diff --git a/README.md b/README.md
index 72ff5ef..b7f6e76 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,7 @@
 - [DOWNSTREAM_ARCHR](#downstream_archr)
 
 [Quick Start](#quick-start)  
+[Example: plots in paper](#Example:-plots-in-paper)
 [Documentation](#documentation)  
 [Credits](#credits)  
 [Bug report/Support](#bug-reportsupport)  
@@ -143,6 +144,75 @@ nextflow run main.nf --help
 
 See documentation [usage](https://github.com/hukai916/scATACpipe/blob/main/docs/usage.md) for all of the available options.
 
+## Example: plots in paper
+
+This section describes how the plots in the manuscript (to be added) were generated using scATACpipe. For comparison, the manuscript conducted 3 separate analyses, each using a different preprocessing strategy (`default`, `10xgenomics`, `chromap`). Since the commands and preprocessed results are quite similar across the three methods, only the `chromap` option will be demonstrated here.
+
+1.  The initial execution:
+
+```
+nextflow run main.nf -profile singularity,lsf -c conf/test_chromap.config --preprocess chromap --outdir ./chromap_results_haibo --input_fastq /home/hl84w/lucio_castilla/scATAC-seq/docs/10X_human_scatac_fastq_new_style.csv --ref_fasta_ensembl homo_sapiens --species_latin_name 'homo sapiens' --archr_blacklist /home/hl84w/lucio_castilla/scATAC-seq/docs/hg38-blacklist.v2.bed.gz --doublet_removal_algorithm archr --archr_thread 8 -resume e209b4a2-1ada-4893-af13-132d1e3f5a55
+```
+
+```
+nextflow run main.nf -profile singularity,lsf --preprocess chromap --outdir ./results_chromap --input_fastq ./assets/10X_human_scatac_fastq.csv --ref_fasta_ensembl homo_sapiens --species_latin_name 'homo sapiens' --archr_scrnaseq '/path/scRNA-Hematopoiesis-Granja-2019.rds' --archr_blacklist /home/hl84w/lucio_castilla/scATAC-seq/docs/hg38-blacklist.v2.bed.gz
+```
+
+Break down:
+
+  * `-profile singularity,lsf`:
+
+  This option instructs scATACpipe to use Singularity containers and LSF as the executor. Multiple parameters are separated by commas. Since `profile` is pipeline-level flag, it is prefixed with a single dash (`-`). Module-level flags are prefixed with double dash (`--`).
+
+  * `--preprocess chromap`:
+
+  This instructs scATACpipe to use Chromap preprocessing strategy.
+
+  * `--outdir ./results_chromap`:
+
+  Output will be saved into `./results_chromap` folder.
+
+  * `--input_fastq ./assets/10X_human_scatac_fastq.csv`:
+
+  Please replace the `/path/` in the `10X_human_scatac_fastq.csv` with absolute paths. Details regarding the 6 samples can be found in the supplementary section of the paper. If you detect any outlier samples, you can remove them from the downstream analyses using the `--filter_sample = 'PBMC_10K_C, PBMC_10K_X'` flag.
+
+  * `--ref_fasta_ensembl homo_sapiens`:
+
+  This specifies that the genome _Homo Sapiens_ from ENSEMBLE will be used as reference. To view all supported genomes, check out `nextflow run main.nf --support_genome`.
+
+  * `--species_latin_name 'homo sapiens'`:
+
+  Simply the Latin name of the reference genome.
+
+  * `--archr_scrnaseq '/path/scRNA-Hematopoiesis-Granja-2019.rds'`
+
+  Matching scRNA-seq data. Can ignore if not available. The example file can be downloaded [here](https://jeffgranja.s3.amazonaws.com/ArchR/TestData/scRNA-Hematopoiesis-Granja-2019.rds).
+
+  * `--archr_blacklist ./assets/hg38-blacklist.v2.bed.gz`:
+
+  Blacklist to exclude for downstream analysis. Click [here](https://github.com/Boyle-Lab/Blacklist/tree/master/lists) for other species.
