From ff7f2fd6d578bc8a77147b17fdb71b03e7ac617d Mon Sep 17 00:00:00 2001 From: Ali Khan Date: Thu, 9 Mar 2023 12:57:32 -0500 Subject: [PATCH] synthSR dwi-t1 reg, motioncorr, new test datasets (#53) - adds synthSR to images used for T1 to dwi registration - ensures motion-correction (moco) is used before b0s are averaged at any point in the workflow - moco rules moved to motioncorr.smk - apply topup only on b0s (we were previously applying to whole dwi, then pulling out b0s) so this is just for efficiency and to ensure we use the moco'd b0s - added new test datasets with only 14 dirs (and a single b0 in each scan) to test this edge case (they conveniently run faster than the previous test data too) - one for topup (LR+RL scan), and one for synthsrsdc workflows (single AP scan) - added DAGS for these --- dag_synthsrsdc.svg | 839 +++++++++++++ dag_topup.svg | 1037 +++++++++++++++++ snakedwi/config/snakebids.yml | 6 +- .../dataset_description.json | 23 + .../bids_downsampled_1bzero/participants.tsv | 2 + .../sub-001/anat/sub-001_T1w.nii.gz | Bin 0 -> 287181 bytes .../sub-001/dwi/sub-001_acq-LR_dwi.bval | 1 + .../sub-001/dwi/sub-001_acq-LR_dwi.bvec | 3 + .../sub-001/dwi/sub-001_acq-LR_dwi.json | 4 + .../sub-001/dwi/sub-001_acq-LR_dwi.nii.gz | Bin 0 -> 410848 bytes .../sub-001/dwi/sub-001_acq-RL_dwi.bval | 1 + .../sub-001/dwi/sub-001_acq-RL_dwi.bvec | 3 + .../sub-001/dwi/sub-001_acq-RL_dwi.json | 4 + .../sub-001/dwi/sub-001_acq-RL_dwi.nii.gz | Bin 0 -> 409757 bytes .../dataset_description.json | 23 + .../participants.tsv | 2 + .../sub-001/anat/sub-001_T1w.nii.gz | Bin 0 -> 287181 bytes .../sub-001/dwi/sub-001_acq-AP_dwi.bval | 1 + .../sub-001/dwi/sub-001_acq-AP_dwi.bvec | 3 + .../sub-001/dwi/sub-001_acq-AP_dwi.json | 4 + .../sub-001/dwi/sub-001_acq-AP_dwi.nii.gz | Bin 0 -> 410848 bytes snakedwi/workflow/Snakefile | 1 + snakedwi/workflow/rules/motioncorr.smk | 189 +++ snakedwi/workflow/rules/prepdwi.smk | 54 - snakedwi/workflow/rules/reg_dwi_to_t1.smk | 17 +- snakedwi/workflow/rules/sdc.smk | 139 +-- .../scripts/check_subj_dwi_metadata.py | 12 +- .../scripts/displacement_field_to_fmap.py | 29 +- .../workflow/scripts/get_phase_encode_txt.py | 65 +- 29 files changed, 2239 insertions(+), 223 deletions(-) create mode 100644 dag_synthsrsdc.svg create mode 100644 dag_topup.svg create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/dataset_description.json create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/participants.tsv create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/anat/sub-001_T1w.nii.gz create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-LR_dwi.bval create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-LR_dwi.bvec create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-LR_dwi.json create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-LR_dwi.nii.gz create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-RL_dwi.bval create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-RL_dwi.bvec create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-RL_dwi.json create mode 100644 snakedwi/test_data/bids_downsampled_1bzero/sub-001/dwi/sub-001_acq-RL_dwi.nii.gz create mode 100644 snakedwi/test_data/bids_downsampled_1bzero_1scan/dataset_description.json create mode 100644 snakedwi/test_data/bids_downsampled_1bzero_1scan/participants.tsv create