{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from OpenAITools.JRCTTools import fetch_clinical_trials, extract_jrct_links, create_dataframe_from_urls, reorder_columns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "検索ボタンがクリックできないため、JavaScriptでクリックします。\n", "1 ページ目を処理しました。\n", "2 ページ目を処理しました。\n", "3 ページ目を処理しました。\n", "4 ページ目を処理しました。\n", "5 ページ目を処理しました。\n", "6 ページ目を処理しました。\n", "次のページはありません。全ての結果を取得しました。\n" ] } ], "source": [ "# fetch_clinical_trialsを使って検索結果を取得\n", "results = fetch_clinical_trials(disease_name=\"がん 神経膠腫 骨髄腫 黒色腫 肉腫\", freeword=\"\",include_not_yet_recruiting=True)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing URL: https://jrct.niph.go.jp/latest-detail/jRCT1030240513\n", "Waiting for 15 seconds before the next 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instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " sorted_df['JRCT ID'] = [result[0] for result in results]\n", "/var/folders/xj/t9whz9_x5g309fn84ql50wrm0000gn/T/ipykernel_94689/3932068550.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " sorted_df['Title'] = [result[1] for result in results]\n", "/var/folders/xj/t9whz9_x5g309fn84ql50wrm0000gn/T/ipykernel_94689/3932068550.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " sorted_df['Target'] = [result[2] for result in results]\n" ] } ], "source": [ "sorted_df['JRCT ID'] = [result[0] for result in results]\n", "sorted_df['Title'] = [result[1] for result in results]\n", "sorted_df['Target'] = [result[2] for result in results]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "new_order = [\"JRCT ID\", \"Title\",'Target'] + [col for col in sorted_df.columns if col not in [\"JRCT ID\", \"Title\",'Target']]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sorted_df = sorted_df[new_order]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | JRCT ID | \n", "Title | \n", "Target | \n", "研究・治験の目的 | \n", "試験の種類 | \n", "無作為化 | \n", "盲検化 | \n", "対照 | \n", "割付け | \n", "研究目的 | \n", "... | \n", "purpose | \n", "Inclusion Criteria | \n", "Exclusion Criteria | \n", "Age Minimum | \n", "Age Maximum | \n", "Gender | \n", "Discontinuation Criteria | \n", "Keyword | \n", "Intervention(s) | \n", "Phase | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "jRCT1030240513 | \n", "進行がん患者に対する可聴領域外のハイレゾ自然音源が与える生体情報や癒しの変化を評価する\\n探... | \n", "がん | \n", "進行がん患者を対象に、可聴領域外のハイレゾ自然音源を介入とした音楽療法が、無音と比較して、疲... | \n", "介入研究 | \n", "無作為化比較 | \n", "単盲検 | \n", "プラセボ対照 | \n", "並行群間比較 | \n", "緩和 | \n", "... | \n", "supportive care | \n", "Eligible participants must meet the following ... | \n", "Exclusion criteria apply if any of the followi... | \n", "18age old over | \n", "No limit | \n", "\n", " | NaN | \n", "cancer, | \n", "Participants will be exposed to either sounds ... | \n", "NaN | \n", "
1 | \n", "jRCT1032240511 | \n", "進行がん患者の痛みに対する交番磁界治療器の至適な治療時間の条件に関する多施設共同研究 | \n", "がん患者の疼痛 | \n", "交番磁界治療器を用いた自宅での疼痛治療について、進行がん患者が治療の継続が可能と考える治療時... | \n", "介入研究 | \n", "単一群 | \n", "非盲検 | \n", "非対照 | \n", "単群比較 | \n", "その他 | \n", "... | \n", "other | \n", "1. Age 18 years or older on the day of consent... | \n", "1. There is a skin disorder in the painful are... | \n", "18age old over | \n", "No limit | \n", "Both | \n", "NaN | \n", "\n", " | Four pads of the alternating magnetic field th... | \n", "NaN | \n", "
2 | \n", "jRCT1032240506 | \n", "卵巣腫瘍手術での術中低圧換気介入による術中出血量に及ぼす影響:ランダム化比較試験 | \n", "卵巣がん | \n", "卵巣悪性腫瘍手術は高侵襲な手術であり輸血率の高い手術である。一方で輸血により癌の予後が悪化す... | \n", "介入研究 | \n", "無作為化比較 | \n", "単盲検 | \n", "実薬(治療)対照 | \n", "並行群間比較 | \n", "治療 | \n", "... | \n", "treatment purpose | \n", "Patients undergoing ovarian cancer surgery at ... | \n", "1.Minors\\n\\r\\n2.Emergency surgery\\n\\r\\n3.Patie... | \n", "18age old over | \n", "100age old not | \n", "Female | \n", "NaN | \n", "\n", " | Low-pressure ventilation and low venous pressu... | \n", "NaN | \n", "