+
+Instead of passing each flag option via the command line, you can include them all in a configuration file and supply it with the `-c` option. Below is equivalent to above:
+```
+nextflow run main.nf -profile singularity,lsf -c ./conf/test_chromap_initial.config
+```
+
+2.  The final execution:
+After examining the results from the initial execution, we decided to remove the
+
+
+  --archr_thread 8
+
+
+
+
+
+
+
+
+To replicate the plots showed in the manuscript (to be added),
+
+
 ## Documentation
 
 The scATACpipe workflow comes with documentation about the pipeline: [usage](https://github.com/hukai916/scATACpipe/blob/main/docs/usage.md) and [output](https://github.com/hukai916/scATACpipe/blob/main/docs/output.md).
diff --git a/assets/10X_human_scatac_fastq.csv b/assets/10X_human_scatac_fastq.csv
new file mode 100644
index 0000000..c1d1231
--- /dev/null
+++ b/assets/10X_human_scatac_fastq.csv
@@ -0,0 +1,13 @@
+sample_name,path_fastq_1,path_fastq_2,path_barcode
+PBMC_10K_N,/path/atac_pbmc_10k_nextgem_fastqs/atac_pbmc_10k_nextgem_S1_L001_R1_001.fastq.gz,/path/atac_pbmc_10k_nextgem_fastqs/atac_pbmc_10k_nextgem_S1_L001_R3_001.fastq.gz,/path/atac_pbmc_10k_nextgem_fastqs/atac_pbmc_10k_nextgem_S1_L001_R2_001.fastq.gz
+PBMC_10K_N,/path/atac_pbmc_10k_nextgem_fastqs/atac_pbmc_10k_nextgem_S1_L002_R1_001.fastq.gz,/path/atac_pbmc_10k_nextgem_fastqs/atac_pbmc_10k_nextgem_S1_L002_R3_001.fastq.gz,/path/atac_pbmc_10k_nextgem_fastqs/atac_pbmc_10k_nextgem_S1_L002_R2_001.fastq.gz
+PBMC_1K_N,/path/atac_pbmc_1k_nextgem_fastqs/atac_pbmc_1k_nextgem_S1_L001_R1_001.fastq.gz,/path/atac_pbmc_1k_nextgem_fastqs/atac_pbmc_1k_nextgem_S1_L001_R3_001.fastq.gz,/path/atac_pbmc_1k_nextgem_fastqs/atac_pbmc_1k_nextgem_S1_L001_R2_001.fastq.gz
+PBMC_1K_N,/path/atac_pbmc_1k_nextgem_fastqs/atac_pbmc_1k_nextgem_S1_L002_R1_001.fastq.gz,/path/atac_pbmc_1k_nextgem_fastqs/atac_pbmc_1k_nextgem_S1_L002_R3_001.fastq.gz,/path/atac_pbmc_1k_nextgem_fastqs/atac_pbmc_1k_nextgem_S1_L002_R2_001.fastq.gz
+PBMC_500_N,/path/atac_pbmc_500_nextgem_fastqs/atac_pbmc_500_nextgem_S1_L001_R1_001.fastq.gz,/path/atac_pbmc_500_nextgem_fastqs/atac_pbmc_500_nextgem_S1_L001_R3_001.fastq.gz,/path/atac_pbmc_500_nextgem_fastqs/atac_pbmc_500_nextgem_S1_L001_R2_001.fastq.gz
+PBMC_500_N,/path/atac_pbmc_500_nextgem_fastqs/atac_pbmc_500_nextgem_S1_L002_R1_001.fastq.gz,/path/atac_pbmc_500_nextgem_fastqs/atac_pbmc_500_nextgem_S1_L002_R3_001.fastq.gz,/path/atac_pbmc_500_nextgem_fastqs/atac_pbmc_500_nextgem_S1_L002_R2_001.fastq.gz
+PBMC_5K_N,/path/atac_pbmc_5k_nextgem_fastqs/atac_pbmc_5k_nextgem_S1_L001_R1_001.fastq.gz,/path/atac_pbmc_5k_nextgem_fastqs/atac_pbmc_5k_nextgem_S1_L001_R3_001.fastq.gz,/path/atac_pbmc_5k_nextgem_fastqs/atac_pbmc_5k_nextgem_S1_L001_R2_001.fastq.gz
+PBMC_5K_N,/path/atac_pbmc_5k_nextgem_fastqs/atac_pbmc_5k_nextgem_S1_L002_R1_001.fastq.gz,/path/atac_pbmc_5k_nextgem_fastqs/atac_pbmc_5k_nextgem_S1_L002_R3_001.fastq.gz,/path/atac_pbmc_5k_nextgem_fastqs/atac_pbmc_5k_nextgem_S1_L002_R2_001.fastq.gz
+PBMC_10K_V,/path/atac_v1_pbmc_10k_fastqs/atac_v1_pbmc_10k_S1_L001_R1_001.fastq.gz,/path/atac_v1_pbmc_10k_fastqs/atac_v1_pbmc_10k_S1_L001_R3_001.fastq.gz,/path/atac_v1_pbmc_10k_fastqs/atac_v1_pbmc_10k_S1_L001_R2_001.fastq.gz
+PBMC_10K_V,/path/atac_v1_pbmc_10k_fastqs/atac_v1_pbmc_10k_S1_L002_R1_001.fastq.gz,/path/atac_v1_pbmc_10k_fastqs/atac_v1_pbmc_10k_S1_L002_R3_001.fastq.gz,/path/atac_v1_pbmc_10k_fastqs/atac_v1_pbmc_10k_S1_L002_R2_001.fastq.gz
+PBMC_5K_V,/path/atac_v1_pbmc_5k_fastqs/atac_v1_pbmc_5k_S1_L001_R1_001.fastq.gz,/path/atac_v1_pbmc_5k_fastqs/atac_v1_pbmc_5k_S1_L001_R3_001.fastq.gz,/path/atac_v1_pbmc_5k_fastqs/atac_v1_pbmc_5k_S1_L001_R2_001.fastq.gz
+PBMC_5K_V,/path/atac_v1_pbmc_5k_fastqs/atac_v1_pbmc_5k_S1_L002_R1_001.fastq.gz,/path/atac_v1_pbmc_5k_fastqs/atac_v1_pbmc_5k_S1_L002_R3_001.fastq.gz,/path/atac_v1_pbmc_5k_fastqs/atac_v1_pbmc_5k_S1_L002_R2_001.fastq.gz
diff --git a/assets/hg38-blacklist.v2.bed.gz b/assets/hg38-blacklist.v2.bed.gz
new file mode 100644
index 0000000..a4ec858
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diff --git a/conf/tem.config b/conf/tem.config
new file mode 100644
index 0000000..248c2e6
--- /dev/null
+++ b/conf/tem.config
@@ -0,0 +1,3 @@
+params {
+  profile             = 'singularity,lsf'
+}
diff --git a/conf/test_chromap_initial.config b/conf/test_chromap_initial.config
new file mode 100644
index 0000000..225ee1a
--- /dev/null
+++ b/conf/test_chromap_initial.config
@@ -0,0 +1,10 @@
+params {
+  profile             = 'singularity,lsf'
+  preprocess          = 'chromap'
+  outdir              = './results_chromap'
+  input_fastq         = './assets/10X_human_scatac_fastq.csv'
+  ref_fasta_ensembl   = 'homo_sapiens'
+  species_latin_name  = 'homo sapiens'
+  archr_blacklist     = '/home/hl84w/lucio_castilla/scATAC-seq/docs/hg38-blacklist.v2.bed.gz'
+  archr_scrnaseq      = '/path/scRNA-Hematopoiesis-Granja-2019.rds'
+}
diff --git a/docs/template_of_method.docx b/docs/template_of_method.docx
index 0a98a8a..de616d1 100644
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