mode 100644 snakedwi/test_data/bids_downsampled_1bzero_1scan/sub-001/anat/sub-001_T1w.nii.gz create mode 100644 snakedwi/test_data/bids_downsampled_1bzero_1scan/sub-001/dwi/sub-001_acq-AP_dwi.bval create mode 100644 snakedwi/test_data/bids_downsampled_1bzero_1scan/sub-001/dwi/sub-001_acq-AP_dwi.bvec create mode 100644 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a/snakedwi/config/snakebids.yml +++ b/snakedwi/config/snakebids.yml @@ -1,5 +1,7 @@ -bids_dir: 'test_data/bids_multishell_downsampled' -output_dir: 'test_output/snakedwi_multishell_downsampled' +bids_dir: 'test_data/bids_downsampled_1bzero' #for testing topup workflow +#bids_dir: 'test_data/bids_downsampled_1bzero_1scan' #for testing synthsrsdc workflow + +output_dir: 'test_output/snakedwi_downsampled_1bzero' #enable printing debug statements during parsing -- disable if generating dag visualization debug: False diff --git a/snakedwi/test_data/bids_downsampled_1bzero/dataset_description.json b/snakedwi/test_data/bids_downsampled_1bzero/dataset_description.json new file mode 100644 index 0000000..e8f4672 --- /dev/null +++ b/snakedwi/test_data/bids_downsampled_1bzero/dataset_description.json @@ -0,0 +1,23 @@ +{ + "Acknowledgements": "TODO: whom you want to acknowledge", + "Authors": [ + "TODO:", + "First1 Last1", + "First2 Last2", + "..." + ], + "BIDSVersion": "1.0.1", + "DatasetDOI": "TODO: eventually a DOI for the dataset", + "Funding": [ + "TODO", + "GRANT #1", + "GRANT #2" + ], + "HowToAcknowledge": "TODO: describe how to acknowledge -- either cite a corresponding paper, or just in acknowledgement section", + "License": "TODO: choose a license, e.g. PDDL (http://opendatacommons.org/licenses/pddl/)", + "Name": "TODO: name of the dataset", + "ReferencesAndLinks": [ + "TODO", + "List of papers or websites" + ] +} diff --git a/snakedwi/test_data/bids_downsampled_1bzero/participants.tsv b/snakedwi/test_data/bids_downsampled_1bzero/participants.tsv new file mode 100644 index 0000000..c9a9fb7 --- /dev/null +++ b/snakedwi/test_data/bids_downsampled_1bzero/participants.tsv @@ -0,0 +1,2 @@ +participant_id +sub-001 diff --git a/snakedwi/test_data/bids_downsampled_1bzero/sub-001/anat/sub-001_T1w.nii.gz b/snakedwi/test_data/bids_downsampled_1bzero/sub-001/anat/sub-001_T1w.nii.gz new file mode 100644 index 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{output.affine_dir}/affine_xfm_ras_000.txt && " + " mrcat dwi_000.nii.gz warped_*.nii.gz {output.nii_4d} && " + " mrmath {output.nii_4d} mean {output.nii_avg3d} -axis 3; " + "fi" + + +rule moco_scan_bzeros_4d: + """ run motion-correction (rigid reg to init volume) on the bzeros from + a single acquisition (ie before concatenating across acq/dir entities)""" + input: + nii_4d=bids( + root=work, + suffix="b0s.nii.gz", + datatype="dwi", + desc="degibbs", + **input_wildcards["dwi"] + ), + output: + affine_dir=directory( + bids( + root=work, + suffix="transforms", + desc="moco", + datatype="dwi", + **input_wildcards["dwi"] + ) + ), + nii_avg3d=bids( + root=work, + suffix="b0.nii.gz", + desc="moco", + datatype="dwi", + **input_wildcards["dwi"] + ), + threads: 8 #doesn't need to be more than the number of bzeros + resources: + mem_mb=32000, + shadow: + "minimal" + container: + config["singularity"]["prepdwi"] #-- this rule needs niftyreg, c3d and mrtrix + group: + "subj" + shell: + "c4d {input.nii_4d} -slice w 0:-1 -oo dwi_%03d.nii.gz && " + "if [ ! -e 'dwi_001.nii.gz' ]; then " + " mkdir -p {output.affine_dir} && " + " cp dwi_000.nii.gz {output.nii_avg3d}; " + "else " + " parallel --eta --jobs {threads} " + " reg_aladin -flo dwi_{{1}}.nii.gz -ref dwi_000.nii.gz -res warped_{{1}}.nii.gz -aff affine_xfm_ras_{{1}}.txt " + " ::: `ls dwi_???.nii.gz | tail -n +2 | grep -Po '(?