{
  "id": 348117,
  "title": "A bit of domain knowledge",
  "url": "/competitions/open-problems-multimodal/discussion/348117",
  "author_name": "",
  "post_date": "2022-08-27T02:10:13.456281600Z",
  "votes": 13,
  "comment_count": 10,
  "views": 0,
  "content": "<p>I think it seems to be associated with Multiome (chromatin accessibility -&gt; gene expression); however, there appears to be a significant barrier to CITEseq (gene expression -&gt; protein).</p>",
  "messages": [
    {
      "id": "1915467",
      "postDate": "08/27/2022 02:10:13",
      "content": "<p>I think it seems to be associated with Multiome (chromatin accessibility -&gt; gene expression); however, there appears to be a significant barrier to CITEseq (gene expression -&gt; protein).</p>",
      "rawMarkdown": "I think it seems to be associated with Multiome (chromatin accessibility -> gene expression); however, there appears to be a significant barrier to CITEseq (gene expression -> protein).",
      "votes": null
    },
    {
      "id": "1917925",
      "postDate": "08/29/2022 06:55:11",
      "content": "<p>We can see seven cell types differentiate from Hematopoietic Stem Cells (HSC).<br>\n<img src=\"https://user-images.githubusercontent.com/50528980/187141679-c56d0aee-a387-47d7-94e8-74fa620c2a21.png\" alt=\"\"><br>\n<a href=\"https://en.wikipedia.org/wiki/Hematopoietic_stem_cell\" target=\"_blank\">https://en.wikipedia.org/wiki/Hematopoietic_stem_cell</a></p>\n<p>・Multime_targets (RNA expression)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F0355198a6d81ae2ec30aa41e71087f28%2F187071788-b73e4c8a-2fa6-42dc-95c7-f353957e3cd3.png?generation=1661755800759747&amp;alt=media\" alt=\"\"></p>\n<p>・CITEseq_train (RNA expression)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F5769b41218c34abfb85582638c41d310%2F187076891-9e0982b3-9f3f-45db-9eeb-2e9d5bce8a21.png?generation=1661755954916783&amp;alt=media\" alt=\"\"></p>\n<p>・CITEseq_targets (Protein)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F57f0102345fb9e04f9415d5d059a1be2%2F187071858-db366b93-e371-4368-a821-cb1bcf27bd58.png?generation=1661756003180414&amp;alt=media\" alt=\"\"></p>\n<p>・CITEseq_test (RNA expression)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2Fac94352a40961ecdccdacf436ec16d33%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661756057480007&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "We can see seven cell types differentiate from Hematopoietic Stem Cells (HSC).\n![](https://user-images.githubusercontent.com/50528980/187141679-c56d0aee-a387-47d7-94e8-74fa620c2a21.png)\nhttps://en.wikipedia.org/wiki/Hematopoietic_stem_cell\n\n・Multime_targets (RNA expression)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F0355198a6d81ae2ec30aa41e71087f28%2F187071788-b73e4c8a-2fa6-42dc-95c7-f353957e3cd3.png?generation=1661755800759747&alt=media)\n\n\n・CITEseq_train (RNA expression)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F5769b41218c34abfb85582638c41d310%2F187076891-9e0982b3-9f3f-45db-9eeb-2e9d5bce8a21.png?generation=1661755954916783&alt=media)\n\n\n・CITEseq_targets (Protein)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F57f0102345fb9e04f9415d5d059a1be2%2F187071858-db366b93-e371-4368-a821-cb1bcf27bd58.png?generation=1661756003180414&alt=media)\n\n\n・CITEseq_test (RNA expression)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2Fac94352a40961ecdccdacf436ec16d33%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661756057480007&alt=media)",
      "votes": null
    },
    {
      "id": "1918095",
      "postDate": "08/29/2022 10:11:33",
      "content": "<p>Nice ! <br>\n・CITEseq_train (RNA expression) Day 3 is out of HSC are \"outliers\" - any idea why ? Low quality cells ? Have not checked MT-percent ? </p>\n<p>Here are similar plots from me: <a href=\"https://www.kaggle.com/code/alexandervc/mmscel-eda-bioinfo\" target=\"_blank\">https://www.kaggle.com/code/alexandervc/mmscel-eda-bioinfo</a></p>",
      "rawMarkdown": "Nice ! \n・CITEseq_train (RNA expression) Day 3 is out of HSC are \"outliers\" - any idea why ? Low quality cells ? Have not checked MT-percent ? \n\nHere are similar plots from me: https://www.kaggle.com/code/alexandervc/mmscel-eda-bioinfo",
      "votes": null
    },
    {
      "id": "1918126",
      "postDate": "08/29/2022 10:39:23",
      "content": "<p>Maybe so! I did not check for ribosomal or mitochondrial genes because I thought quality control was already in place since they were normalized.</p>\n<p>But it looks like CITEseq_test (RNA expression) has a similar Day 3's of HSC.<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F897687c2f4873091375ecafc1a5bd6e3%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661769562023629&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "Maybe so! I did not check for ribosomal or mitochondrial genes because I thought quality control was already in place since they were normalized.\n\nBut it looks like CITEseq_test (RNA expression) has a similar Day 3's of HSC.![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F897687c2f4873091375ecafc1a5bd6e3%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661769562023629&alt=media)",
