-DSC-MRI_CodeCollection** code library is maintained by [Taskforce 2.3](https://www.osipi.org/task-force-2-3/) of OSIPI and aims to collect, test and share open-source perfusion imaging code for use in research and software development. Code contributions can include modules covering one or more steps within the image processing pipeline, for example T1 mapping, converting signal to concentration and pharmacokinetic modelling. A further aim of OSIPI is to develop a fully tested and harmonised code library, drawing on the contributions within this repository. @@ -43,4 +43,4 @@ The results of the validated code are published on the [test-results website](ht -This is an ongoing project, we welcome new contributions. If you would like to contribute to the OSIPI initiative please email the contacts listed on our [website](https://www.osipi.org/task-force-2-3/). \ No newline at end of file +This is an ongoing project, we welcome new contributions. If you would like to contribute to the OSIPI initiative please email the contacts listed on our [website](https://www.osipi.org/task-force-2-3/). diff --git a/doc/code_contributions_record.md b/doc/code_contributions_record.md deleted file mode 100644 index dc8e904f..00000000 --- a/doc/code_contributions_record.md +++ /dev/null @@ -1,89 +0,0 @@ -| Technique | Category | Subcategory (link to source code) | Notes | Subfolder | Authors | Institution | function/module name | doi | Tester | Test status (empty/in-progress/complete) | -|:------------|:------------------------|:----------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------|:------------------------|:--------------------------------------|:---------------------------------------------------------------------------------------|:----------------------------------------------|:--------------------------------------------------------------------------------------|:---------|:-------------------------------------------| -| DCE | Bolus arrival time | [piecewise linear quadratic function](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/BAT_estimation.py) | Cheong et al (DOI: 10.1088/0031-9155/48/5/403) | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | BAT_linquad | nan | tbd | nan | -| DCE | Bolus arrival time | [fitting Kety (Tofts) model to first third of the curve](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/BAT_estimation.py) | nan | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | BAT_kety | nan | tbd | nan | -| DCE | Input Functions | [load AIF](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/dce_aif.py) | load from txt | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | read_AIF | https://doi.org/10.21105/joss.03523 | tbd | nan | -| DCE | Input Functions | [Parker AIF](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/dce_aif.py) | nan | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | compute_population_AIF | https://doi.org/10.21105/joss.03523 | JK/PvH | completed | -| DCE | Input Functions | [patient-specific AIF](../src/original/MJT_UoEdinburgh_UK/aifs.py) | constructed from time-concentration data | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | patientSpecific | nan | tbd | nan | -| DCE | Input Functions | [Parker AIF](../src/original/MJT_UoEdinburgh_UK/aifs.py) | Parker AIF, Parker-like AIF | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Parker | nan | JK/PvH | completed | -| DCE | Input Functions | [Manning AIF](../src/original/MJT_UoEdinburgh_UK/aifs.py) | Manning et al (https://doi.org/10.1002/mrm.28833) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | ManningFast, ManningSlow | nan | tbd | completed | -| DCE | Input Functions | [Heye AIF](../src/original/MJT_UoEdinburgh_UK/aifs.py) | Heye et al (https://doi.org/10.1016/j.neuroimage.2015.10.018) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Heye | nan | tbd | completed | -| DCE | Input Functions | [AIF parameterization](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | nan | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | Cosine4AIF, Cosine8AIF | https://doi.org/10.1088/0031-9155/53/5/005; https://doi.org/10.1007/s00330-015-4012-9 | tbd | nan | -| DCE | Input Functions | [Head-and-neck population AIF](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | Wong et al (DOI: https://doi.org/10.2967/jnumed.116.174433) | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | aifPopHN | nan | tbd | nan | -| DCE | Input Functions | [Parker AIF](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | nan | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | aifPopPMB | nan | tbd | nan | -| DCE | Input Functions | [load AIF](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/ArterialInputFunction.py) | from txt | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | loadStandard | nan | tbd | nan | -| DCE | Input Functions | [AIF parameterization](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/ArterialInputFunction.py) | fit