<=dwi_)[0-9]+'` && " + " mkdir -p {output.affine_dir} && cp affine_xfm_ras_*.txt {output.affine_dir} && " + " echo -e '1 0 0 0\n0 1 0 0\n0 0 1 0\n0 0 0 1' > {output.affine_dir}/affine_xfm_ras_000.txt && " + " mrcat dwi_000.nii.gz warped_*.nii.gz merged_4d.nii.gz && " + " mrmath merged_4d.nii.gz mean {output.nii_avg3d} -axis 3; " + "fi" + + +def get_cmd_moco_bzeros_3d(wildcards, input, output, threads): + + if len(input.b0s) == 1: + # skip registration + return f"cp {input.b0s} {output.nii_avg3d}" + else: + flo_indices = " ".join([f"{i}" for i in range(1, len(input.b0s))]) + flo_imgs = " ".join(input.b0s[1:]) + + return ( + f"parallel --eta --jobs {threads} --link " + f"reg_aladin -flo {{2}} -ref {input.b0s[0]} -res warped_{{1}}.nii -aff affine_xfm_ras_{{1}}.txt " + f" ::: {flo_indices} ::: {flo_imgs} && " + f" mkdir -p {output.affine_dir} && cp affine_xfm_ras_*.txt {output.affine_dir} && " + f" echo -e '1 0 0 0\n0 1 0 0\n0 0 1 0\n0 0 0 1' > {output.affine_dir}/affine_xfm_ras_000.txt && " + f" mrcat {input.b0s[0]} warped_*.nii {output.nii_4d} && " + f" mrmath {output.nii_4d} mean {output.nii_avg3d} -axis 3" + ) + + +rule moco_bzeros_3d: + """ motion-correct the avgb0 scans from each dwi acquisition""" + input: + b0s=lambda wildcards: get_dwi_indices( + expand( + bids( + root=work, + suffix="b0.nii.gz", + datatype="dwi", + desc="moco", + **input_wildcards["dwi"] + ), + zip, + **filter_list(input_zip_lists["dwi"], wildcards) + ), + wildcards, + ), + params: + cmd=get_cmd_moco_bzeros_3d, + output: + affine_dir=directory( + bids( + root=work, + suffix="transforms", + desc="mocoavgb0", + datatype="dwi", + **subj_wildcards + ) + ), + nii_4d=bids( + root=work, + suffix="b0s.nii.gz", + desc="mocoavgb0", + datatype="dwi", + **subj_wildcards + ), + nii_avg3d=bids( + root=work, + suffix="b0.nii.gz", + desc="mocoavgb0", + datatype="dwi", + **subj_wildcards + ), + threads: 8 #doesn't need to be more than the number of bzeros + resources: + mem_mb=32000, + shadow: + "minimal" + container: + config["singularity"]["prepdwi"] #-- this rule needs niftyreg, c3d and mrtrix + group: + "subj" + shell: + "{params.cmd}" diff --git a/snakedwi/workflow/rules/prepdwi.smk b/snakedwi/workflow/rules/prepdwi.smk index 6002f65..2aa7912 100644 --- a/snakedwi/workflow/rules/prepdwi.smk +++ b/snakedwi/workflow/rules/prepdwi.smk @@ -101,60 +101,6 @@ rule mrdegibbs: "cp {input[3]} {output[3]}" -rule moco_bzeros: - """ run motion-correction (rigid reg to init volume) on the bzeros """ - input: - nii_4d=bids( - root=work, - suffix="b0s.nii.gz", - datatype="dwi", - desc="degibbs", - **subj_wildcards - ), - output: - affine_dir=directory( - bids( - root=work, - suffix="transforms", - desc="moco", - datatype="dwi", - **subj_wildcards - ) - ), - nii_4d=bids( - root=work, - suffix="b0s.nii.gz", - desc="moco", - datatype="dwi", - **subj_wildcards - ), - nii_avg3d=bids( - root=work, - suffix="b0.nii.gz", - desc="moco", - datatype="dwi", - **subj_wildcards - ), - threads: 8 #doesn't need to be more than the number of bzeros - resources: - mem_mb=32000, - shadow: - "minimal" - container: - config["singularity"]["prepdwi"] #-- this rule needs niftyreg, c3d and mrtrix - group: - "subj" - shell: - "c4d {input.nii_4d} -slice w 0:-1 -oo dwi_%03d.nii && " - "parallel --eta --jobs {threads} " - "reg_aladin -flo dwi_{{1}}.nii -ref dwi_000.nii -res warped_{{1}}.nii -aff affine_xfm_ras_{{1}}.txt " - " ::: `ls dwi_???.nii | tail -n +2 | grep -Po '(?<=dwi_)[0-9]+'` && " - " mkdir -p {output.affine_dir} && cp affine_xfm_ras_*.txt {output.affine_dir} && " - " echo -e '1 0 0 0\n0 1 0 0\n0 0 1 0\n0 0 0 1' > {output.affine_dir}/affine_xfm_ras_000.txt && " - " mrcat dwi_000.nii warped_*.nii {output.nii_4d} && " - " mrmath {output.nii_4d} mean {output.nii_avg3d} -axis 3" - - # now have nii with just the b0's, want to create the topup phase-encoding text files for each one: rule get_phase_encode_txt: input: diff --git a/snakedwi/workflow/rules/reg_dwi_to_t1.smk b/snakedwi/workflow/rules/reg_dwi_to_t1.smk index 9d63ae3..de2c565 100644 --- a/snakedwi/workflow/rules/reg_dwi_to_t1.smk +++ b/snakedwi/workflow/rules/reg_dwi_to_t1.smk @@ -105,13 +105,20 @@ rule n4_t1_withmask: rule reg_dwi_to_t1: input: - t1w=bids( + t1wsynth=bids( root=root, - suffix="T1w.nii.gz", + suffix="T1wSynthSR.nii.gz", desc="preproc", datatype="anat", **subj_wildcards ), + avgb0synth=bids( + root=work, + suffix="b0SynthSR.nii.gz", + desc="dwiref", + datatype="dwi", + **subj_wildcards + ), avgb0=bids( root=work, suffix="b0.nii.gz", @@ -121,7 +128,7 @@ rule reg_dwi_to_t1: ), params: general_opts="-d 3", - rigid_opts="-m NMI -a -dof 6 -ia-{rigid_dwi_t1_init} -n {rigid_dwi_t1_iters}".format( + rigid_opts="-m SSD -a -dof 6 -ia-{rigid_dwi_t1_init} -n {rigid_dwi_t1_iters}".format( rigid_dwi_t1_init=config["rigid_dwi_t1_init"], rigid_dwi_t1_iters=config["rigid_dwi_t1_iters"], ), @@ -151,8 +158,8 @@ rule reg_dwi_to_t1: bids(root="logs", suffix="reg_b0_to_t1.txt", datatype="dwi", **subj_wildcards), threads: 8 shell: - "greedy -threads {threads} {params.general_opts} {params.rigid_opts} -i {input.t1w} {input.avgb0} -o {output.xfm_ras} &> {log} && " - "greedy -threads {threads} {params.general_opts} -rf {input.t1w} -rm {input.avgb0} {output.warped_avgb0} -r {output.xfm_ras} &>> {log}" + "greedy -threads {threads} {params.general_opts} {params.rigid_opts} -i {input.t1wsynth} {input.avgb0synth} -o {output.xfm_ras} &> {log} && " + "greedy -threads {threads} {params.general_opts} -rf {input.t1wsynth} -rm {input.avgb0} {output.warped_avgb0} -r {output.xfm_ras} &>> {log}" rule qc_reg_dwi_t1: diff --git a/snakedwi/workflow/rules/sdc.smk b/snakedwi/workflow/rules/sdc.smk index 4b1b2ac..2092d0c 100644 --- a/snakedwi/workflow/rules/sdc.smk +++ b/snakedwi/workflow/rules/sdc.smk @@ -2,9 +2,9 @@ rule run_topup: input: bzero_concat=bids( root=work, - suffix="concatb0.nii.gz", + suffix="b0s.nii.gz", datatype="dwi", - desc="degibbs", + desc="mocoavgb0", **subj_wildcards ), phenc_concat=bids( @@ -52,69 +52,6 @@ rule run_topup: " --out={params.out_prefix} --iout={output.bzero_corrected} --fout={output.fieldmap} -v 2> {log}" -# this is for equal positive and negative blipped data - method=lsr --unused currently (jac method can be applied more generally) -rule apply_topup_lsr: - input: - dwi_niis=lambda