      "votes": null
    },
    {
      "id": "1918134",
      "postDate": "08/29/2022 10:47:27",
      "content": "<p>Day 3's of HSC may be the beginning of some changes.</p>",
      "rawMarkdown": "Day 3's of HSC may be the beginning of some changes.",
      "votes": null
    },
    {
      "id": "1918248",
      "postDate": "08/29/2022 12:25:36",
      "content": "<p>As expected, the CITEseq_train (RNA expression) data is of high quality, with little mitochondrial RNA.<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F9a43bd98ed352c89fac7b45a4b0f7989%2FScreen%20Shot%202022-08-29%20at%2021.23.10.png?generation=1661775954631374&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "As expected, the CITEseq_train (RNA expression) data is of high quality, with little mitochondrial RNA.\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F9a43bd98ed352c89fac7b45a4b0f7989%2FScreen%20Shot%202022-08-29%20at%2021.23.10.png?generation=1661775954631374&alt=media)",
      "votes": null
    },
    {
      "id": "1918251",
      "postDate": "08/29/2022 12:32:21",
      "content": "<p>Stem cells can differentiate upon stimulation. It may be that Day 3's of HSCs are trying to differentiate into some kind of mesenchymal-like cell.</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F51c490d110f0a7ca1b03b70b8f314613%2FScreen%20Shot%202022-08-29%20at%2021.26.34.png?generation=1661776328023207&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F3de67c2100997140deee5d3405d55b1f%2FScreen%20Shot%202022-08-29%20at%2021.27.03.png?generation=1661776339460684&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "Stem cells can differentiate upon stimulation. It may be that Day 3's of HSCs are trying to differentiate into some kind of mesenchymal-like cell.\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F51c490d110f0a7ca1b03b70b8f314613%2FScreen%20Shot%202022-08-29%20at%2021.26.34.png?generation=1661776328023207&alt=media)\n\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F3de67c2100997140deee5d3405d55b1f%2FScreen%20Shot%202022-08-29%20at%2021.27.03.png?generation=1661776339460684&alt=media)",
      "votes": null
    },
    {
      "id": "1919034",
      "postDate": "08/30/2022 04:37:09",
      "content": "<p>That cells seems to be in G0.<br>\nIt is strange the next day , G0 decrease.<br>\nPS<br>\nI will open notebook a bit later</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F2262596%2Fa30d738cccac6cfa55251cc1d8b89ee6%2FIMG_20220830_063341_588.jpg?generation=1661834091952436&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "That cells seems to be in G0.\nIt is strange the next day , G0 decrease.\nPS\nI will open notebook a bit later\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F2262596%2Fa30d738cccac6cfa55251cc1d8b89ee6%2FIMG_20220830_063341_588.jpg?generation=1661834091952436&alt=media)",
      "votes": null
    },
    {
      "id": "1919087",
      "postDate": "08/30/2022 06:00:45",
      "content": "<p>By the way, can you share the notebook please</p>",
      "rawMarkdown": "By the way, can you share the notebook please",
      "votes": null
    },
    {
      "id": "1919096",
      "postDate": "08/30/2022 06:12:03",
      "content": "<p>Okay!  Please give me some time! I will organize codes and share the codes and  datasets.</p>",
      "rawMarkdown": "Okay!  Please give me some time! I will organize codes and share the codes and  datasets.",
      "votes": null
    },
    {
      "id": "1920546",
      "postDate": "08/31/2022 07:55:44",
      "content": "<p>By the way we organizing educational/research webinars around that competition. <br>\nWould you be so kind to make a talk (even a short) ? May be giving some story around - single cell analysis, scanpy , so on … </p>\n<p>See: <br>\n<a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348661\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348661</a><br>\n<a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348293\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348293</a></p>",
      "rawMarkdown": "By the way we organizing educational/research webinars around that competition. \nWould you be so kind to make a talk (even a short) ? May be giving some story around - single cell analysis, scanpy , so on ... \n\nSee: \nhttps://www.kaggle.com/competitions/open-problems-multimodal/discussion/348661\nhttps://www.kaggle.com/competitions/open-problems-multimodal/discussion/348293",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1917925,