gamma-variate function | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | gammaVariateFit | nan | tbd | nan | -| DCE | Input Functions | [Georgiou AIF](../src/original/PvH_NKI_NL/AIF/PopulationAIF.py) | Georgiou et al (DOI: 10.1002/mrm.27524) | PvH_NKI | Petra van Houdt | the Netherlands Cancer Institute, the Netherlands | GeorgiouAIF | nan | JK/PvH | completed | -| DCE | Input Functions | [Parker AIF](../src/original/PvH_NKI_NL/AIF/PopulationAIF.py) | nan | PvH_NKI | Petra van Houdt | the Netherlands Cancer Institute, the Netherlands | ParkerAIF | nan | JK/PvH | completed | -| DCE | Input Functions | [Parker AIF](../src/original/ST_USyd_AUS/InputFunctions.py) | nan | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | AIF, variableAIF | nan | JK/PvH | completed | -| DCE | Input Functions | [preclinical AIF](../src/original/ST_USyd_AUS/InputFunctions.py) | McGrath et al (DOI: 10.1002/mrm.21959) | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | preclinicalAIF | nan | JK/PvH | completed | -| DCE | Miscellaneous | [enhancement detection](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | check for enhancement | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | enhance | nan | tbd | nan | -| DCE | Parameter derivation | [iAUC](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/tissue_concentration.py) | nan | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | compute_IAUC | https://doi.org/10.21105/joss.03523 | tbd | nan | -| DCE | Pharmacokinetic models | [Tofts](../src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | NLLS fitting (+forward model) | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | tofts_integral, fit_tofts_model | nan | tdd | nan | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | NLLS fitting (+forward model) | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | ext_tofts_integral, fit_tofts_model | nan | tbd | nan | -| DCE | Pharmacokinetic models | [Tofts](../src/original/LCB_BNI_USA/dce.py) | NLLS fitting (+ forward model) | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | tofts_model, fit_tofts | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [2-cmp exchange](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | TwoCXM | nan | MJT | completed | -| DCE | Pharmacokinetic models | [2-cmp uptake](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | TwoCUM | nan | MJT | completed | -| DCE | Pharmacokinetic models | [AATH](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | AATH | nan | tbd | nan | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | ExtKety | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [Patlak](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | Patlak | nan | MJT | completed | -| DCE | Pharmacokinetic models | [Tofts](../src/original/LEK_UoEdinburgh_UK/PharmacokineticModelling/models.py) | forward model | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | Kety | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [2-cmp exchange](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/two_cxm_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | two_cxm_model | https://doi.org/10.21105/joss.03523 | MJT | completed | -| DCE | Pharmacokinetic models | [2-cmp filtration](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/two_cfm_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | two_cfm_model | https://doi.org/10.21105/joss.03523 | tbd | nan | -| DCE | Pharmacokinetic models | [active uptake and efflux (AUEM)](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/active_uptake_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | active_uptake_model | https://doi.org/10.21105/joss.03523 | tbd | nan | -| DCE | Pharmacokinetic models | [dual-inlet general model](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/dibem.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | dibem | https://doi.org/10.21105/joss.03523 | tbd | nan | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/tofts_model.py) | LLSQ fitting (+forward model) | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | tofts_model | https://doi.org/10.21105/joss.03523 | ST/OGC | completed | -| DCE | Pharmacokinetic models | [2-cmp exchange](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCXM, EnhToPKP, ConcToPKP | nan | MJT | completed | -| DCE | Pharmacokinetic models | [2-cmp exchange](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCXM, EnhToPKP, ConcToPKP | nan | MJT | completed | -| DCE | Pharmacokinetic models | [2-cmp uptake](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCUM, EnhToPKP, ConcToPKP | nan | MJT | completed | -| DCE | Pharmacokinetic models | [2-cmp uptake](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | TCUM, EnhToPKP, ConcToPKP | nan | MJT | completed | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | ExtendedTofts, EnhToPKP, ConcToPKP | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | ExtendedTofts, EnhToPKP, ConcToPKP | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [Patlak](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Patlak, EnhToPKP, ConcToPKP | nan | MJT | completed | -| DCE | Pharmacokinetic models | [Patlak](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Patlak, EnhToPKP, ConcToPKP | nan | MJT | completed | -| DCE | Pharmacokinetic models | [Patlak](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | LLSQ fitting | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | PatlakLinear | nan | MJT | completed | -| DCE | Pharmacokinetic models | [steady-state vp](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | SteadyStateVp, EnhToPKP, ConcToPKP | nan | tbd | nan | -| DCE | Pharmacokinetic models | [steady-state vp](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | SteadyStateVp, EnhToPKP, ConcToPKP | nan | tbd | nan | -| DCE | Pharmacokinetic models | [Tofts](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to concentration values (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Tofts, EnhToPKP, ConcToPKP | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [Tofts](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | NLLS fitting to signal incl. water exchange (incl forward model) | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | Tofts,EnhToPKP, ConcToPKP | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | NLLS fitting (+forward model) | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | fit_tofts_model | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [2-cmp exchange](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | LLSQ fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | twoCXM, fitToModelLLSQ | nan | MJT | completed | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | NLLS fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | ETM, fitToModelNLLS, fitToModelNLLS_parallel | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | LLSQ fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | ETM, fitToModelLLSQ | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [Tofts](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | NLLS fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, Norway | TM, fitToModelNLLS, fitToModelNLLS_parallel | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [Tofts](../src/original/OGJ_OsloU_NOR/MRImageAnalysis/DCE/Analyze.py) | LLSQ fitting (+ forward model) | OGJ_OsloU_NOR | Ole Gunnar Johansen | University of Oslo, NOR | TM, fitToModelLLSQ | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [1-cmp](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | OneCompartment | nan | tbd | nan | -| DCE | Pharmacokinetic models | [dual-inlet 1-cmp](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | DualInletOneCompartment | nan | tbd | nan | -| DCE | Pharmacokinetic models | [dual-inlet ext Tofts](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | DualInletExtendedTofts | nan | tbd | nan | -| DCE | Pharmacokinetic models | [dual-inlet high-flow 2-cmp Gadoxetate](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | DualInletconc_HF2CGM | nan | tbd | nan | -| DCE | Pharmacokinetic models | [extended Tofts](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | ExtendedTofts | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [Tofts](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | Tofts | nan | ST/OGC | completed | -| DCE | Pharmacokinetic models | [high flow 2-cmp Gadoxetate](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | nan | nan | tbd | nan | -| DCE | Pharmacokinetic models | [Patlak](../src/original/ST_USyd_AUS/ModelDictionary.py) | forward model | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | PatlakModel | nan | MJT | completed | -| DCE | Signal to Concentration | [SPGR](../src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | two-steps: S->R1, R1->C | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | r1eff_to_conc, dce_to_r1eff | nan | tbd | nan | -| DCE | Signal to Concentration | [SPGR or GE-EPI](../src/original/LCB_BNI_USA/dce.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | signal_to_conc, estimate_delta_R1 | nan | LK | completed | -| DCE | Signal to concentration | [SPGR](../src/original/LEK_UoEdinburgh_UK/SignalToConcentration/SI2Conc.py) | reverse C->S also available | LEK_UoEdinburgh | Lucy Kershaw | University of Edinburgh, UK | SI2Conc | nan | LK | completed | -| DCE | Signal to concentration | [SPGR](../src/original/MB_QBI_UoManchester_UK/QbiPy/dce_models/tissue_concentration.py) | reverse C->S also available | MB_QBI_UoManchester_UK | Michael Berks | University of Manchester, UK | signal_to_concentration | https://doi.org/10.21105/joss.03523 | LK | completed | -| DCE | Signal to concentration | [SPGR](../src/original/MJT_UoEdinburgh_UK/dce_fit.py) | two steps: S-> enhancement, enhancement -> C; reverse C->S also available | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | sign_to_enh, enh_to_conc | nan | LK | completed | -| DCE | Signal to concentration | [SPGR](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | two steps: S->R1, R1 -> C; reverse C->S also available | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | dce_to_r1eff, r1eff_to_conc | nan | LK | completed | -| DCE | Signal to concentration | [SPGR](../src/original/ST_USyd_AUS/signals2conc.py) | reverse R1->C also available | ST_USydAUS_DCE | Sirisha Tadimalla | University of Sydney, Australia | signals2conc | nan | LK | completed | -| DCE | T1 | [VFA](../src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | nonlinear | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | fit_R1 | nan | tbd | nan | -| DCE | T1 | [VFA](../src/original/ZA_McGill_CAN/vfa.py) | despot | McGill_VFA | Zaki Ahmed | McGill University, Canada | despot | nan | MJT | completed | -| DCE | T1 | [VFA](../src/original/ZA_McGill_CAN/vfa.py) | novifast | McGill_VFA | Zaki Ahmed | McGill University, Canada | novifast | nan | MJT | completed | -| DCE | T1 | [DESPOT1-HIFI](../src/original/MJT_UoEdinburgh_UK/t1_fit.py) | Fit any combination of (IR-)SPGR scans to estimate T1 | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | HIFI | nan | MJT | in-progress | -| DCE | T1 | [VFA](../src/original/MJT_UoEdinburgh_UK/t1_fit.py) | linear | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | VFALinear | nan | MJT | complete | -| DCE | T1 | [VFA](../src/original/MJT_UoEdinburgh_UK/t1_fit.py) | nonlinear | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | VFANonlinear | nan | MJT | complete | -| DCE | T1 | [VFA](../src/original/MJT_UoEdinburgh_UK/t1_fit.py) | two flip angles | MJT_UoEdinburgh_UK | Michael Thrippleton | University of Edinburgh, UK | VFA2Points | nan | tbd | nan | -| DCE | T1 | [VFA](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | two flip angles (linear) | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | R1_two_fas | nan | MJT | competed | -| DCE | T1 | [VFA](../src/original/OG_MO_AUMC_ICR_RMH_NL_UK/ExtendedTofts/DCE.py) | nonlinear | OG_MO_AUMC_ICR_RMH | Oliver Gurney-Champion, Matthew Orton | Amsterdam University Medical Center, the Netherlands, Institute of Cancer Research, UK | R1_VFA | nan | MJT | competed | -| DCE | T1 | [VFA](../src/original/ST_USyd_AUS/VFAT1mapping.py) | linear | ST_Sydney_AUS_T1 | Sirisha Tadimalla | University of Sydney, Australia | VFAT1mapping | nan | MJT | completed | -| DCE | T1 | [VFA](../src/original/ST_USyd_AUS/VFAT1mapping.py) | nonlinear | ST_Sydney_AUS_T1 | Sirisha Tadimalla | University of Sydney, Australia | VFAT1mapping | nan | MJT | completed | -| DCE/DSC | AIF deconvolution | [Volterra discretization with L-curve criterion](../src/original/SR_TBG_BNIPhoenix_USA/AIFDeconvolution/AIF_deconvolution.py) | nan | SR_TBG_BNI_PhoenixUSA | Sudarshan Ragunathan, Laura Bell | Barrow Neurological Institute, USA | AIFdeconvolution | nan | JA | completed | -| DCE/DSC | Miscellaneous | [calculate SNR](../src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | nan | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | signal_to_noise_ratio | nan | tbd | nan | -| DCE/DSC | Miscellaneous | [calculate enhancement ratio](../src/original/DS_BW_VanderBiltUMC_USA/dcemri.py) | nan | DS_BW_VanderBiltUMC_USA | David Smith, Brian Welch | VanderBilt University Medical Center, USA | signal_enhancement_ratio | nan | tbd | nan | -| DSC | Input Functions | [automatic AIF selection](../src/original/JBJA_GUSahlgrenska_SWE/AIF_selection_auto/AIF_selection_automatic.py) | fully automatic, semi-automatic | JBJA_GUSahlgrenskaSWE | Jesper Browall, Jonathan Arvidsson | Sahlgrenska University Hospital and Gothenburg University, Gothenburg, Sweden | AIF_selection_automatic.py | DOI: 10.1002/mrm.20759 | tbd | nan | -| DSC | Leakage correction | [BSW](../src/original/SR_TBG_BNIPhoenix_USA/LeakageCorrection/bsw_leakagecorr.py) | nan | SR_TBG_BNI_PhoenixUSA | Sudarshan Ragunathan, Laura Bell | Barrow Neurological Institute, USA | BSWleakagecorr | nan | SR | in-progress | -| DSC | Parameter derivation | [CBV,CBF,MTT](../src/original/SR_TBG_BNIPhoenix_USA/DSCparameters/DSC_parameters.py) | nan | SR_TBG_BNI_PhoenixUSA | Sudarshan Ragunathan, Laura Bell | Barrow Neurological Institute, USA | DSCparameters | nan | tbd | nan | -| DSC | Signal to deltaR2* | [single echo](../src/original/LCB_BNI_USA/dsc.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | nan | estimate_delta_R2s | tbd | nan | -| DSC | Signal to deltaR2* | [dual echo](../src/original/LCB_BNI_USA/dsc.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | nan | estimate_delta_R2s, estimate_delta_R2s_dual_echo | tbd | nan | -| DSC | Signal to R2* | [dual echo](../src/original/LCB_BNI_USA/dsc.py) | nan | LCB_BNI_USA | Laura Bell | Barrow Neurological Institute, USA | nan | estimate_R2s | tbd | nan | \ No newline at end of file diff --git a/doc/convert_to_md.py b/doc/convert_to_md.py index 93d53261..c7875df1 100644 --- a/doc/convert_to_md.py +++ b/doc/convert_to_md.py @@ -1,5 +1,7 @@ import pandas as pd df = pd.read_csv('doc/code_contributions_record.csv') -with open('doc/code_contributions_record.md', 'w') as md: - df.to_markdown(buf=md, index=False) \ No newline at end of file +md = df.to_markdown(index=False).replace("(../", "(https://github.com/OSIPI/DCE-DSC-MRI_CodeCollection/tree/develop/") +with open('notebooks/overview_of_code_collection.md', 'w') as f: + f.write("# Overview of code collection\n\n") + f.write(md) diff --git a/notebooks/_toc.yml b/notebooks/_toc.yml index d618c4c3..5d05de42 100644 --- a/notebooks/_toc.yml +++ b/notebooks/_toc.yml @@ -4,7 +4,7 @@ format: jb-article root: intro.md sections: -- file: contributors.ipynb +- file: overview_of_code_collection.md - file: DCE.md sections: - file: T1mapping.md diff --git a/notebooks/contributors.ipynb b/notebooks/contributors.ipynb deleted file mode 100644 index c6f77a34..00000000 --- a/notebooks/contributors.ipynb +++ /dev/null @@ -1,1549 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Overview of code collection" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is a table of current code contributions." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "tags": [ - "remove-input" - ] - }, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "tags": [ - "remove-input" - ] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
| \n", - " | Technique | \n", - "Category | \n", - "Subcategory | \n", - "Notes | \n", - "Subfolder | \n", - "Authors | \n", - "Institution | \n", - "Tester | \n", - "Test status (empty/in-progress/complete) | \n", - "Unnamed: 9 | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "DCE | \n", - "Bolus arrival time | \n", - "piecewise linear quadratic function | \n", - "Cheong et al (DOI: 10.1088/0031-9155/48/5/403) | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 1 | \n", - "DCE | \n", - "Bolus arrival time | \n", - "fitting Kety (Tofts) model to first third of t... | \n", - "NaN | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 2 | \n", - "DCE | \n", - "Concentration to enhancement | \n", - "NaN | \n", - "NaN | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 3 | \n", - "DCE | \n", - "Concentration to R1 | \n", - "NaN | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 4 | \n", - "DCE | \n", - "Concentration to signal | \n", - "SPGR | \n", - "NaN | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 5 | \n", - "DCE | \n", - "Concentration to signal | \n", - "SPGR | \n", - "NaN | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 6 | \n", - "DCE | \n", - "Concentration to signal | \n", - "SPGR | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 7 | \n", - "DCE | \n", - "Input Functions | \n", - "AIF parameterization | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 8 | \n", - "DCE | \n", - "Input Functions | \n", - "Georgiou AIF | \n", - "Georgiou et al (DOI: 10.1002/mrm.27524) | \n", - "PvH_NKI | \n", - "Petra van Houdt | \n", - "the Netherlands Cancer Institute, the Netherlands | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 9 | \n", - "DCE | \n", - "Input Functions | \n", - "Head-and-neck population AIF | \n", - "Wong et al (DOI: https://doi.org/10.2967/jnume... | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 10 | \n", - "DCE | \n", - "Input Functions | \n", - "load AIF | \n", - "load from txt | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 11 | \n", - "DCE | \n", - "Input Functions | \n", - "load AIF | \n", - "from txt, gamma-variate function | \n", - "OGJ_OsloU_Norway | \n", - "Ole Gunnar Johansen | \n", - "University of Oslo, Norway | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 12 | \n", - "DCE | \n", - "Input Functions | \n", - "Parker AIF | \n", - "NaN | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 13 | \n", - "DCE | \n", - "Input Functions | \n", - "Parker AIF | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 14 | \n", - "DCE | \n", - "Input Functions | \n", - "Parker AIF | \n", - "NaN | \n", - "PvH_NKI | \n", - "Petra van Houdt | \n", - "the Netherlands Cancer Institute, the Netherlands | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 15 | \n", - "DCE | \n", - "Input Functions | \n", - "Parker AIF | \n", - "Parker AIF, Parker-like AIF | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 16 | \n", - "DCE | \n", - "Input Functions | \n", - "Parker AIF | \n", - "NaN | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 17 | \n", - "DCE | \n", - "Input Functions | \n", - "patient-specific AIF | \n", - "measured AIF | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 18 | \n", - "DCE | \n", - "Input Functions | \n", - "preclinical AIF | \n", - "McGrath et al (DOI: 10.1002/mrm.21959) | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "JK/PvH | \n", - "in-progress | \n", - "NaN | \n", - "
| 19 | \n", - "DCE | \n", - "Parameter derivation | \n", - "iAUC | \n", - "NaN | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 20 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "1-cmp | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 21 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp exchange | \n", - "forward model | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 22 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp exchange | \n", - "forward model, NLLS and LLSQ fitting methods | \n", - "OGJ_OsloU_Norway | \n", - "Ole Gunnar Johansen | \n", - "University of Oslo, Norway | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 23 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp exchange | \n", - "forward model, NLLS fitting (concentration), N... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 24 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp exchange | \n", - "forward model, LLSQ fitting methods | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 25 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp filtration | \n", - "forward model, LLSQ fitting methods | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 26 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp uptake | \n", - "forward model | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 27 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "2-cmp uptake | \n", - "forward model, NLLS fitting (concentration), N... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 28 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "AATH | \n", - "forward model | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 29 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "active uptake and efflux (AUEM) | \n", - "forward model, LLSQ fitting methods | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 30 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "dual-inlet 1-cmp | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 31 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "dual-inlet ext Tofts | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 32 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "dual-inlet general model | \n", - "works with 2CXM, 2CFM, AUEM, LLSQ fitting methods | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 33 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "dual-inlet high-flow 2-cmp Gadoxetate | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 34 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "extended Tofts | \n", - "forward model | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 35 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "extended Tofts | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 36 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "extended Tofts | \n", - "forward model, NLLS fitting methods | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 37 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "extended Tofts | \n", - "forward model, NLLS and LLSQ fitting methods | \n", - "OGJ_OsloU_Norway | \n", - "Ole Gunnar Johansen | \n", - "University of Oslo, Norway | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 38 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "extended Tofts | \n", - "forward model, NLLS fitting (concentration), N... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 39 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "extended Tofts | \n", - "forward model, LLSQ fitting methods | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 40 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "high flow 2-cmp Gadoxetate | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 41 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Patlak | \n", - "forward model | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 42 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Patlak | \n", - "forward model | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 43 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Patlak | \n", - "forward model, NLLS fitting (concentration), N... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 44 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "steady-state vp | \n", - "forward model, NLLS fitting (concentration), N... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 45 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Tofts | \n", - "forward model | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 46 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Tofts | \n", - "forward model, NLLS and LLSQ fitting methods | \n", - "OGJ_OsloU_Norway | \n", - "Ole Gunnar Johansen | \n", - "University of Oslo, Norway | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 47 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Tofts | \n", - "forward model, NLLS fitting (concentration), N... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 48 | \n", - "DCE | \n", - "Pharmacokinetic models | \n", - "Tofts | \n", - "forward model, NLLS fitting methods | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "ST/OGC | \n", - "in-progress | \n", - "NaN | \n", - "
| 49 | \n", - "DCE | \n", - "Preprocessing | \n", - "enhancement detection | \n", - "check for enhancement | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 50 | \n", - "DCE | \n", - "R1 to concentration | \n", - "NaN | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "in-progress | \n", - "NaN | \n", - "
| 51 | \n", - "DCE | \n", - "R1 to signal | \n", - "SPGR | \n", - "NaN | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 52 | \n", - "DCE | \n", - "R1 to signal | \n", - "SPGR | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 53 | \n", - "DCE | \n", - "Signal to concentration | \n", - "SPGR | \n", - "NaN | \n", - "LEK_UoEdinburgh | \n", - "Lucy Kershaw | \n", - "University of Edinburgh, UK | \n", - "LK | \n", - "completed | \n", - "NaN | \n", - "
| 54 | \n", - "DCE | \n", - "Signal to concentration | \n", - "SPGR | \n", - "NaN | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "LK | \n", - "completed | \n", - "NaN | \n", - "
| 55 | \n", - "DCE | \n", - "Signal to concentration | \n", - "SPGR | \n", - "NaN | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "LK | \n", - "completed | \n", - "NaN | \n", - "
| 56 | \n", - "DCE | \n", - "Signal to concentration | \n", - "SPGR | \n", - "NaN | \n", - "MB_QBI_UoManchester_UK | \n", - "Michael Berks | \n", - "University of Manchester, UK | \n", - "LK | \n", - "completed | \n", - "NaN | \n", - "
| 57 | \n", - "DCE | \n", - "Signal to concentration | \n", - "SPGR or GE-EPI | \n", - "NaN | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "LK | \n", - "completed | \n", - "NaN | \n", - "
| 58 | \n", - "DCE | \n", - "Signal to enhancement | \n", - "NaN | \n", - "NaN | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 59 | \n", - "DCE | \n", - "Signal to R1 | \n", - "SPGR | \n", - "NaN | \n", - "ST_USydAUS_DCE | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 60 | \n", - "DCE | \n", - "Signal to R1 | \n", - "SPGR | \n", - "NaN | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 61 | \n", - "DCE | \n", - "Signal to R1 | \n", - "SPGR or GE-EPI | \n", - "NaN | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 62 | \n", - "DCE | \n", - "T1 | \n", - "DESPOT1-HIFI | \n", - "Fit any combination of (IR-)SPGR scans to esti... | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "MJT | \n", - "in-progress | \n", - "NaN | \n", - "
| 63 | \n", - "DCE | \n", - "T1 | \n", - "VFA | \n", - "linear, nonlinear | \n", - "ST_Sydney_AUS_T1 | \n", - "Sirisha Tadimalla | \n", - "University of Sydney, Australia | \n", - "MJT | \n", - "complete | \n", - "NaN | \n", - "
| 64 | \n", - "DCE | \n", - "T1 | \n", - "VFA | \n", - "linear, nonlinear, two flip angles | \n", - "MJT_UoEdinburgh_UK | \n", - "Michael Thrippleton | \n", - "University of Edinburgh, UK | \n", - "MJT | \n", - "complete | \n", - "NaN | \n", - "
| 65 | \n", - "DCE | \n", - "T1 | \n", - "VFA | \n", - "two flip angles | \n", - "OG_MO_AUMC_ICR_RMH | \n", - "Oliver Gurney-Champion, Matthew Orton | \n", - "Amsterdam University Medical Center, the Nethe... | \n", - "MJT | \n", - "in-progress | \n", - "NaN | \n", - "
| 66 | \n", - "DCE | \n", - "T1 | \n", - "VFA | \n", - "despot, novifast | \n", - "McGill_VFA | \n", - "Zaki Ahmed | \n", - "McGill University, Canada | \n", - "MJT | \n", - "complete | \n", - "NaN | \n", - "
| 67 | \n", - "DCE/DSC | \n", - "AIF deconvolution | \n", - "NaN | \n", - "NaN | \n", - "SR_TBG_BNI_PhoenixUSA | \n", - "Sudarshan Ragunathan | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 68 | \n", - "DSC | \n", - "Input Functions | \n", - "automatic AIF selection | \n", - "fully automatic, semi-automatic | \n", - "JBJA_GUSahlgrenskaSWE | \n", - "Jesper Browall, Jonathan Arvidsson | \n", - "Sahlgrenska University Hospital and Gothenburg... | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 69 | \n", - "DSC | \n", - "Leakage correction | \n", - "BSW | \n", - "NaN | \n", - "SR_TBG_BNI_PhoenixUSA | \n", - "Sudarshan Ragunathan | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 70 | \n", - "DSC | \n", - "Leakage correction | \n", - "BSW | \n", - "NaN | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 71 | \n", - "DSC | \n", - "Parameter derivation | \n", - "CBV,CBF,MTT | \n", - "NaN | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 72 | \n", - "DSC | \n", - "Parameter derivation | \n", - "CBV,CBF,MTT | \n", - "NaN | \n", - "SR_TBG_BNI_PhoenixUSA | \n", - "Sudarshan Ragunathan | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 73 | \n", - "DSC | \n", - "Signal to deltaR2* | \n", - "single echo, dual echo | \n", - "NaN | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "
| 74 | \n", - "DSC | \n", - "Signal to R2* | \n", - "dual echo | \n", - "NaN | \n", - "LCB_BNI_USA | \n", - "Laura Bell | \n", - "Barrow Neurological Institute, USA | \n", - "tbd | \n", - "NaN | \n", - "NaN | \n", - "