wildcards: get_dwi_indices( - expand( - bids( - root=work, - suffix="dwi.nii.gz", - desc="degibbs", - datatype="dwi", - **input_wildcards["dwi"] - ), - zip, - **filter_list(input_zip_lists["dwi"], wildcards) - ), - wildcards, - ), - phenc_concat=bids( - root=work, - suffix="phenc.txt", - desc="degibbs", - datatype="dwi", - **subj_wildcards - ), - topup_fieldcoef=bids( - root=work, - suffix="topup_fieldcoef.nii.gz", - datatype="dwi", - **subj_wildcards - ), - topup_movpar=bids( - root=work, suffix="topup_movpar.txt", datatype="dwi", **subj_wildcards - ), - params: - #create comma-seperated list of dwi nii - imain=lambda wildcards, input: ",".join(input.dwi_niis), - # create comma-sep list of indices 1-N - inindex=lambda wildcards, input: ",".join( - [str(i) for i in range(1, len(input.dwi_niis) + 1)] - ), - topup_prefix=bids(root=work, suffix="topup", datatype="dwi", **subj_wildcards), - out_prefix="dwi_topup", - output: - dwi_topup=bids( - root=work, - suffix="dwi.nii.gz", - desc="topup", - method="lsr", - datatype="dwi", - **subj_wildcards - ), - container: - config["singularity"]["fsl"] - shadow: - "minimal" - group: - "subj" - shell: - "applytopup --verbose --datain={input.phenc_concat} --imain={params.imain} --inindex={params.inindex} " - " -t {params.topup_prefix} -o {params.out_prefix} && " - " fslmaths {params.out_prefix}.nii.gz {output.dwi_topup}" - - def get_applytopup_inindex(wildcards): index = get_index_of_dwi_scan(wildcards) @@ -125,8 +62,8 @@ rule apply_topup_jac: input: nii=bids( root=work, - suffix="dwi.nii.gz", - desc="degibbs", + suffix="b0.nii.gz", + desc="moco", datatype="dwi", **input_wildcards["dwi"] ), @@ -162,7 +99,7 @@ rule apply_topup_jac: output: nii=bids( root=work, - suffix="dwi.nii.gz", + suffix="b0.nii.gz", desc="topup", method="jac", datatype="dwi", @@ -179,65 +116,16 @@ rule apply_topup_jac: " -t {params.topup_prefix} -o dwi_topup --method=jac && mv dwi_topup.nii.gz {output.nii}" -# topup-corrected data is only used for brainmasking.. -# here, use the jac method by default (later can decide if lsr approach can be used based on headers) -# with jac approach, the jac images need to be concatenated, then avgshell extracted - -""" -rule cp_sidecars_topup_lsr: - #TODO: BEST WAY TO TO EXEMPLAR DWI? - input: multiext(bids(root='work',suffix='dwi',desc='degibbs',datatype='dwi',**config['subj_wildcards'],**dwi_exemplar_dict),\ - '.bvec','.bval','.json') - output: multiext(bids(root='work',suffix='dwi',desc='topup',method='lsr',datatype='dwi',**config['subj_wildcards']),\ - '.bvec','.bval','.json') - run: - for in_file,out_file in zip(input,output): - shell('cp -v {in_file} {out_file}') -""" +ruleorder: avg_b0s_topup_jac > get_shell_avg -rule cp_sidecars_topup_jac: +rule avg_b0s_topup_jac: input: - multiext( - bids( - root=work, - suffix="dwi", - desc="degibbs", - datatype="dwi", - **subj_wildcards - ), - ".bvec", - ".bval", - ".json", - ), - output: - multiext( - bids( - root=work, - suffix="dwi", - desc="topup", - method="jac", - datatype="dwi", - **subj_wildcards - ), - ".bvec", - ".bval", - ".json", - ), - group: - "subj" - run: - for in_file, out_file in zip(input, output): - shell("cp -v {in_file} {out_file}") - - -rule concat_dwi_topup_jac: - input: - dwi_niis=lambda wildcards: get_dwi_indices( + b0_niis=lambda wildcards: get_dwi_indices( expand( bids( root=work, - suffix="dwi.nii.gz", + suffix="b0.nii.gz", desc="topup", method="jac", datatype="dwi", @@ -249,9 +137,9 @@ rule concat_dwi_topup_jac: wildcards, ), output: - dwi_concat=bids( + b0=bids( root=work, - suffix="dwi.nii.gz", + suffix="b0.nii.gz", desc="topup", method="jac", datatype="dwi", @@ -259,10 +147,13 @@ rule concat_dwi_topup_jac: ), container: config["singularity"]["mrtrix"] + shadow: + "minimal" group: "subj" shell: - "mrcat {input} {output}" + "mrcat {input} b0_concat.nii && " + "mrmath b0_concat.nii mean {output} -axis 3" rule syn_sdc: diff --git a/snakedwi/workflow/scripts/check_subj_dwi_metadata.py b/snakedwi/workflow/scripts/check_subj_dwi_metadata.py index ad72e74..8c72d51 100644 --- a/snakedwi/workflow/scripts/check_subj_dwi_metadata.py +++ b/snakedwi/workflow/scripts/check_subj_dwi_metadata.py @@ -44,9 +44,9 @@ if "PhaseEncodingDirection" not in json_dwi: - if not config["default_phase_encoding_direction"] == "": + if not snakemake.config["default_phase_encoding_direction"] == "": print(f"WARNING: setting default PhaseEncodingDirection") - json_dwi["PhaseEncodingDirection"] = config[ + json_dwi["PhaseEncodingDirection"] = snakemake.config[ "default_phase_encoding_direction" ] else: @@ -62,6 +62,14 @@ ) sys.exit(1) + if "EffectiveEchoSpacing" in json_dwi: + eff_echo = json_dwi["EffectiveEchoSpacing"] + elif "EstimatedEffectiveEchoSpacing" in json_dwi: + eff_echo = json_dwi["EstimatedEffectiveEchoSpacing"] + else: + print("EffectiveEchoSpacing not defined in JSON, using default value") + eff_echo = snakemake.config["default_effective_echo_spacing"] + phenc_dirs.append(json_dwi["PhaseEncodingDirection"]) phase_encoding_axes.append(json_dwi["PhaseEncodingDirection"][0]) diff --git a/snakedwi/workflow/scripts/displacement_field_to_fmap.py b/snakedwi/workflow/scripts/displacement_field_to_fmap.py index 7a58656..066b4f8 100644 --- a/snakedwi/workflow/scripts/displacement_field_to_fmap.py +++ b/snakedwi/workflow/scripts/displacement_field_to_fmap.py @@ -9,10 +9,35 @@ json_dwi = json.load(f) # get phenc dir, and calculate required readout time -pe_dir = json_dwi["PhaseEncodingDirection"] +if "PhaseEncodingDirection" in json_dwi: + pe_dir = json_dwi["PhaseEncodingDirection"] +else: + if not snakemake.config["default_phase_encoding_direction"] == "": + print(f"WARNING: setting default PhaseEncodingDirection") + pe_dir = snakemake.config["default_phase_encoding_direction"] + else: + if "PhaseEncodingAxis" in json_dwi: + print(f"WARNING: assuming PhaseEncodingDirection from PhaseEncodingAxis") + pe_dir = json_dwi["PhaseEncodingAxis"] + else: + print(f"ERROR: PhaseEncodingDirection not found in {json_file}") + print( + "You must add the PhaseEncodingDirection field to your dwi JSON files, or use the --default_phase_encoding_direction CLI option" + ) + sys.exit(1) + +if "EffectiveEchoSpacing" in json_dwi: + eff_echo = json_dwi["EffectiveEchoSpacing"] +elif "EstimatedEffectiveEchoSpacing" in json_dwi: + eff_echo = json_dwi["EstimatedEffectiveEchoSpacing"] +else: + print("EffectiveEchoSpacing not defined in JSON, using default value") + eff_echo = snakemake.config["default_effective_echo_spacing"] + + shape_dwi = nib.load(snakemake.input.dwi_nii).get_fdata().shape n_pe = shape_dwi["ijk".index(pe_dir[0])] -ro_time = json_dwi["EffectiveEchoSpacing"] * (n_pe - 