3 | \n", "jRCT2041240130 | \n", "中等度-高度PONV発症リスクを有する肺切除術予定患者の周術期管理におけるGranisetr... | \n", "肺がん | \n", "全身麻酔を要する肺切除術周術期における標準制吐療法であるグラニセトロン(Granisetro... | \n", "NaN | \n", "無作為化比較 | \n", "非盲検 | \n", "無治療対照/標準治療対照 | \n", "並行群間比較 | \n", "治療 | \n", "... | \n", "treatment purpose | \n", "(1) Patients scheduled to undergo anatomical l... | \n", "(1) Patients with a history of allergy to the ... | \n", "18age old over | \n", "No limit | \n", "Both | \n", "NaN | \n", "\n", " | Treatment group\\n\\r\\nAdminister GRA 1mg intrav... | \n", "NaN | \n", "
4 | \n", "jRCT2031240500 | \n", "ミスマッチ修復機能欠損(dMMR)又は高頻度マイクロサテライト不安定性(MSI-H)を有する... | \n", "ミスマッチ修復機能欠損(dMMR)又は高頻度マイクロサテライト不安定性(MSI-H)を有する... | \n", "固形がんは、体のさまざまな部位に発生する異常な組織の塊である。本治験は、特定の遺伝的特徴を持... | \n", "NaN | \n", "単一群 | \n", "非盲検 | \n", "非対照 | \n", "単群比較 | \n", "治療 | \n", "... | \n", "treatment purpose | \n", "Parts 1, 2, and 3 inclusion criteria: \\n\\r\\n-H... | \n", "Parts 1, 2, and 3 exclusion criteria:\\n\\r\\n-Ha... | \n", "18age old over | \n", "No limit | \n", "Both | \n", "NaN | \n", "\n", " | Drug: GSK4418959\\n\\r\\nDrug:PD-1 inhibitor | \n", "NaN | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
282 | \n", "jRCT2080223823 | \n", "固形がん患者を対象としたE7130 の臨床第1相試験 | \n", "Part1:固形がん\\nPart2:頭頸部がん,尿路上皮がん | \n", "NaN | \n", "介入研究 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "<p>Both</p> | \n", "NaN | \n", "\n", " | investigational material(s)<br>\\nGeneric name ... | \n", "NaN | \n", "
283 | \n", "jRCT1090220266 | \n", "肺がん手術患者に対する運動療法とBCAA摂取の併用効果の検討 | \n", "肺がん | \n", "NaN | \n", "NaN | \n", "NaN | \n", "非盲検 | \n", "実薬(治療)対照 | \n", "なし | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Age Month Week Day Hour | \n", "Age Month Week Day Hour No limit | \n", "Both | \n", "NaN | \n", "\n", " | Intervention type:BEHAVIOUR\\n\\nName of interve... | \n", "NaN | \n", "
284 | \n", "jRCT1091220254 | \n", "肺動静脈分離3D-CT angiographyにおけるヨード造影剤量低減の検討 | \n", "肺がん | \n", "NaN | \n", "NaN | \n", "NaN | \n", "単盲検 | \n", "用量比較 | \n", "あり | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Age Month Week Day Hour No limit | \n", "Age Month Week Day Hour No limit | \n", "Both | \n", "NaN | \n", "\n", " | Intervention type:DRUG\\n\\nName of intervention... | \n", "NaN | \n", "
285 | \n", "jRCT1090220224 | \n", "体幹部神経ブロック後のレボブピバカインの血中濃度の変化 | \n", "下腹部消化器がん | \n", "NaN | \n", "NaN | \n", "NaN | \n", "非盲検 | \n", "無対照 | \n", "\n", " | NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "20Age Month Week Day Hour over | \n", "Age Month Week Day Hour No limit | \n", "Both | \n", "NaN | \n", "\n", " | Intervention type:\\n\\nName of intervention:\\n\\... | \n", "NaN | \n", "
286 | \n", "jRCT1091220221 | \n", "ヨード造影剤と生理食塩水の混合溶液を用いたtest injectionによる混合割合と造影効... | \n", "肺がん | \n", "NaN | \n", "NaN | \n", "NaN | \n", "非盲検 | \n", "無対照 | \n", "なし | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Age Month Week Day Hour No limit | \n", "Age Month Week Day Hour No limit | \n", "Both | \n", "NaN | \n", "\n", " | Intervention type:DRUG\\n\\nName of intervention... | \n", "NaN | \n", "
287 rows × 35 columns
\n", "Both
NaN \n", "283 Both NaN \n", "284 Both NaN \n", "285 Both NaN \n", "286 Both NaN \n", "\n", " Intervention(s) Phase \n", "0 Participants will be exposed to either sounds ... NaN \n", "1 Four pads of the alternating magnetic field th... NaN \n", "2 Low-pressure ventilation and low venous pressu... NaN \n", "3 Treatment group\\n\\r\\nAdminister GRA 1mg intrav... NaN \n", "4 Drug: GSK4418959\\n\\r\\nDrug:PD-1 inhibitor NaN \n", ".. ... ... \n", "282 investigational material(s)