      "author_name": "kfurudate",
      "author_url": "",
      "post_date": "08/29/2022 06:55:11",
      "content": "<p>We can see seven cell types differentiate from Hematopoietic Stem Cells (HSC).<br>\n<img src=\"https://user-images.githubusercontent.com/50528980/187141679-c56d0aee-a387-47d7-94e8-74fa620c2a21.png\" alt=\"\"><br>\n<a href=\"https://en.wikipedia.org/wiki/Hematopoietic_stem_cell\" target=\"_blank\">https://en.wikipedia.org/wiki/Hematopoietic_stem_cell</a></p>\n<p>・Multime_targets (RNA expression)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F0355198a6d81ae2ec30aa41e71087f28%2F187071788-b73e4c8a-2fa6-42dc-95c7-f353957e3cd3.png?generation=1661755800759747&amp;alt=media\" alt=\"\"></p>\n<p>・CITEseq_train (RNA expression)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F5769b41218c34abfb85582638c41d310%2F187076891-9e0982b3-9f3f-45db-9eeb-2e9d5bce8a21.png?generation=1661755954916783&amp;alt=media\" alt=\"\"></p>\n<p>・CITEseq_targets (Protein)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F57f0102345fb9e04f9415d5d059a1be2%2F187071858-db366b93-e371-4368-a821-cb1bcf27bd58.png?generation=1661756003180414&amp;alt=media\" alt=\"\"></p>\n<p>・CITEseq_test (RNA expression)<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2Fac94352a40961ecdccdacf436ec16d33%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661756057480007&amp;alt=media\" alt=\"\"></p>",
      "votes": null,
      "replies": [
        {
          "id": 1918095,
          "author_name": "alexandervc",
          "author_url": "",
          "post_date": "08/29/2022 10:11:33",
          "content": "<p>Nice ! <br>\n・CITEseq_train (RNA expression) Day 3 is out of HSC are \"outliers\" - any idea why ? Low quality cells ? Have not checked MT-percent ? </p>\n<p>Here are similar plots from me: <a href=\"https://www.kaggle.com/code/alexandervc/mmscel-eda-bioinfo\" target=\"_blank\">https://www.kaggle.com/code/alexandervc/mmscel-eda-bioinfo</a></p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1918126,
          "author_name": "kfurudate",
          "author_url": "",
          "post_date": "08/29/2022 10:39:23",
          "content": "<p>Maybe so! I did not check for ribosomal or mitochondrial genes because I thought quality control was already in place since they were normalized.</p>\n<p>But it looks like CITEseq_test (RNA expression) has a similar Day 3's of HSC.<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F897687c2f4873091375ecafc1a5bd6e3%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661769562023629&amp;alt=media\" alt=\"\"></p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1918134,
          "author_name": "kfurudate",
          "author_url": "",
          "post_date": "08/29/2022 10:47:27",
          "content": "<p>Day 3's of HSC may be the beginning of some changes.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1918248,
          "author_name": "kfurudate",
          "author_url": "",
          "post_date": "08/29/2022 12:25:36",
          "content": "<p>As expected, the CITEseq_train (RNA expression) data is of high quality, with little mitochondrial RNA.<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F9a43bd98ed352c89fac7b45a4b0f7989%2FScreen%20Shot%202022-08-29%20at%2021.23.10.png?generation=1661775954631374&amp;alt=media\" alt=\"\"></p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1918251,
          "author_name": "kfurudate",
          "author_url": "",
          "post_date": "08/29/2022 12:32:21",
          "content": "<p>Stem cells can differentiate upon stimulation. It may be that Day 3's of HSCs are trying to differentiate into some kind of mesenchymal-like cell.</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F51c490d110f0a7ca1b03b70b8f314613%2FScreen%20Shot%202022-08-29%20at%2021.26.34.png?generation=1661776328023207&amp;alt=media\" alt=\"\"></p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F3de67c2100997140deee5d3405d55b1f%2FScreen%20Shot%202022-08-29%20at%2021.27.03.png?generation=1661776339460684&amp;alt=media\" alt=\"\"></p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1919034,
          "author_name": "alexandervc",
          "author_url": "",
          "post_date": "08/30/2022 04:37:09",
          "content": "<p>That cells seems to be in G0.<br>\nIt is strange the next day , G0 decrease.<br>\nPS<br>\nI will open notebook a bit later</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F2262596%2Fa30d738cccac6cfa55251cc1d8b89ee6%2FIMG_20220830_063341_588.jpg?generation=1661834091952436&amp;alt=media\" alt=\"\"></p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1919087,
      "author_name": "alexandervc",
      "author_url": "",
      "post_date": "08/30/2022 06:00:45",
      "content": "<p>By the way, can you share the notebook please</p>",
      "votes": null,
      "replies": [
        {
          "id": 1919096,
          "author_name": "kfurudate",
          "author_url": "",
          "post_date": "08/30/2022 06:12:03",
          "content": "<p>Okay!  Please give me some time! I will organize codes and share the codes and  datasets.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1920546,
          "author_name": "alexandervc",
          "author_url": "",
          "post_date": "08/31/2022 07:55:44",
          "content": "<p>By the way we organizing educational/research webinars around that competition. <br>\nWould you be so kind to make a talk (even a short) ? May be giving some story around - single cell analysis, scanpy , so on … </p>\n<p>See: <br>\n<a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348661\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348661</a><br>\n<a href=\"https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348293\" target=\"_blank\">https://www.kaggle.com/competitions/open-problems-multimodal/discussion/348293</a></p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "1915467": "I think it seems to be associated with Multiome (chromatin accessibility -> gene expression); however, there appears to be a significant barrier to CITEseq (gene expression -> protein).",
    "1917925": "We can see seven cell types differentiate from Hematopoietic Stem Cells (HSC).\n![](https://user-images.githubusercontent.com/50528980/187141679-c56d0aee-a387-47d7-94e8-74fa620c2a21.png)\nhttps://en.wikipedia.org/wiki/Hematopoietic_stem_cell\n\n・Multime_targets (RNA expression)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F0355198a6d81ae2ec30aa41e71087f28%2F187071788-b73e4c8a-2fa6-42dc-95c7-f353957e3cd3.png?generation=1661755800759747&alt=media)\n\n\n・CITEseq_train (RNA expression)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F5769b41218c34abfb85582638c41d310%2F187076891-9e0982b3-9f3f-45db-9eeb-2e9d5bce8a21.png?generation=1661755954916783&alt=media)\n\n\n・CITEseq_targets (Protein)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F57f0102345fb9e04f9415d5d059a1be2%2F187071858-db366b93-e371-4368-a821-cb1bcf27bd58.png?generation=1661756003180414&alt=media)\n\n\n・CITEseq_test (RNA expression)\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2Fac94352a40961ecdccdacf436ec16d33%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661756057480007&alt=media)",
    "1918095": "Nice ! \n・CITEseq_train (RNA expression) Day 3 is out of HSC are \"outliers\" - any idea why ? Low quality cells ? Have not checked MT-percent ? \n\nHere are similar plots from me: https://www.kaggle.com/code/alexandervc/mmscel-eda-bioinfo",
    "1918126": "Maybe so! I did not check for ribosomal or mitochondrial genes because I thought quality control was already in place since they were normalized.\n\nBut it looks like CITEseq_test (RNA expression) has a similar Day 3's of HSC.![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F897687c2f4873091375ecafc1a5bd6e3%2F187076838-6a1e59ea-382f-44bf-9cca-57753511c8e0.png?generation=1661769562023629&alt=media)",
    "1918134": "Day 3's of HSC may be the beginning of some changes.",
    "1918248": "As expected, the CITEseq_train (RNA expression) data is of high quality, with little mitochondrial RNA.\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F9a43bd98ed352c89fac7b45a4b0f7989%2FScreen%20Shot%202022-08-29%20at%2021.23.10.png?generation=1661775954631374&alt=media)",
    "1918251": "Stem cells can differentiate upon stimulation. It may be that Day 3's of HSCs are trying to differentiate into some kind of mesenchymal-like cell.\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F51c490d110f0a7ca1b03b70b8f314613%2FScreen%20Shot%202022-08-29%20at%2021.26.34.png?generation=1661776328023207&alt=media)\n\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3284781%2F3de67c2100997140deee5d3405d55b1f%2FScreen%20Shot%202022-08-29%20at%2021.27.03.png?generation=1661776339460684&alt=media)",
    "1919034": "That cells seems to be in G0.\nIt is strange the next day , G0 decrease.\nPS\nI will open notebook a bit later\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F2262596%2Fa30d738cccac6cfa55251cc1d8b89ee6%2FIMG_20220830_063341_588.jpg?generation=1661834091952436&alt=media)",
    "1919087": "By the way, can you share the notebook please",
    "1919096": "Okay!  Please give me some time! I will organize codes and share the codes and  datasets.",
    "1920546": "By the way we organizing educational/research webinars around that competition. \nWould you be so kind to make a talk (even a short) ? May be giving some story around - single cell analysis, scanpy , so on ... \n\nSee: \nhttps://www.kaggle.com/competitions/open-problems-multimodal/discussion/348661\nhttps://www.kaggle.com/competitions/open-problems-multimodal/discussion/348293"
  },
  "source": "meta"
}