1) +ro_time = eff_echo * (n_pe - 1) # pass this on to the sdcflows function nib_fmap = disp_to_fmap(nib.load(snakemake.input.disp_field), ro_time, pe_dir) diff --git a/snakedwi/workflow/scripts/get_phase_encode_txt.py b/snakedwi/workflow/scripts/get_phase_encode_txt.py index 48d832b..fdb50fa 100644 --- a/snakedwi/workflow/scripts/get_phase_encode_txt.py +++ b/snakedwi/workflow/scripts/get_phase_encode_txt.py @@ -15,13 +15,33 @@ imsize = np.array(bzero.header.get_data_shape()) if "PhaseEncodingDirection" in json_dwi: - phenc_axis = json_dwi["PhaseEncodingDirection"][0] - phenc_string = "PhaseEncodingDirection" + phenc_dir = json_dwi["PhaseEncodingDirection"] +else: + if not snakemake.config["default_phase_encoding_direction"] == "": + print(f"WARNING: setting default PhaseEncodingDirection") + phenc_dir = snakemake.config["default_phase_encoding_direction"] + else: + if "PhaseEncodingAxis" in json_dwi: + print(f"WARNING: assuming PhaseEncodingDirection from PhaseEncodingAxis") + phenc_dir = json_dwi["PhaseEncodingAxis"] + else: + print(f"ERROR: PhaseEncodingDirection not found in {json_file}") + print( + "You must add the PhaseEncodingDirection field to your dwi JSON files, or use the --default_phase_encoding_direction CLI option" + ) + sys.exit(1) + +if "EffectiveEchoSpacing" in json_dwi: + eff_echo = json_dwi["EffectiveEchoSpacing"] +elif "EstimatedEffectiveEchoSpacing" in json_dwi: + eff_echo = json_dwi["EstimatedEffectiveEchoSpacing"] +else: + print("EffectiveEchoSpacing not defined in JSON, using default value") + eff_echo = snakemake.config["default_effective_echo_spacing"] + + +phenc_axis = phenc_dir[0] -# NOTE: PhaseEncodingAxis doesn't encode + or -, so if this is used then you cannot use rev phase encoding distortion correction (but it can still be used if there is just a single scan) -elif "PhaseEncodingAxis" in json_dwi: - phenc_axis = json_dwi["PhaseEncodingAxis"][0] # either i, j, k - phenc_string = "PhaseEncodingAxis" if phenc_axis == "i": vec = np.array([1, 0, 0]) @@ -30,41 +50,18 @@ elif phenc_axis == "k": vec = np.array([0, 0, 1]) -# print(f'vec: {vec}') -# print(f'imsize: {imsize}')f numPhaseEncodes = imsize[np.where(vec > 0)] -# print(f'numPhaseEncodes: {numPhaseEncodes}') # check for i-, j-, k-; flip to -1 if so.. -if len(json_dwi[phenc_string]) == 2: - if json_dwi[phenc_string][1] == "-": +if len(phenc_dir) == 2: + if phenc_dir[1] == "-": vec[np.where(vec > 0)] = -1 -if "EffectiveEchoSpacing" in json_dwi: - phenc_line = np.hstack( - [vec, np.array(json_dwi["EffectiveEchoSpacing"] * numPhaseEncodes)] - ) -elif "EstimatedEffectiveEchoSpacing" in json_dwi: - print("Estimtated Effective Echo Spacing found, using that") - phenc_line = np.hstack( - [vec, np.array(json_dwi["EstimatedEffectiveEchoSpacing"] * numPhaseEncodes)] - ) -else: - print("EffectiveEchoSpacing not defined in JSON, using default value") - json_dwi["EffectiveEchoSpacing"] = snakemake.config[ - "default_effective_echo_spacing" - ] - phenc_line = np.hstack( - [vec, np.array(json_dwi["EffectiveEchoSpacing"] * numPhaseEncodes)] - ) - - -# create the phenc_line row -# phenc_line = np.hstack( -# [vec, np.array(json_dwi["EffectiveEchoSpacing"] * numPhaseEncodes)] -# ) + +phenc_line = np.hstack([vec, np.array(eff_echo * numPhaseEncodes)]) + # replicate to the number of volumes, if it is 4d if len(imsize) == 4: